From 706c1ab4c0976df9db31eb770ea4e4bc7708572a Mon Sep 17 00:00:00 2001
From: Urmzd Mukhammadnaim <hello@urmzd.com>
Date: Fri, 3 Apr 2026 03:08:02 -0500
Subject: [PATCH 1/9] docs(aap): split specification into init and maintain
 phases

Separate AAP specification into two focused documents:
- aap-spec-init.md: guidance for generating markup with target
  markers during artifact creation
- aap-spec-maintain.md: guidance for responding with edit
  envelopes during artifact maintenance

This improves clarity on agent responsibilities based on the
artifact lifecycle phase.
---
 evals/data/aap-spec-init.md     | 23 ++++++++++++++++++
 evals/data/aap-spec-maintain.md | 43 +++++++++++++++++++++++++++++++++
 2 files changed, 66 insertions(+)
 create mode 100644 evals/data/aap-spec-init.md
 create mode 100644 evals/data/aap-spec-maintain.md

diff --git a/evals/data/aap-spec-init.md b/evals/data/aap-spec-init.md
new file mode 100644
index 0000000..6d8d770
--- /dev/null
+++ b/evals/data/aap-spec-init.md
@@ -0,0 +1,23 @@
+## AAP Target Markers
+
+Wrap each major block and individually-updatable value with target markers:
+
+```
+<aap:target id="ID">content</aap:target>
+```
+
+Targets nest — coarse blocks contain fine-grained value targets:
+
+```html
+<aap:target id="stats">
+  <div class="card">
+    <h3>Revenue</h3>
+    <span><aap:target id="revenue-value">$12,340</aap:target></span>
+  </div>
+</aap:target>
+```
+
+Target IDs describe the role, not the current value (e.g., "total-revenue" not "12345").
+Place targets where values are most likely to be revised.
+
+IMPORTANT: You MUST wrap every major section and individually-updatable value in your output with `<aap:target id="ID">…</aap:target>` markers. Use descriptive, role-based IDs (e.g., "nav", "stats-card", "total-revenue"). Nest targets: coarse section targets should contain fine-grained value targets. Place markers on ALL values that are likely to be revised later. The markers are essential for efficient future edits.
diff --git a/evals/data/aap-spec-maintain.md b/evals/data/aap-spec-maintain.md
new file mode 100644
index 0000000..0adac9e
--- /dev/null
+++ b/evals/data/aap-spec-maintain.md
@@ -0,0 +1,43 @@
+## AAP Target Markers
+
+Wrap each major block and individually-updatable value with target markers:
+
+```
+<aap:target id="ID">content</aap:target>
+```
+
+Targets nest — coarse blocks contain fine-grained value targets:
+
+```html
+<aap:target id="stats">
+  <div class="card">
+    <h3>Revenue</h3>
+    <span><aap:target id="revenue-value">$12,340</aap:target></span>
+  </div>
+</aap:target>
+```
+
+Target IDs describe the role, not the current value (e.g., "total-revenue" not "12345").
+Place targets where values are most likely to be revised.
+
+## AAP Edit Envelope
+
+To edit an artifact, produce a JSON envelope with `name: "edit"`:
+
+```json
+{
+  "protocol": "aap/0.1",
+  "id": "artifact-id",
+  "version": 2,
+  "name": "edit",
+  "meta": {"format": "text/html"},
+  "content": [
+    {"op": "replace", "target": {"type": "id", "value": "revenue-value"}, "content": "$15,720"}
+  ]
+}
+```
+
+Target by ID only: `{"type": "id", "value": "target-id"}`. Reference existing target IDs from the artifact.
+Ops: `replace`, `delete`, `insert_before`, `insert_after`.
+
+IMPORTANT: You MUST respond with a JSON edit envelope, NOT the full artifact. Reference existing `<aap:target>` IDs from the current artifact. Use `replace` to update content within a target, `delete` to remove a target and its markers, `insert_before`/`insert_after` to add content adjacent to a target. Always increment the version number.

From 2c2e55e40a0c2c70e3e0d162602f523e8c665262 Mon Sep 17 00:00:00 2001
From: Urmzd Mukhammadnaim <hello@urmzd.com>
Date: Fri, 3 Apr 2026 03:08:02 -0500
Subject: [PATCH 2/9] docs(aap): update spec with meta field and clearer
 envelope

Update main AAP specification to reflect metadata structure
changes. The operation field is replaced with meta object to
better organize format and other metadata. This aligns with
the actual implementation and makes the envelope structure
clearer for edit operations.
---
 evals/data/aap-spec.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/evals/data/aap-spec.md b/evals/data/aap-spec.md
index 1ee751c..6b23209 100644
--- a/evals/data/aap-spec.md
+++ b/evals/data/aap-spec.md
@@ -30,7 +30,7 @@ To edit an artifact, produce a JSON envelope with `name: "edit"`:
   "id": "artifact-id",
   "version": 2,
   "name": "edit",
-  "operation": {"direction": "input", "format": "text/html"},
+  "meta": {"format": "text/html"},
   "content": [
     {"op": "replace", "target": {"type": "id", "value": "revenue-value"}, "content": "$15,720"}
   ]

From 30e27e08d74525d5259657f216c4999610d058da Mon Sep 17 00:00:00 2001
From: Urmzd Mukhammadnaim <hello@urmzd.com>
Date: Fri, 3 Apr 2026 03:08:03 -0500
Subject: [PATCH 3/9] feat(markers): support nested target markers with depth
 counting

Implement proper handling of nested <aap:target> markers by
tracking nesting depth rather than matching the first closing
tag. This allows targets to safely contain other targets.

Adds find_matching_close() function to locate the correct
closing tag when multiple targets are nested. Applies to both
Rust (src/markers.rs) and Python (evals/src/aap_evals/markers.py)
implementations.

Includes additional test for nested target outer extraction.
---
 evals/src/aap_evals/markers.py | 35 ++++++++++++++++++--
 src/markers.rs                 | 59 ++++++++++++++++++++++++++++------
 2 files changed, 81 insertions(+), 13 deletions(-)

diff --git a/evals/src/aap_evals/markers.py b/evals/src/aap_evals/markers.py
index 09e85cd..c54d846 100644
--- a/evals/src/aap_evals/markers.py
+++ b/evals/src/aap_evals/markers.py
@@ -21,13 +21,42 @@ def marker_example(fmt: str) -> str:
     return '<aap:target id="ID"> ... </aap:target>'
 
 
+def _find_matching_close(content: str, content_start: int) -> int:
+    """Find the position of the matching </aap:target> with depth counting."""
+    open_prefix = "<aap:target "
+    close_tag = "</aap:target>"
+    depth = 1
+    cursor = content_start
+
+    while cursor < len(content) and depth > 0:
+        next_open = content.find(open_prefix, cursor)
+        next_close = content.find(close_tag, cursor)
+
+        if next_close == -1:
+            return -1
+
+        if next_open != -1 and next_open < next_close:
+            depth += 1
+            cursor = next_open + len(open_prefix)
+        else:
+            depth -= 1
+            if depth == 0:
+                return next_close
+            cursor = next_close + len(close_tag)
+
+    return -1
+
+
 def extract_target_content(content: str, target_id: str, fmt: str) -> str | None:
     pair = markers_for(target_id, fmt)
     if not pair:
         return None
     start, end = pair
     si = content.find(start)
-    ei = content.find(end)
-    if si == -1 or ei == -1:
+    if si == -1:
+        return None
+    content_start = si + len(start)
+    ei = _find_matching_close(content, content_start)
+    if ei == -1:
         return None
-    return content[si + len(start) : ei]
+    return content[content_start:ei]
diff --git a/src/markers.rs b/src/markers.rs
index 27f5ddf..5a3b5a3 100644
--- a/src/markers.rs
+++ b/src/markers.rs
@@ -22,22 +22,54 @@ pub fn markers_for(target_id: &str, format: &str) -> Result<(String, String)> {
     ))
 }
 
+const OPEN_PREFIX: &str = "<aap:target ";
+const CLOSE_TAG: &str = "</aap:target>";
+
+/// Find the position of the matching `</aap:target>` for a target whose
+/// opening tag ends at `content_start`. Tracks nesting depth so that inner
+/// `<aap:target …>…</aap:target>` pairs are skipped.
+fn find_matching_close(content: &str, content_start: usize) -> Option<usize> {
+    let mut depth: usize = 1;
+    let mut cursor = content_start;
+
+    while cursor < content.len() && depth > 0 {
+        // Find the next interesting tag (whichever comes first).
+        let next_open = content[cursor..].find(OPEN_PREFIX).map(|i| cursor + i);
+        let next_close = content[cursor..].find(CLOSE_TAG).map(|i| cursor + i);
+
+        match (next_open, next_close) {
+            (Some(o), Some(c)) if o < c => {
+                depth += 1;
+                cursor = o + OPEN_PREFIX.len();
+            }
+            (_, Some(c)) => {
+                depth -= 1;
+                if depth == 0 {
+                    return Some(c);
+                }
+                cursor = c + CLOSE_TAG.len();
+            }
+            _ => break,
+        }
+    }
+    None
+}
+
 /// Find the byte range of a target's content within a string.
 ///
 /// Returns `(content_start, content_end)` — byte offsets between markers (exclusive of markers).
+/// Handles nested `<aap:target>` elements via depth counting.
 pub fn find_target_range(
     content: &str,
     target_id: &str,
     format: &str,
 ) -> Result<(usize, usize)> {
-    let (start_marker, end_marker) = markers_for(target_id, format)?;
+    let (start_marker, _) = markers_for(target_id, format)?;
     let si = content
         .find(&start_marker)
         .with_context(|| format!("start marker not found for target: {target_id}"))?;
     let content_start = si + start_marker.len();
-    let ei = content[content_start..]
-        .find(&end_marker)
-        .map(|i| content_start + i)
+    let ei = find_matching_close(content, content_start)
         .with_context(|| format!("end marker not found for target: {target_id}"))?;
     Ok((content_start, ei))
 }
@@ -45,20 +77,20 @@ pub fn find_target_range(
 /// Find the byte range of a target including its markers.
 ///
 /// Returns `(marker_start, marker_end)` — byte offsets including both markers and content.
+/// Handles nested `<aap:target>` elements via depth counting.
 pub fn find_target_range_inclusive(
     content: &str,
     target_id: &str,
     format: &str,
 ) -> Result<(usize, usize)> {
-    let (start_marker, end_marker) = markers_for(target_id, format)?;
+    let (start_marker, _) = markers_for(target_id, format)?;
     let si = content
         .find(&start_marker)
         .with_context(|| format!("start marker not found for target: {target_id}"))?;
-    let ei = content[si..]
-        .find(&end_marker)
-        .map(|i| si + i + end_marker.len())
+    let content_start = si + start_marker.len();
+    let ei = find_matching_close(content, content_start)
         .with_context(|| format!("end marker not found for target: {target_id}"))?;
-    Ok((si, ei))
+    Ok((si, ei + CLOSE_TAG.len()))
 }
 
 /// Extract all target IDs from artifact content by scanning for `<aap:target id="...">` markers.
@@ -105,12 +137,19 @@ mod tests {
     }
 
     #[test]
-    fn test_find_target_range_nested() {
+    fn test_find_target_range_nested_inner() {
         let content = r#"<aap:target id="outer"><aap:target id="inner">val</aap:target></aap:target>"#;
         let (start, end) = find_target_range(content, "inner", "text/html").unwrap();
         assert_eq!(&content[start..end], "val");
     }
 
+    #[test]
+    fn test_find_target_range_nested_outer() {
+        let content = r#"<aap:target id="outer"><aap:target id="inner">val</aap:target></aap:target>"#;
+        let (start, end) = find_target_range(content, "outer", "text/html").unwrap();
+        assert_eq!(&content[start..end], r#"<aap:target id="inner">val</aap:target>"#);
+    }
+
     #[test]
     fn test_find_target_range_inclusive() {
         let content = r#"before<aap:target id="x">data</aap:target>after"#;

From 8fd482feab94129d729a783462c97ca094b7a8c1 Mon Sep 17 00:00:00 2001
From: Urmzd Mukhammadnaim <hello@urmzd.com>
Date: Fri, 3 Apr 2026 03:08:03 -0500
Subject: [PATCH 4/9] feat(apply): use inclusive range for delete operations

Refactor apply_edit to handle delete operations differently
from other operations. Delete now uses inclusive range (markers
included) while replace/insert operations use exclusive range
(markers excluded).

Add find_by_id_inclusive() to Resolve trait and TextResolver
to support this distinction. Add resolve_target_inclusive()
helper function. Restructure operation matching to split delete
from other op types.

Update test assertion to reflect that delete removes both
content and markers completely.
---
 src/apply.rs | 54 +++++++++++++++++++++++++++++++++++++---------------
 1 file changed, 39 insertions(+), 15 deletions(-)

diff --git a/src/apply.rs b/src/apply.rs
index 42b56a9..2b89115 100644
--- a/src/apply.rs
+++ b/src/apply.rs
@@ -19,6 +19,7 @@ pub trait Resolve {
     type Content: Clone;
 
     fn find_by_id(&self, content: &Self::Content, id: &str) -> Result<(usize, usize)>;
+    fn find_by_id_inclusive(&self, content: &Self::Content, id: &str) -> Result<(usize, usize)>;
     fn find_by_pointer(&self, content: &Self::Content, pointer: &str) -> Result<(usize, usize)>;
     fn replace(&self, content: &mut Self::Content, start: usize, end: usize, replacement: &str);
     fn insert(&self, content: &mut Self::Content, pos: usize, text: &str);
@@ -41,6 +42,10 @@ impl Resolve for TextResolver {
         crate::markers::find_target_range(content, id, &self.format)
     }
 
+    fn find_by_id_inclusive(&self, content: &String, id: &str) -> Result<(usize, usize)> {
+        crate::markers::find_target_range_inclusive(content, id, &self.format)
+    }
+
     fn find_by_pointer(&self, content: &String, pointer: &str) -> Result<(usize, usize)> {
         let value: serde_json::Value = serde_json::from_str(content)
             .context("pointer targeting requires valid JSON content")?;
@@ -184,24 +189,32 @@ pub fn apply_edit<R: Resolve<Content = String>>(
     let mut content = resolver.from_string(base);
 
     for (i, op) in operations.iter().enumerate() {
-        let (start, end) = resolve_target(resolver, &content, &op.target)
-            .with_context(|| format!("operation {i}: target not found"))?;
-
         match op.op {
-            OpType::Replace => {
-                let replacement = op.content.as_deref().unwrap_or("");
-                resolver.replace(&mut content, start, end, replacement);
-            }
             OpType::Delete => {
+                // Delete removes markers and content (inclusive range).
+                let (start, end) = resolve_target_inclusive(resolver, &content, &op.target)
+                    .with_context(|| format!("operation {i}: target not found"))?;
                 resolver.delete(&mut content, start, end);
             }
-            OpType::InsertBefore => {
-                let text = op.content.as_deref().unwrap_or("");
-                resolver.insert(&mut content, start, text);
-            }
-            OpType::InsertAfter => {
-                let text = op.content.as_deref().unwrap_or("");
-                resolver.insert(&mut content, end, text);
+            _ => {
+                // All other ops target content between markers (exclusive range).
+                let (start, end) = resolve_target(resolver, &content, &op.target)
+                    .with_context(|| format!("operation {i}: target not found"))?;
+                match op.op {
+                    OpType::Replace => {
+                        let replacement = op.content.as_deref().unwrap_or("");
+                        resolver.replace(&mut content, start, end, replacement);
+                    }
+                    OpType::InsertBefore => {
+                        let text = op.content.as_deref().unwrap_or("");
+                        resolver.insert(&mut content, start, text);
+                    }
+                    OpType::InsertAfter => {
+                        let text = op.content.as_deref().unwrap_or("");
+                        resolver.insert(&mut content, end, text);
+                    }
+                    _ => unreachable!(),
+                }
             }
         }
     }
@@ -220,6 +233,17 @@ fn resolve_target<R: Resolve<Content = String>>(
     }
 }
 
+fn resolve_target_inclusive<R: Resolve<Content = String>>(
+    resolver: &R,
+    content: &String,
+    target: &Target,
+) -> Result<(usize, usize)> {
+    match target {
+        Target::Id(id) => resolver.find_by_id_inclusive(content, id),
+        Target::Pointer(pointer) => resolver.find_by_pointer(content, pointer),
+    }
+}
+
 /// Apply edit operations using JSON Pointer targeting.
 fn apply_edit_pointers(base: &str, operations: &[EditOp]) -> Result<String> {
     let mut value: serde_json::Value =
@@ -366,7 +390,7 @@ mod tests {
             op: OpType::Delete, target: id_target("tmp"), content: None,
         }]);
         let (art2, _) = apply(Some(&art), &edit).unwrap();
-        assert_eq!(art2.body, r#"before<aap:target id="tmp"></aap:target>after"#);
+        assert_eq!(art2.body, "beforeafter");
     }
 
     #[test]

From f357e9f493d16978e7d0e35b4c034fd7362320a8 Mon Sep 17 00:00:00 2001
From: Urmzd Mukhammadnaim <hello@urmzd.com>
Date: Fri, 3 Apr 2026 03:08:03 -0500
Subject: [PATCH 5/9] chore(evals): update google provider default and split
 spec loading

Update evals configuration:
- Change default Google provider from gemini-3.1-flash-lite-preview
  to gemini-2.5-flash
- Load separated AAP specification files (init and maintain) instead
  of single spec file
- Pass appropriate spec to each agent based on task phase

This aligns with the split AAP specification and uses more
current model defaults.
---
 evals/src/aap_evals/agents.py | 2 +-
 evals/src/aap_evals/cli.py    | 7 ++++---
 2 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/evals/src/aap_evals/agents.py b/evals/src/aap_evals/agents.py
index 1b6b191..6ac7165 100644
--- a/evals/src/aap_evals/agents.py
+++ b/evals/src/aap_evals/agents.py
@@ -22,7 +22,7 @@
 # ── Provider defaults ─────────────────────────────────────────────────────
 
 PROVIDER_DEFAULTS: dict[str, str] = {
-    "google": "gemini-3.1-flash-lite-preview",
+    "google": "gemini-2.5-flash",
     "openai": "gpt-4o-mini",
     "ollama": "gemma4",
     "github": "openai/gpt-4o-mini",
diff --git a/evals/src/aap_evals/cli.py b/evals/src/aap_evals/cli.py
index f88b19a..e01ee13 100644
--- a/evals/src/aap_evals/cli.py
+++ b/evals/src/aap_evals/cli.py
@@ -16,7 +16,8 @@
 console = Console()
 
 DATA_DIR = Path(__file__).resolve().parent.parent.parent / "data"
-AAP_SPEC = (DATA_DIR / "aap-spec.md").read_text().strip()
+AAP_INIT_SPEC = (DATA_DIR / "aap-spec-init.md").read_text().strip()
+AAP_MAINTAIN_SPEC = (DATA_DIR / "aap-spec-maintain.md").read_text().strip()
 
 FORMAT_TO_EXT: dict[str, str] = {
     "text/html": ".html",
@@ -158,8 +159,8 @@ async def _run_single_experiment(
         aap_output.mkdir(parents=True, exist_ok=True)
 
         base_system = (base_input / "system.md").read_text().strip()
-        init_system = base_system + "\n\n" + AAP_SPEC
-        maintain_system = base_system + "\n\n" + AAP_SPEC
+        init_system = base_system + "\n\n" + AAP_INIT_SPEC
+        maintain_system = base_system + "\n\n" + AAP_MAINTAIN_SPEC
         turn_files = _find_turn_files(base_input)
 
         if not turn_files:

From 32bd03c2c7e5b7cccfe988e68f7c02e58c0338db Mon Sep 17 00:00:00 2001
From: Urmzd Mukhammadnaim <hello@urmzd.com>
Date: Fri, 3 Apr 2026 03:08:03 -0500
Subject: [PATCH 6/9] build(evals): rebuild rust python extension after marker
 changes

Rebuild compiled Python extension following updates to marker
handling logic. Recompilation captures nested target marker
support.
---
 evals/src/aap_evals/aap.cpython-312-darwin.so | Bin 782336 -> 2583408 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/evals/src/aap_evals/aap.cpython-312-darwin.so b/evals/src/aap_evals/aap.cpython-312-darwin.so
index a0c8d7894580d96252177f3adb8465ccf7e30cef..8ce3f91475a5775744f2c2765d58c6dfd6ccd13b 100755
GIT binary patch
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From 3155fbb1cb9691ab47f583b6818f29b878a0cda2 Mon Sep 17 00:00:00 2001
From: Urmzd Mukhammadnaim <hello@urmzd.com>
Date: Fri, 3 Apr 2026 03:08:06 -0500
Subject: [PATCH 7/9] test(evals): consolidate and clean up experiment outputs

Clean up experiment data directory by removing old evaluation
results and intermediate outputs. Consolidate experiment runs,
keeping only the final turn outputs and updated HTML artifacts.

Removes eval.json and metrics.json files for experiments that
have been consolidated. Removes intermediate turn outputs
(turns 1-4 for aap, turns 3-4 for base runs) that are no longer
needed. Updates remaining artifacts with new evaluation results.
---
 .../001-html-dashboard-ecommerce/eval.json    |   71 -
 .../001-html-dashboard-ecommerce/metrics.json |  274 ---
 .../outputs/aap/turn-0.html                   | 1401 +++++++++++++-
 .../outputs/aap/turn-1.html                   | 1345 +++++++++++++-
 .../outputs/aap/turn-1.json                   |   21 +-
 .../outputs/aap/turn-2.html                   | 1451 ++++++++++++++-
 .../outputs/aap/turn-2.json                   |    6 +-
 .../outputs/aap/turn-3.html                   |   13 -
 .../outputs/aap/turn-3.json                   |   22 -
 .../outputs/aap/turn-4.html                   |   27 -
 .../outputs/aap/turn-4.json                   |   17 -
 .../outputs/base/turn-0.html                  | 1429 +++++++++++++-
 .../outputs/base/turn-1.html                  | 1436 +++++++++++++-
 .../outputs/base/turn-2.html                  | 1547 +++++++++++++++-
 .../outputs/base/turn-3.html                  | 1545 +++++++++++++++-
 .../outputs/base/turn-4.html                  | 1642 ++++++++++++++++-
 .../002-html-dashboard-analytics/eval.json    |   71 -
 .../002-html-dashboard-analytics/metrics.json |  274 ---
 .../outputs/aap/turn-0.html                   |   58 -
 .../outputs/aap/turn-1.html                   |   16 -
 .../outputs/aap/turn-1.json                   |   17 -
 .../outputs/aap/turn-2.html                   |   16 -
 .../outputs/aap/turn-2.json                   |   22 -
 .../outputs/aap/turn-3.html                   |   16 -
 .../outputs/aap/turn-3.json                   |   22 -
 .../outputs/aap/turn-4.html                   |   16 -
 .../outputs/aap/turn-4.json                   |   22 -
 .../outputs/base/turn-0.html                  |   78 -
 .../outputs/base/turn-1.html                  |   83 -
 .../outputs/base/turn-2.html                  |   92 -
 .../outputs/base/turn-3.html                  |   92 -
 .../outputs/base/turn-4.html                  |  102 -
 .../003-html-landing-saas/eval.json           |   59 -
 .../003-html-landing-saas/metrics.json        |  228 ---
 .../outputs/aap/turn-0.html                   |   57 -
 .../outputs/aap/turn-1.html                   |   57 -
 .../outputs/aap/turn-1.json                   |   30 -
 .../outputs/aap/turn-2.html                   |   16 -
 .../outputs/aap/turn-2.json                   |   17 -
 .../outputs/aap/turn-3.html                   |   36 -
 .../outputs/aap/turn-3.json                   |   17 -
 .../outputs/base/turn-0.html                  |   88 -
 .../outputs/base/turn-1.html                  |  125 --
 .../outputs/base/turn-2.html                  |  129 --
 .../outputs/base/turn-3.html                  |  140 --
 .../004-html-email-receipt/eval.json          |   47 -
 .../004-html-email-receipt/metrics.json       |  182 --
 .../outputs/aap/turn-0.html                   |   52 -
 .../outputs/aap/turn-1.html                   |   52 -
 .../outputs/aap/turn-1.json                   |   30 -
 .../outputs/aap/turn-2.html                   |   54 -
 .../outputs/aap/turn-2.json                   |   22 -
 .../outputs/base/turn-0.html                  |  108 --
 .../outputs/base/turn-1.html                  |  108 --
 .../outputs/base/turn-2.html                  |  126 --
 .../005-html-form-wizard/eval.json            |   59 -
 .../005-html-form-wizard/metrics.json         |  228 ---
 .../outputs/aap/turn-0.html                   |   90 -
 .../outputs/aap/turn-1.html                   |  114 --
 .../outputs/aap/turn-1.json                   |   17 -
 .../outputs/aap/turn-2.html                   |  114 --
 .../outputs/aap/turn-2.json                   |   17 -
 .../outputs/aap/turn-3.html                   |  121 --
 .../outputs/aap/turn-3.json                   |   17 -
 .../outputs/base/turn-0.html                  |  116 --
 .../outputs/base/turn-1.html                  |  127 --
 .../outputs/base/turn-2.html                  |  129 --
 .../outputs/base/turn-3.html                  |  121 --
 .../experiments/006-html-portfolio/eval.json  |   59 -
 .../006-html-portfolio/metrics.json           |  228 ---
 .../outputs/aap/turn-0.html                   |   76 -
 .../outputs/aap/turn-1.html                   |   18 -
 .../outputs/aap/turn-1.json                   |   17 -
 .../outputs/aap/turn-2.html                   |   18 -
 .../outputs/aap/turn-2.json                   |   22 -
 .../outputs/aap/turn-3.html                   |   18 -
 .../outputs/aap/turn-3.json                   |   22 -
 .../outputs/base/turn-0.html                  |   80 -
 .../outputs/base/turn-1.html                  |   80 -
 .../outputs/base/turn-2.html                  |   89 -
 .../outputs/base/turn-3.html                  |  112 --
 .../experiments/007-html-blog-post/eval.json  |   59 -
 .../007-html-blog-post/metrics.json           |  228 ---
 .../outputs/aap/turn-0.html                   |   75 -
 .../outputs/aap/turn-1.html                   |   16 -
 .../outputs/aap/turn-1.json                   |   17 -
 .../outputs/aap/turn-2.html                   |   43 -
 .../outputs/aap/turn-2.json                   |   17 -
 .../outputs/aap/turn-3.html                   |   43 -
 .../outputs/aap/turn-3.json                   |   22 -
 .../outputs/base/turn-0.html                  |   74 -
 .../outputs/base/turn-1.html                  |   77 -
 .../outputs/base/turn-2.html                  |  103 --
 .../outputs/base/turn-3.html                  |  115 --
 .../008-html-admin-users/eval.json            |   71 -
 .../008-html-admin-users/metrics.json         |  274 ---
 .../outputs/aap/turn-0.html                   |   67 -
 .../outputs/aap/turn-1.html                   |   67 -
 .../outputs/aap/turn-1.json                   |   30 -
 .../outputs/aap/turn-2.html                   |   26 -
 .../outputs/aap/turn-2.json                   |   22 -
 .../outputs/aap/turn-3.html                   |   62 -
 .../outputs/aap/turn-3.json                   |   17 -
 .../outputs/base/turn-0.html                  |   94 -
 .../outputs/base/turn-1.html                  |   96 -
 .../outputs/base/turn-2.html                  |   98 -
 .../outputs/base/turn-3.html                  |  107 --
 107 files changed, 11416 insertions(+), 7637 deletions(-)
 delete mode 100644 evals/data/experiments/001-html-dashboard-ecommerce/eval.json
 delete mode 100644 evals/data/experiments/001-html-dashboard-ecommerce/metrics.json
 delete mode 100644 evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-3.html
 delete mode 100644 evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-3.json
 delete mode 100644 evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-4.html
 delete mode 100644 evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-4.json
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/eval.json
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/metrics.json
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-0.html
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-1.html
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-1.json
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-2.html
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-2.json
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-3.html
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-3.json
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-4.html
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-4.json
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-0.html
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-1.html
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-2.html
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-3.html
 delete mode 100644 evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-4.html
 delete mode 100644 evals/data/experiments/003-html-landing-saas/eval.json
 delete mode 100644 evals/data/experiments/003-html-landing-saas/metrics.json
 delete mode 100644 evals/data/experiments/003-html-landing-saas/outputs/aap/turn-0.html
 delete mode 100644 evals/data/experiments/003-html-landing-saas/outputs/aap/turn-1.html
 delete mode 100644 evals/data/experiments/003-html-landing-saas/outputs/aap/turn-1.json
 delete mode 100644 evals/data/experiments/003-html-landing-saas/outputs/aap/turn-2.html
 delete mode 100644 evals/data/experiments/003-html-landing-saas/outputs/aap/turn-2.json
 delete mode 100644 evals/data/experiments/003-html-landing-saas/outputs/aap/turn-3.html
 delete mode 100644 evals/data/experiments/003-html-landing-saas/outputs/aap/turn-3.json
 delete mode 100644 evals/data/experiments/003-html-landing-saas/outputs/base/turn-0.html
 delete mode 100644 evals/data/experiments/003-html-landing-saas/outputs/base/turn-1.html
 delete mode 100644 evals/data/experiments/003-html-landing-saas/outputs/base/turn-2.html
 delete mode 100644 evals/data/experiments/003-html-landing-saas/outputs/base/turn-3.html
 delete mode 100644 evals/data/experiments/004-html-email-receipt/eval.json
 delete mode 100644 evals/data/experiments/004-html-email-receipt/metrics.json
 delete mode 100644 evals/data/experiments/004-html-email-receipt/outputs/aap/turn-0.html
 delete mode 100644 evals/data/experiments/004-html-email-receipt/outputs/aap/turn-1.html
 delete mode 100644 evals/data/experiments/004-html-email-receipt/outputs/aap/turn-1.json
 delete mode 100644 evals/data/experiments/004-html-email-receipt/outputs/aap/turn-2.html
 delete mode 100644 evals/data/experiments/004-html-email-receipt/outputs/aap/turn-2.json
 delete mode 100644 evals/data/experiments/004-html-email-receipt/outputs/base/turn-0.html
 delete mode 100644 evals/data/experiments/004-html-email-receipt/outputs/base/turn-1.html
 delete mode 100644 evals/data/experiments/004-html-email-receipt/outputs/base/turn-2.html
 delete mode 100644 evals/data/experiments/005-html-form-wizard/eval.json
 delete mode 100644 evals/data/experiments/005-html-form-wizard/metrics.json
 delete mode 100644 evals/data/experiments/005-html-form-wizard/outputs/aap/turn-0.html
 delete mode 100644 evals/data/experiments/005-html-form-wizard/outputs/aap/turn-1.html
 delete mode 100644 evals/data/experiments/005-html-form-wizard/outputs/aap/turn-1.json
 delete mode 100644 evals/data/experiments/005-html-form-wizard/outputs/aap/turn-2.html
 delete mode 100644 evals/data/experiments/005-html-form-wizard/outputs/aap/turn-2.json
 delete mode 100644 evals/data/experiments/005-html-form-wizard/outputs/aap/turn-3.html
 delete mode 100644 evals/data/experiments/005-html-form-wizard/outputs/aap/turn-3.json
 delete mode 100644 evals/data/experiments/005-html-form-wizard/outputs/base/turn-0.html
 delete mode 100644 evals/data/experiments/005-html-form-wizard/outputs/base/turn-1.html
 delete mode 100644 evals/data/experiments/005-html-form-wizard/outputs/base/turn-2.html
 delete mode 100644 evals/data/experiments/005-html-form-wizard/outputs/base/turn-3.html
 delete mode 100644 evals/data/experiments/006-html-portfolio/eval.json
 delete mode 100644 evals/data/experiments/006-html-portfolio/metrics.json
 delete mode 100644 evals/data/experiments/006-html-portfolio/outputs/aap/turn-0.html
 delete mode 100644 evals/data/experiments/006-html-portfolio/outputs/aap/turn-1.html
 delete mode 100644 evals/data/experiments/006-html-portfolio/outputs/aap/turn-1.json
 delete mode 100644 evals/data/experiments/006-html-portfolio/outputs/aap/turn-2.html
 delete mode 100644 evals/data/experiments/006-html-portfolio/outputs/aap/turn-2.json
 delete mode 100644 evals/data/experiments/006-html-portfolio/outputs/aap/turn-3.html
 delete mode 100644 evals/data/experiments/006-html-portfolio/outputs/aap/turn-3.json
 delete mode 100644 evals/data/experiments/006-html-portfolio/outputs/base/turn-0.html
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 delete mode 100644 evals/data/experiments/006-html-portfolio/outputs/base/turn-2.html
 delete mode 100644 evals/data/experiments/006-html-portfolio/outputs/base/turn-3.html
 delete mode 100644 evals/data/experiments/007-html-blog-post/eval.json
 delete mode 100644 evals/data/experiments/007-html-blog-post/metrics.json
 delete mode 100644 evals/data/experiments/007-html-blog-post/outputs/aap/turn-0.html
 delete mode 100644 evals/data/experiments/007-html-blog-post/outputs/aap/turn-1.html
 delete mode 100644 evals/data/experiments/007-html-blog-post/outputs/aap/turn-1.json
 delete mode 100644 evals/data/experiments/007-html-blog-post/outputs/aap/turn-2.html
 delete mode 100644 evals/data/experiments/007-html-blog-post/outputs/aap/turn-2.json
 delete mode 100644 evals/data/experiments/007-html-blog-post/outputs/aap/turn-3.html
 delete mode 100644 evals/data/experiments/007-html-blog-post/outputs/aap/turn-3.json
 delete mode 100644 evals/data/experiments/007-html-blog-post/outputs/base/turn-0.html
 delete mode 100644 evals/data/experiments/007-html-blog-post/outputs/base/turn-1.html
 delete mode 100644 evals/data/experiments/007-html-blog-post/outputs/base/turn-2.html
 delete mode 100644 evals/data/experiments/007-html-blog-post/outputs/base/turn-3.html
 delete mode 100644 evals/data/experiments/008-html-admin-users/eval.json
 delete mode 100644 evals/data/experiments/008-html-admin-users/metrics.json
 delete mode 100644 evals/data/experiments/008-html-admin-users/outputs/aap/turn-0.html
 delete mode 100644 evals/data/experiments/008-html-admin-users/outputs/aap/turn-1.html
 delete mode 100644 evals/data/experiments/008-html-admin-users/outputs/aap/turn-1.json
 delete mode 100644 evals/data/experiments/008-html-admin-users/outputs/aap/turn-2.html
 delete mode 100644 evals/data/experiments/008-html-admin-users/outputs/aap/turn-2.json
 delete mode 100644 evals/data/experiments/008-html-admin-users/outputs/aap/turn-3.html
 delete mode 100644 evals/data/experiments/008-html-admin-users/outputs/aap/turn-3.json
 delete mode 100644 evals/data/experiments/008-html-admin-users/outputs/base/turn-0.html
 delete mode 100644 evals/data/experiments/008-html-admin-users/outputs/base/turn-1.html
 delete mode 100644 evals/data/experiments/008-html-admin-users/outputs/base/turn-2.html
 delete mode 100644 evals/data/experiments/008-html-admin-users/outputs/base/turn-3.html

diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/eval.json b/evals/data/experiments/001-html-dashboard-ecommerce/eval.json
deleted file mode 100644
index 057835f..0000000
--- a/evals/data/experiments/001-html-dashboard-ecommerce/eval.json
+++ /dev/null
@@ -1,71 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.5285,
-      "token_f1": 0.609,
-      "base_char_count": 4451,
-      "aap_char_count": 2905,
-      "char_delta_pct": -34.7,
-      "lines_added": 70,
-      "lines_removed": 72,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.0112,
-      "token_f1": 0.0331,
-      "base_char_count": 4557,
-      "aap_char_count": 284,
-      "char_delta_pct": -93.8,
-      "lines_added": 13,
-      "lines_removed": 81,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.0102,
-      "token_f1": 0.031,
-      "base_char_count": 4994,
-      "aap_char_count": 284,
-      "char_delta_pct": -94.3,
-      "lines_added": 13,
-      "lines_removed": 86,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 3,
-      "sequence_similarity": 0.0104,
-      "token_f1": 0.0319,
-      "base_char_count": 4896,
-      "aap_char_count": 284,
-      "char_delta_pct": -94.2,
-      "lines_added": 13,
-      "lines_removed": 84,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 4,
-      "sequence_similarity": 0.0568,
-      "token_f1": 0.0501,
-      "base_char_count": 5714,
-      "aap_char_count": 730,
-      "char_delta_pct": -87.2,
-      "lines_added": 24,
-      "lines_removed": 96,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.1234,
-  "mean_token_f1": 0.151,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/metrics.json b/evals/data/experiments/001-html-dashboard-ecommerce/metrics.json
deleted file mode 100644
index 98f6e5f..0000000
--- a/evals/data/experiments/001-html-dashboard-ecommerce/metrics.json
+++ /dev/null
@@ -1,274 +0,0 @@
-{
-  "experiment_id": "001-html-dashboard-ecommerce",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:38:23.011980+00:00",
-  "format": "text/html",
-  "base_turn0": {
-    "input_tokens": 163,
-    "output_tokens": 1422,
-    "latency_ms": 6364,
-    "artifact_bytes": 4459
-  },
-  "aap_turn0": {
-    "input_tokens": 502,
-    "output_tokens": 1101,
-    "latency_ms": 5351,
-    "artifact_bytes": 3246
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Update the Total Revenue stat card to show $215,430 with a +12.3% trend indicato",
-        "input_tokens": 1613,
-        "output_tokens": 1446,
-        "latency_ms": 5741,
-        "output_bytes": 4563,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Add 15 new rows to the orders table with recent order data from March 2026",
-        "input_tokens": 3082,
-        "output_tokens": 1573,
-        "latency_ms": 5813,
-        "output_bytes": 5000,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Change the primary accent color from blue to purple (#8b5cf6) across all element",
-        "input_tokens": 4676,
-        "output_tokens": 1546,
-        "latency_ms": 6109,
-        "output_bytes": 4902,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 4,
-        "edit": "Add a new 'Recent Activity' section after the stats cards showing the last 10 us",
-        "input_tokens": 6244,
-        "output_tokens": 1761,
-        "latency_ms": 7385,
-        "output_bytes": 5720,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 15615,
-    "total_output_tokens": 6326,
-    "total_latency_ms": 25048
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Update the Total Revenue stat card to show $215,430 with a +12.3% trend indicato",
-        "input_tokens": 2235,
-        "output_tokens": 166,
-        "latency_ms": 1571,
-        "output_bytes": 284,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Add 15 new rows to the orders table with recent order data from March 2026",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 3169,
-        "output_bytes": 284,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Change the primary accent color from blue to purple (#8b5cf6) across all element",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 1848,
-        "output_bytes": 284,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 4,
-        "edit": "Add a new 'Recent Activity' section after the stats cards showing the last 10 us",
-        "input_tokens": 1249,
-        "output_tokens": 290,
-        "latency_ms": 1992,
-        "output_bytes": 868,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 3484,
-    "total_output_tokens": 456,
-    "total_latency_ms": 8580,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.5
-  },
-  "comparison": {
-    "output_token_savings_pct": 92.8,
-    "input_token_savings_pct": 77.7,
-    "latency_savings_pct": 65.7
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 163,
-        "base_output": 1422,
-        "base_latency_ms": 6364,
-        "aap_input": 502,
-        "aap_output": 1101,
-        "aap_latency_ms": 5351
-      },
-      {
-        "turn": 1,
-        "base_input": 1613,
-        "base_output": 1446,
-        "base_latency_ms": 5741,
-        "aap_input": 2235,
-        "aap_output": 166,
-        "aap_latency_ms": 1571,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 3082,
-        "base_output": 1573,
-        "base_latency_ms": 5813,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 3169,
-        "envelope_name": "edit",
-        "apply_ok": false
-      },
-      {
-        "turn": 3,
-        "base_input": 4676,
-        "base_output": 1546,
-        "base_latency_ms": 6109,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 1848,
-        "envelope_name": "edit",
-        "apply_ok": false
-      },
-      {
-        "turn": 4,
-        "base_input": 6244,
-        "base_output": 1761,
-        "base_latency_ms": 7385,
-        "aap_input": 1249,
-        "aap_output": 290,
-        "aap_latency_ms": 1992,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 15778,
-      "base_output": 7748,
-      "base_combined": 23526,
-      "aap_input": 3986,
-      "aap_output": 1557,
-      "aap_combined": 5543,
-      "base_latency_ms": 31412,
-      "aap_latency_ms": 13931,
-      "output_savings_pct": 79.9,
-      "input_delta_pct": -74.7,
-      "combined_savings_pct": 76.4,
-      "latency_savings_pct": 55.7
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.5285,
-        "token_f1": 0.609,
-        "base_char_count": 4451,
-        "aap_char_count": 2905,
-        "char_delta_pct": -34.7,
-        "lines_added": 70,
-        "lines_removed": 72,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.0112,
-        "token_f1": 0.0331,
-        "base_char_count": 4557,
-        "aap_char_count": 284,
-        "char_delta_pct": -93.8,
-        "lines_added": 13,
-        "lines_removed": 81,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0102,
-        "token_f1": 0.031,
-        "base_char_count": 4994,
-        "aap_char_count": 284,
-        "char_delta_pct": -94.3,
-        "lines_added": 13,
-        "lines_removed": 86,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0104,
-        "token_f1": 0.0319,
-        "base_char_count": 4896,
-        "aap_char_count": 284,
-        "char_delta_pct": -94.2,
-        "lines_added": 13,
-        "lines_removed": 84,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 4,
-        "sequence_similarity": 0.0568,
-        "token_f1": 0.0501,
-        "base_char_count": 5714,
-        "aap_char_count": 730,
-        "char_delta_pct": -87.2,
-        "lines_added": 24,
-        "lines_removed": 96,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.1234,
-    "mean_token_f1": 0.151,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-0.html b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-0.html
index b1e3785..0545766 100644
--- a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-0.html
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-0.html
@@ -1,75 +1,1332 @@
-<style>
-  :root { --primary: #4f46e5; --bg: #f3f4f6; --text: #1f2937; }
-  body { font-family: sans-serif; background: var(--bg); color: var(--text); margin: 0; }
-  .navbar { background: white; padding: 1rem 2rem; display: flex; justify-content: space-between; align-items: center; border-bottom: 1px solid #e5e7eb; }
-  .container { padding: 2rem; max-width: 1200px; margin: auto; }
-  .grid-4 { display: grid; grid-template-columns: repeat(4, 1fr); gap: 1rem; margin-bottom: 2rem; }
-  .card { background: white; padding: 1.5rem; border-radius: 8px; border: 1px solid #e5e7eb; }
-  .table-container { background: white; padding: 1.5rem; border-radius: 8px; border: 1px solid #e5e7eb; margin-bottom: 2rem; overflow-x: auto; }
-  table { width: 100%; border-collapse: collapse; margin-top: 1rem; }
-  th, td { text-align: left; padding: 0.75rem; border-bottom: 1px solid #e5e7eb; }
-  .badge { padding: 0.25rem 0.5rem; border-radius: 9999px; font-size: 0.75rem; font-weight: 600; }
-  .bg-green { background: #dcfce7; color: #166534; }
-  .bg-yellow { background: #fef9c3; color: #854d0e; }
-</style>
-
-<div class="navbar">
-  <div style="font-weight: bold; font-size: 1.5rem;">AdminPanel</div>
-  <div>
-    <span style="margin-right: 1rem;">Admin User</span>
-    <button>Sign Out</button>
-  </div>
-</div>
-
-<div class="container">
-  <aap:target id="stats-dashboard">
-    <div class="grid-4">
-      <div class="card"><h3>Total Revenue</h3><aap:target id="revenue">$54,230</aap:target></div>
-      <div class="card"><h3>Orders</h3><aap:target id="orders">1,240</aap:target></div>
-      <div class="card"><h3>Customers</h3><aap:target id="customers">852</aap:target></div>
-      <div class="card"><h3>Conversion</h3><aap:target id="conversion">3.2%</aap:target></div>
-    </div>
-  </aap:target>
-
-  <aap:target id="products-section">
-    <div class="table-container">
-      <h2>Products</h2>
-      <table>
-        <thead><tr><th>Name</th><th>SKU</th><th>Price</th><th>Stock</th><th>Status</th></tr></thead>
-        <tbody>
-          <script>
-            for(let i=1; i<=60; i++) {
-              document.write(`<tr><td>Product ${i}</td><td>SKU-${1000+i}</td><td>$${(Math.random()*100).toFixed(2)}</td><td>${Math.floor(Math.random()*100)}</td><td><span class="badge bg-green">Active</span></td></tr>`);
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>E-commerce Admin Dashboard</title>
+    <style>
+        @import url('https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&display=swap'); /* Using Inter font for a modern look */
+
+        :root {
+            --primary-color: #4F46E5;
+            --primary-light: #6366F1;
+            --primary-dark: #3730A3;
+            --text-color: #1F2937;
+            --text-secondary: #4B5563;
+            --bg-color: #F9FAFB;
+            --card-bg: #FFFFFF;
+            --border-color: #E5E7EB;
+            --success-color: #10B981;
+            --warning-color: #F59E0B;
+            --danger-color: #EF4444;
+            --info-color: #3B82F6;
+        }
+
+        body {
+            font-family: 'Inter', sans-serif;
+            margin: 0;
+            padding: 0;
+            background-color: var(--bg-color);
+            color: var(--text-color);
+            line-height: 1.5;
+        }
+
+        .container {
+            max-width: 1200px;
+            margin: 0 auto;
+            padding: 20px;
+        }
+
+        /* --- Navigation Bar --- */
+        .navbar {
+            background-color: var(--card-bg);
+            border-bottom: 1px solid var(--border-color);
+            padding: 15px 20px;
+            display: flex;
+            justify-content: space-between;
+            align-items: center;
+            box-shadow: 0 1px 3px rgba(0, 0, 0, 0.05);
+        }
+
+        .navbar-brand {
+            font-size: 1.5rem;
+            font-weight: 700;
+            color: var(--primary-color);
+            text-decoration: none;
+        }
+
+        .nav-links {
+            display: flex;
+            gap: 20px;
+        }
+
+        .nav-link {
+            color: var(--text-secondary);
+            text-decoration: none;
+            font-weight: 500;
+            padding: 5px 0;
+            transition: color 0.2s ease;
+        }
+
+        .nav-link:hover, .nav-link.active {
+            color: var(--primary-color);
+        }
+
+        .nav-actions {
+            display: flex;
+            align-items: center;
+            gap: 15px;
+        }
+
+        .avatar {
+            width: 36px;
+            height: 36px;
+            border-radius: 50%;
+            background-color: var(--primary-light);
+            display: flex;
+            justify-content: center;
+            align-items: center;
+            color: white;
+            font-weight: 600;
+            font-size: 0.9rem;
+            cursor: pointer;
+        }
+
+        .sign-out-btn {
+            background-color: transparent;
+            border: 1px solid var(--border-color);
+            color: var(--text-secondary);
+            padding: 8px 12px;
+            border-radius: 6px;
+            cursor: pointer;
+            font-size: 0.9rem;
+            font-weight: 500;
+            transition: background-color 0.2s ease, border-color 0.2s ease, color 0.2s ease;
+        }
+
+        .sign-out-btn:hover {
+            background-color: var(--bg-color);
+            border-color: var(--primary-color);
+            color: var(--primary-color);
+        }
+
+        /* --- Main Content Layout --- */
+        .dashboard-grid {
+            display: grid;
+            grid-template-columns: 1fr;
+            gap: 20px;
+            margin-top: 20px;
+        }
+
+        @media (min-width: 768px) {
+            .dashboard-grid {
+                grid-template-columns: repeat(2, 1fr);
             }
-          </script>
-        </tbody>
-      </table>
-    </div>
-  </aap:target>
-
-  <aap:target id="orders-section">
-    <div class="table-container">
-      <h2>Recent Orders</h2>
-      <table>
-        <thead><tr><th>ID</th><th>Customer</th><th>Amount</th><th>Status</th></tr></thead>
-        <tbody>
-          <script>
-            for(let i=1; i<=40; i++) {
-              document.write(`<tr><td>ORD-${5000+i}</td><td>User ${i}</td><td>$${(Math.random()*500).toFixed(2)}</td><td><span class="badge bg-yellow">Pending</span></td></tr>`);
+        }
+
+        @media (min-width: 1024px) {
+            .dashboard-grid {
+                grid-template-columns: repeat(4, 1fr);
             }
-          </script>
-        </tbody>
-      </table>
-    </div>
-  </aap:target>
-
-  <aap:target id="account-settings">
-    <div class="card">
-      <h2>Account Settings</h2>
-      <form>
-        <label>Name</label><br><input type="text" value="Admin"><br><br>
-        <label>Email Notifications</label><br><input type="checkbox" checked> Enable Updates
-      </form>
+        }
+
+        /* --- Stat Cards --- */
+        .card {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            padding: 20px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+        }
+
+        .card-title {
+            font-size: 0.9rem;
+            color: var(--text-secondary);
+            margin-bottom: 10px;
+            font-weight: 500;
+        }
+
+        .card-value {
+            font-size: 2rem;
+            font-weight: 700;
+            color: var(--text-color);
+            margin-bottom: 10px;
+        }
+
+        .card-trend {
+            display: flex;
+            align-items: center;
+            font-size: 0.85rem;
+            font-weight: 500;
+            color: var(--text-secondary);
+        }
+
+        .card-trend.positive {
+            color: var(--success-color);
+        }
+
+        .card-trend.negative {
+            color: var(--danger-color);
+        }
+
+        .trend-icon {
+            margin-right: 5px;
+            display: inline-block;
+        }
+
+        /* --- Section Titles --- */
+        .section-title {
+            font-size: 1.5rem;
+            font-weight: 600;
+            color: var(--text-color);
+            margin-top: 30px;
+            margin-bottom: 20px;
+        }
+
+        /* --- Tables --- */
+        .table-wrapper {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+            overflow-x: auto;
+            margin-top: 20px;
+        }
+
+        .data-table {
+            width: 100%;
+            border-collapse: collapse;
+            font-size: 0.9rem;
+        }
+
+        .data-table th, .data-table td {
+            padding: 12px 15px;
+            text-align: left;
+            border-bottom: 1px solid var(--border-color);
+        }
+
+        .data-table th {
+            background-color: var(--bg-color);
+            color: var(--text-secondary);
+            font-weight: 600;
+            text-transform: uppercase;
+            font-size: 0.8rem;
+        }
+
+        .data-table tbody tr:last-child td {
+            border-bottom: none;
+        }
+
+        .data-table tbody tr:hover {
+            background-color: var(--bg-color);
+        }
+
+        /* Status Badges */
+        .badge {
+            display: inline-flex;
+            align-items: center;
+            padding: 5px 10px;
+            border-radius: 9999px; /* Pill shape */
+            font-size: 0.75rem;
+            font-weight: 600;
+            text-transform: capitalize;
+        }
+
+        .badge-success { background-color: #D1FAE5; color: var(--success-color); }
+        .badge-warning { background-color: #FDE68A; color: var(--warning-color); }
+        .badge-danger { background-color: #FEE2E2; color: var(--danger-color); }
+        .badge-info { background-color: #DBEAFE; color: var(--info-color); }
+        .badge-secondary { background-color: #E5E7EB; color: var(--text-secondary); }
+
+        /* --- Settings Form --- */
+        .form-section {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            padding: 30px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+            margin-top: 20px;
+        }
+
+        .form-group {
+            margin-bottom: 20px;
+        }
+
+        .form-group label {
+            display: block;
+            font-weight: 500;
+            margin-bottom: 8px;
+            color: var(--text-color);
+            font-size: 0.9rem;
+        }
+
+        .form-group input[type="text"],
+        .form-group input[type="email"],
+        .form-group input[type="password"] {
+            width: 100%;
+            padding: 10px 12px;
+            border: 1px solid var(--border-color);
+            border-radius: 6px;
+            font-size: 0.9rem;
+            color: var(--text-color);
+            box-sizing: border-box;
+            transition: border-color 0.2s ease, box-shadow 0.2s ease;
+        }
+
+        .form-group input[type="text"]:focus,
+        .form-group input[type="email"]:focus,
+        .form-group input[type="password"]:focus {
+            outline: none;
+            border-color: var(--primary-light);
+            box-shadow: 0 0 0 3px rgba(79, 70, 229, 0.1);
+        }
+
+        .form-actions {
+            margin-top: 30px;
+            text-align: right;
+        }
+
+        .btn-primary {
+            background-color: var(--primary-color);
+            color: white;
+            padding: 10px 20px;
+            border: none;
+            border-radius: 6px;
+            cursor: pointer;
+            font-size: 0.9rem;
+            font-weight: 600;
+            transition: background-color 0.2s ease;
+        }
+
+        .btn-primary:hover {
+            background-color: var(--primary-dark);
+        }
+
+        /* Toggle Switch */
+        .toggle-switch {
+            display: flex;
+            align-items: center;
+            justify-content: space-between;
+            padding: 10px 0;
+            border-bottom: 1px solid var(--border-color);
+        }
+
+        .toggle-switch:last-of-type {
+            border-bottom: none;
+        }
+
+        .toggle-switch-label {
+            font-weight: 500;
+            color: var(--text-color);
+            font-size: 0.9rem;
+        }
+
+        .switch {
+            position: relative;
+            display: inline-block;
+            width: 44px;
+            height: 24px;
+        }
+
+        .switch input {
+            opacity: 0;
+            width: 0;
+            height: 0;
+        }
+
+        .slider {
+            position: absolute;
+            cursor: pointer;
+            top: 0;
+            left: 0;
+            right: 0;
+            bottom: 0;
+            background-color: #ccc;
+            transition: .4s;
+            border-radius: 34px;
+        }
+
+        .slider:before {
+            position: absolute;
+            content: "";
+            height: 18px;
+            width: 18px;
+            left: 3px;
+            bottom: 3px;
+            background-color: white;
+            transition: .4s;
+            border-radius: 50%;
+        }
+
+        input:checked + .slider {
+            background-color: var(--primary-color);
+        }
+
+        input:focus + .slider {
+            box-shadow: 0 0 1px var(--primary-color);
+        }
+
+        input:checked + .slider:before {
+            transform: translateX(20px);
+        }
+
+    </style>
+</head>
+<body>
+    <aap:target id="nav-bar">
+        <nav class="navbar">
+            <aap:target id="logo">
+                <a href="#" class="navbar-brand">AdminDash</a>
+            </aap:target>
+            <aap:target id="nav-links">
+                <div class="nav-links">
+                    <a href="#" class="nav-link active" id="nav-link-dashboard">Dashboard</a>
+                    <a href="#" class="nav-link" id="nav-link-products">Products</a>
+                    <a href="#" class="nav-link" id="nav-link-orders">Orders</a>
+                    <a href="#" class="nav-link" id="nav-link-customers">Customers</a>
+                    <a href="#" class="nav-link" id="nav-link-settings">Settings</a>
+                </div>
+            </aap:target>
+            <div class="nav-actions">
+                <aap:target id="user-profile">
+                    <div class="avatar">
+                        <aap:target id="user-name-initials">JS</aap:target>
+                    </div>
+                </aap:target>
+                <aap:target id="sign-out-btn">
+                    <button class="sign-out-btn">Sign Out</button>
+                </aap:target>
+            </div>
+        </nav>
+    </aap:target>
+
+    <div class="container">
+        <h1 class="section-title">Dashboard Overview</h1>
+
+        <aap:target id="stats-section">
+            <div class="dashboard-grid">
+                <aap:target id="stat-card-revenue">
+                    <div class="card">
+                        <div class="card-title">Total Revenue</div>
+                        <div class="card-value"><aap:target id="stat-value-revenue">$8,450,290</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-revenue">12.5% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-orders">
+                    <div class="card">
+                        <div class="card-title">Total Orders</div>
+                        <div class="card-value"><aap:target id="stat-value-orders">5,231</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-orders">8.1% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-customers">
+                    <div class="card">
+                        <div class="card-title">New Customers</div>
+                        <div class="card-value"><aap:target id="stat-value-customers">890</aap:target></div>
+                        <div class="card-trend negative">
+                            <span class="trend-icon">&#x25BC;</span> <aap:target id="stat-trend-customers">-3.2% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-conversion">
+                    <div class="card">
+                        <div class="card-title">Conversion Rate</div>
+                        <div class="card-value"><aap:target id="stat-value-conversion">3.8%</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-conversion">0.5% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+            </div>
+        </aap:target>
+
+        <h2 class="section-title">Product List</h2>
+        <aap:target id="products-section">
+            <div class="table-wrapper">
+                <aap:target id="products-table">
+                    <table class="data-table">
+                        <thead>
+                            <tr>
+                                <th>Name</th>
+                                <th>SKU</th>
+                                <th>Price</th>
+                                <th>Stock</th>
+                                <th>Category</th>
+                                <th>Status</th>
+                            </tr>
+                        </thead>
+                        <aap:target id="products-table-body">
+                            <tbody>
+                                <!-- Product Rows (60+ rows) -->
+                                <!-- Data generated for example -->
+                                <tr>
+                                    <td>Wireless Bluetooth Headphones</td>
+                                    <td>ELC-HP-001</td>
+                                    <td><aap:target id="product-price-001">$79.99</aap:target></td>
+                                    <td><aap:target id="product-stock-001">150</aap:target></td>
+                                    <td>Electronics</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smartwatch Series 7</td>
+                                    <td>ELC-SW-007</td>
+                                    <td><aap:target id="product-price-002">$249.00</aap:target></td>
+                                    <td><aap:target id="product-stock-002">80</aap:target></td>
+                                    <td>Wearables</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>USB-C Fast Charger (65W)</td>
+                                    <td>ELC-CH-065</td>
+                                    <td><aap:target id="product-price-003">$29.99</aap:target></td>
+                                    <td><aap:target id="product-stock-003">30</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mechanical Gaming Keyboard RGB</td>
+                                    <td>PCG-KB-RGB</td>
+                                    <td><aap:target id="product-price-004">$119.99</aap:target></td>
+                                    <td><aap:target id="product-stock-004">25</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable SSD 1TB USB 3.2</td>
+                                    <td>STO-SSD-1TB</td>
+                                    <td><aap:target id="product-price-005">$129.99</aap:target></td>
+                                    <td><aap:target id="product-stock-005">95</aap:target></td>
+                                    <td>Storage</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>4K UHD Smart TV 55-inch</td>
+                                    <td>ELC-TV-55</td>
+                                    <td><aap:target id="product-price-006">$699.00</aap:target></td>
+                                    <td><aap:target id="product-stock-006">5</aap:target></td>
+                                    <td>Televisions</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Ergonomic Office Chair</td>
+                                    <td>FURN-OC-ERG</td>
+                                    <td><aap:target id="product-price-007">$299.00</aap:target></td>
+                                    <td><aap:target id="product-stock-007">12</aap:target></td>
+                                    <td>Office Furniture</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Noise Cancelling Earbuds Pro</td>
+                                    <td>ELC-EB-PRO</td>
+                                    <td><aap:target id="product-price-008">$179.00</aap:target></td>
+                                    <td><aap:target id="product-stock-008">70</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Compact Espresso Machine</td>
+                                    <td>HOME-CM-ESP</td>
+                                    <td><aap:target id="product-price-009">$149.99</aap:target></td>
+                                    <td><aap:target id="product-stock-009">0</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Robot Vacuum Cleaner with Mop</td>
+                                    <td>HOME-VC-ROB</td>
+                                    <td><aap:target id="product-price-010">$349.99</aap:target></td>
+                                    <td><aap:target id="product-stock-010">18</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>High-Performance Blender</td>
+                                    <td>HOME-BL-HP</td>
+                                    <td><aap:target id="product-price-011">$89.99</aap:target></td>
+                                    <td><aap:target id="product-stock-011">40</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Air Fryer 5.8QT</td>
+                                    <td>HOME-AF-5QT</td>
+                                    <td><aap:target id="product-price-012">$110.00</aap:target></td>
+                                    <td><aap:target id="product-stock-012">20</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Bluetooth Speaker X2</td>
+                                    <td>ELC-SP-X2</td>
+                                    <td><aap:target id="product-price-013">$59.99</aap:target></td>
+                                    <td><aap:target id="product-stock-013">60</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Gaming Mouse RGB Pro</td>
+                                    <td>PCG-MS-RGB</td>
+                                    <td><aap:target id="product-price-014">$49.99</aap:target></td>
+                                    <td><aap:target id="product-stock-014">75</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>External Hard Drive 2TB</td>
+                                    <td>STO-HDD-2TB</td>
+                                    <td><aap:target id="product-price-015">$79.00</aap:target></td>
+                                    <td><aap:target id="product-stock-015">0</aap:target></td>
+                                    <td>Storage</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mesh Wi-Fi System (3-pack)</td>
+                                    <td>NET-WF-MESH</td>
+                                    <td><aap:target id="product-price-016">$199.99</aap:target></td>
+                                    <td><aap:target id="product-stock-016">10</aap:target></td>
+                                    <td>Networking</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Kettle Stainless Steel</td>
+                                    <td>HOME-KT-SS</td>
+                                    <td><aap:target id="product-price-017">$39.99</aap:target></td>
+                                    <td><aap:target id="product-stock-017">55</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Doorbell Camera</td>
+                                    <td>SMART-DB-CAM</td>
+                                    <td><aap:target id="product-price-018">$150.00</aap:target></td>
+                                    <td><aap:target id="product-stock-018">22</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Fitness Tracker with HR</td>
+                                    <td>ELC-FT-HR</td>
+                                    <td><aap:target id="product-price-019">$65.00</aap:target></td>
+                                    <td><aap:target id="product-stock-019">90</aap:target></td>
+                                    <td>Wearables</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Drawing Tablet 10-inch</td>
+                                    <td>ART-DT-10</td>
+                                    <td><aap:target id="product-price-020">$99.00</aap:target></td>
+                                    <td><aap:target id="product-stock-020">15</aap:target></td>
+                                    <td>Creative Tools</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Charging Pad</td>
+                                    <td>ELC-WP-001</td>
+                                    <td><aap:target id="product-price-021">$25.00</aap:target></td>
+                                    <td><aap:target id="product-stock-021">120</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Curved Gaming Monitor 27-inch</td>
+                                    <td>PCG-MN-27C</td>
+                                    <td><aap:target id="product-price-022">$349.00</aap:target></td>
+                                    <td><aap:target id="product-stock-022">8</aap:target></td>
+                                    <td>Monitors</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Projector Mini</td>
+                                    <td>ELC-PJ-MINI</td>
+                                    <td><aap:target id="product-price-023">$199.00</aap:target></td>
+                                    <td><aap:target id="product-stock-023">0</aap:target></td>
+                                    <td>Projectors</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Action Camera 4K Pro</td>
+                                    <td>CAM-AC-4K</td>
+                                    <td><aap:target id="product-price-024">$299.00</aap:target></td>
+                                    <td><aap:target id="product-stock-024">10</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Plug Wi-Fi (4-pack)</td>
+                                    <td>SMART-PL-4PK</td>
+                                    <td><aap:target id="product-price-025">$39.99</aap:target></td>
+                                    <td><aap:target id="product-stock-025">70</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Premium Noise-Cancelling Over-Ear Headphones</td>
+                                    <td>ELC-HP-NC-PRE</td>
+                                    <td><aap:target id="product-price-026">$349.99</aap:target></td>
+                                    <td><aap:target id="product-stock-026">45</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Gaming Headset</td>
+                                    <td>PCG-HS-WL</td>
+                                    <td><aap:target id="product-price-027">$99.99</aap:target></td>
+                                    <td><aap:target id="product-stock-027">20</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Power Bank 20000mAh</td>
+                                    <td>ELC-PB-20K</td>
+                                    <td><aap:target id="product-price-028">$45.00</aap:target></td>
+                                    <td><aap:target id="product-stock-028">180</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Light Bulb E27 (Color)</td>
+                                    <td>SMART-LB-C</td>
+                                    <td><aap:target id="product-price-029">$15.99</aap:target></td>
+                                    <td><aap:target id="product-stock-029">200</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Photo Frame 8-inch</td>
+                                    <td>ELC-PF-8IN</td>
+                                    <td><aap:target id="product-price-030">$75.00</aap:target></td>
+                                    <td><aap:target id="product-stock-030">12</aap:target></td>
+                                    <td>Home Decor</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Entry-Level DSLR Camera Kit</td>
+                                    <td>CAM-DSLR-KIT</td>
+                                    <td><aap:target id="product-price-031">$599.00</aap:target></td>
+                                    <td><aap:target id="product-stock-031">7</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Router Wi-Fi 6</td>
+                                    <td>NET-RT-W6</td>
+                                    <td><aap:target id="product-price-032">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-032">25</aap:target></td>
+                                    <td>Networking</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Scale with Body Composition</td>
+                                    <td>HEALTH-SC-BC</td>
+                                    <td><aap:target id="product-price-033">$49.99</aap:target></td>
+                                    <td><aap:target id="product-stock-033">35</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Toothbrush with App</td>
+                                    <td>HEALTH-TB-APP</td>
+                                    <td><aap:target id="product-price-034">$89.00</aap:target></td>
+                                    <td><aap:target id="product-stock-034">0</aap:target></td>
+                                    <td>Personal Care</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Home Security Camera Indoor</td>
+                                    <td>SMART-SC-IN</td>
+                                    <td><aap:target id="product-price-035">$69.99</aap:target></td>
+                                    <td><aap:target id="product-stock-035">40</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Mini Fan USB</td>
+                                    <td>HOME-FN-USB</td>
+                                    <td><aap:target id="product-price-036">$19.99</aap:target></td>
+                                    <td><aap:target id="product-stock-036">100</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>USB Microphone for Streaming</td>
+                                    <td>AUDIO-MIC-USB</td>
+                                    <td><aap:target id="product-price-037">$60.00</aap:target></td>
+                                    <td><aap:target id="product-stock-037">15</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Universal Travel Adapter</td>
+                                    <td>ELC-TA-UNI</td>
+                                    <td><aap:target id="product-price-038">$22.00</aap:target></td>
+                                    <td><aap:target id="product-stock-038">110</aap:target></td>
+                                    <td>Travel Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Kitchen Food Scale</td>
+                                    <td>HOME-FS-DIG</td>
+                                    <td><aap:target id="product-price-039">$29.99</aap:target></td>
+                                    <td><aap:target id="product-stock-039">60</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Thermostat Learning</td>
+                                    <td>SMART-TH-LRN</td>
+                                    <td><aap:target id="product-price-040">$180.00</aap:target></td>
+                                    <td><aap:target id="product-stock-040">9</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mini Projector Portable HD</td>
+                                    <td>ELC-MP-HD</td>
+                                    <td><aap:target id="product-price-041">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-041">0</aap:target></td>
+                                    <td>Projectors</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Gaming Chair with Lumbar Support</td>
+                                    <td>FURN-GC-LUM</td>
+                                    <td><aap:target id="product-price-042">$250.00</aap:target></td>
+                                    <td><aap:target id="product-stock-042">10</aap:target></td>
+                                    <td>Office Furniture</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Hand Mixer</td>
+                                    <td>HOME-MX-ELEC</td>
+                                    <td><aap:target id="product-price-043">$35.00</aap:target></td>
+                                    <td><aap:target id="product-stock-043">45</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Photo Printer</td>
+                                    <td>CAM-PR-PORT</td>
+                                    <td><aap:target id="product-price-044">$99.00</aap:target></td>
+                                    <td><aap:target id="product-stock-044">18</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Water Bottle</td>
+                                    <td>HEALTH-WB-SMART</td>
+                                    <td><aap:target id="product-price-045">$30.00</aap:target></td>
+                                    <td><aap:target id="product-stock-045">70</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Bluetooth Car Adapter</td>
+                                    <td>AUTO-BT-ADP</td>
+                                    <td><aap:target id="product-price-046">$20.00</aap:target></td>
+                                    <td><aap:target id="product-stock-046">90</aap:target></td>
+                                    <td>Car Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Air Purifier for Home</td>
+                                    <td>HOME-AP-01</td>
+                                    <td><aap:target id="product-price-047">$149.00</aap:target></td>
+                                    <td><aap:target id="product-stock-047">10</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Robot Toy Programmable</td>
+                                    <td>TOY-RB-PROG</td>
+                                    <td><aap:target id="product-price-048">$85.00</aap:target></td>
+                                    <td><aap:target id="product-stock-048">25</aap:target></td>
+                                    <td>Toys & Games</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>External Webcam Full HD</td>
+                                    <td>ELC-WC-FHD</td>
+                                    <td><aap:target id="product-price-049">$49.00</aap:target></td>
+                                    <td><aap:target id="product-stock-049">30</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Garden Indoor Kit</td>
+                                    <td>HOME-SG-IN</td>
+                                    <td><aap:target id="product-price-050">$79.00</aap:target></td>
+                                    <td><aap:target id="product-stock-050">15</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Magnetic Phone Car Mount</td>
+                                    <td>AUTO-PM-MAG</td>
+                                    <td><aap:target id="product-price-051">$15.00</aap:target></td>
+                                    <td><aap:target id="product-stock-051">150</aap:target></td>
+                                    <td>Car Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Espresso Maker</td>
+                                    <td>HOME-PM-ESP</td>
+                                    <td><aap:target id="product-price-052">$60.00</aap:target></td>
+                                    <td><aap:target id="product-stock-052">0</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>UV Light Sanitizer Box</td>
+                                    <td>HEALTH-UV-BOX</td>
+                                    <td><aap:target id="product-price-053">$40.00</aap:target></td>
+                                    <td><aap:target id="product-stock-053">50</aap:target></td>
+                                    <td>Personal Care</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Charger Stand</td>
+                                    <td>ELC-CS-WL</td>
+                                    <td><aap:target id="product-price-054">$30.00</aap:target></td>
+                                    <td><aap:target id="product-stock-054">80</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Dimmable LED Desk Lamp</td>
+                                    <td>HOME-DL-LED</td>
+                                    <td><aap:target id="product-price-055">$45.00</aap:target></td>
+                                    <td><aap:target id="product-stock-055">25</aap:target></td>
+                                    <td>Home Decor</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>VR Headset Basic</td>
+                                    <td>GAMING-VR-BASIC</td>
+                                    <td><aap:target id="product-price-056">$199.00</aap:target></td>
+                                    <td><aap:target id="product-stock-056">5</aap:target></td>
+                                    <td>Gaming</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Streaming Webcam 1080p</td>
+                                    <td>ELC-WC-1080</td>
+                                    <td><aap:target id="product-price-057">$55.00</aap:target></td>
+                                    <td><aap:target id="product-stock-057">30</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Foldable Drone with Camera</td>
+                                    <td>DRN-FL-CAM</td>
+                                    <td><aap:target id="product-price-058">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-058">10</aap:target></td>
+                                    <td>Drones</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Wi-Fi Coffee Maker</td>
+                                    <td>HOME-CM-WIFI</td>
+                                    <td><aap:target id="product-price-059">$95.00</aap:target></td>
+                                    <td><aap:target id="product-stock-059">12</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Body Fat Scale</td>
+                                    <td>HEALTH-BFS-DIG</td>
+                                    <td><aap:target id="product-price-060">$35.00</aap:target></td>
+                                    <td><aap:target id="product-stock-060">40</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                            </tbody>
+                        </aap:target>
+                    </table>
+                </aap:target>
+            </div>
+        </aap:target>
+
+        <h2 class="section-title">Recent Orders</h2>
+        <aap:target id="orders-section">
+            <div class="table-wrapper">
+                <aap:target id="orders-table">
+                    <table class="data-table">
+                        <thead>
+                            <tr>
+                                <th>Order ID</th>
+                                <th>Customer</th>
+                                <th>Amount</th>
+                                <th>Date</th>
+                                <th>Status</th>
+                            </tr>
+                        </thead>
+                        <aap:target id="orders-table-body">
+                            <tbody>
+                                <!-- Order Rows (40+ rows) -->
+                                <!-- Data generated for example -->
+                                <tr>
+                                    <td>#ORD00101</td>
+                                    <td>Alice Johnson</td>
+                                    <td><aap:target id="order-amount-001">$249.00</aap:target></td>
+                                    <td>2023-10-26</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00102</td>
+                                    <td>Bob Smith</td>
+                                    <td><aap:target id="order-amount-002">$79.99</aap:target></td>
+                                    <td>2023-10-25</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00103</td>
+                                    <td>Charlie Brown</td>
+                                    <td><aap:target id="order-amount-003">$119.99</aap:target></td>
+                                    <td>2023-10-25</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00104</td>
+                                    <td>Diana Prince</td>
+                                    <td><aap:target id="order-amount-004">$29.99</aap:target></td>
+                                    <td>2023-10-24</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00105</td>
+                                    <td>Eve Adams</td>
+                                    <td><aap:target id="order-amount-005">$699.00</aap:target></td>
+                                    <td>2023-10-24</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00106</td>
+                                    <td>Frank White</td>
+                                    <td><aap:target id="order-amount-006">$129.99</aap:target></td>
+                                    <td>2023-10-23</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00107</td>
+                                    <td>Grace Lee</td>
+                                    <td><aap:target id="order-amount-007">$299.00</aap:target></td>
+                                    <td>2023-10-23</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00108</td>
+                                    <td>Henry Clark</td>
+                                    <td><aap:target id="order-amount-008">$179.00</aap:target></td>
+                                    <td>2023-10-22</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00109</td>
+                                    <td>Ivy Green</td>
+                                    <td><aap:target id="order-amount-009">$149.99</aap:target></td>
+                                    <td>2023-10-22</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00110</td>
+                                    <td>Jack King</td>
+                                    <td><aap:target id="order-amount-010">$349.99</aap:target></td>
+                                    <td>2023-10-21</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00111</td>
+                                    <td>Karen Hall</td>
+                                    <td><aap:target id="order-amount-011">$89.99</aap:target></td>
+                                    <td>2023-10-21</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00112</td>
+                                    <td>Liam Scott</td>
+                                    <td><aap:target id="order-amount-012">$110.00</aap:target></td>
+                                    <td>2023-10-20</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00113</td>
+                                    <td>Mia Baker</td>
+                                    <td><aap:target id="order-amount-013">$59.99</aap:target></td>
+                                    <td>2023-10-20</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00114</td>
+                                    <td>Noah Taylor</td>
+                                    <td><aap:target id="order-amount-014">$49.99</aap:target></td>
+                                    <td>2023-10-19</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00115</td>
+                                    <td>Olivia Miller</td>
+                                    <td><aap:target id="order-amount-015">$79.00</aap:target></td>
+                                    <td>2023-10-19</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00116</td>
+                                    <td>Peter Davis</td>
+                                    <td><aap:target id="order-amount-016">$199.99</aap:target></td>
+                                    <td>2023-10-18</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00117</td>
+                                    <td>Quinn Wilson</td>
+                                    <td><aap:target id="order-amount-017">$39.99</aap:target></td>
+                                    <td>2023-10-18</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00118</td>
+                                    <td>Rachel Moore</td>
+                                    <td><aap:target id="order-amount-018">$150.00</aap:target></td>
+                                    <td>2023-10-17</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00119</td>
+                                    <td>Sam Harris</td>
+                                    <td><aap:target id="order-amount-019">$65.00</aap:target></td>
+                                    <td>2023-10-17</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00120</td>
+                                    <td>Tina Young</td>
+                                    <td><aap:target id="order-amount-020">$99.00</aap:target></td>
+                                    <td>2023-10-16</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00121</td>
+                                    <td>Uma Jackson</td>
+                                    <td><aap:target id="order-amount-021">$25.00</aap:target></td>
+                                    <td>2023-10-16</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00122</td>
+                                    <td>Victor Green</td>
+                                    <td><aap:target id="order-amount-022">$349.00</aap:target></td>
+                                    <td>2023-10-15</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00123</td>
+                                    <td>Wendy White</td>
+                                    <td><aap:target id="order-amount-023">$199.00</aap:target></td>
+                                    <td>2023-10-15</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00124</td>
+                                    <td>Xavier Bell</td>
+                                    <td><aap:target id="order-amount-024">$299.00</aap:target></td>
+                                    <td>2023-10-14</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00125</td>
+                                    <td>Yara Hall</td>
+                                    <td><aap:target id="order-amount-025">$39.99</aap:target></td>
+                                    <td>2023-10-14</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00126</td>
+                                    <td>Zack Adams</td>
+                                    <td><aap:target id="order-amount-026">$349.99</aap:target></td>
+                                    <td>2023-10-13</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00127</td>
+                                    <td>Amy Brown</td>
+                                    <td><aap:target id="order-amount-027">$99.99</aap:target></td>
+                                    <td>2023-10-13</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00128</td>
+                                    <td>Brian Davis</td>
+                                    <td><aap:target id="order-amount-028">$45.00</aap:target></td>
+                                    <td>2023-10-12</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00129</td>
+                                    <td>Chloe Evans</td>
+                                    <td><aap:target id="order-amount-029">$15.99</aap:target></td>
+                                    <td>2023-10-12</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00130</td>
+                                    <td>Daniel Garcia</td>
+                                    <td><aap:target id="order-amount-030">$75.00</aap:target></td>
+                                    <td>2023-10-11</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00131</td>
+                                    <td>Emily Rodriguez</td>
+                                    <td><aap:target id="order-amount-031">$599.00</aap:target></td>
+                                    <td>2023-10-11</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00132</td>
+                                    <td>Fiona Martinez</td>
+                                    <td><aap:target id="order-amount-032">$120.00</aap:target></td>
+                                    <td>2023-10-10</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00133</td>
+                                    <td>George Hernandez</td>
+                                    <td><aap:target id="order-amount-033">$49.99</aap:target></td>
+                                    <td>2023-10-10</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00134</td>
+                                    <td>Hannah Lopez</td>
+                                    <td><aap:target id="order-amount-034">$89.00</aap:target></td>
+                                    <td>2023-10-09</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00135</td>
+                                    <td>Isaac Perez</td>
+                                    <td><aap:target id="order-amount-035">$69.99</aap:target></td>
+                                    <td>2023-10-09</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00136</td>
+                                    <td>Julia Garcia</td>
+                                    <td><aap:target id="order-amount-036">$19.99</aap:target></td>
+                                    <td>2023-10-08</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00137</td>
+                                    <td>Kevin Scott</td>
+                                    <td><aap:target id="order-amount-037">$60.00</aap:target></td>
+                                    <td>2023-10-08</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00138</td>
+                                    <td>Laura Kim</td>
+                                    <td><aap:target id="order-amount-038">$22.00</aap:target></td>
+                                    <td>2023-10-07</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00139</td>
+                                    <td>Michael Chen</td>
+                                    <td><aap:target id="order-amount-039">$29.99</aap:target></td>
+                                    <td>2023-10-07</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00140</td>
+                                    <td>Nancy Patel</td>
+                                    <td><aap:target id="order-amount-040">$180.00</aap:target></td>
+                                    <td>2023-10-06</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                            </tbody>
+                        </aap:target>
+                    </table>
+                </aap:target>
+            </div>
+        </aap:target>
+
+        <h2 class="section-title">Account Settings</h2>
+        <aap:target id="settings-section">
+            <div class="form-section">
+                <h3>Profile Information</h3>
+                <aap:target id="profile-form">
+                    <div class="form-group">
+                        <label for="profile-name">Full Name</label>
+                        <aap:target id="profile-name-input">
+                            <input type="text" id="profile-name" value="Jane Smith">
+                        </aap:target>
+                    </div>
+                    <div class="form-group">
+                        <label for="profile-email">Email Address</label>
+                        <aap:target id="profile-email-input">
+                            <input type="email" id="profile-email" value="jane.smith@example.com">
+                        </aap:target>
+                    </div>
+                    <div class="form-group">
+                        <label for="profile-password">Password</label>
+                        <aap:target id="profile-password-input">
+                            <input type="password" id="profile-password" value="********">
+                        </aap:target>
+                    </div>
+                    <div class="form-actions">
+                        <aap:target id="profile-save-btn">
+                            <button type="submit" class="btn-primary">Save Profile</button>
+                        </aap:target>
+                    </div>
+                </aap:target>
+            </div>
+
+            <div class="form-section">
+                <h3>Notification Settings</h3>
+                <aap:target id="notification-settings">
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">Email Notifications</span>
+                        <label class="switch">
+                            <aap:target id="email-toggle">
+                                <input type="checkbox" checked>
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">SMS Notifications</span>
+                        <label class="switch">
+                            <aap:target id="sms-toggle">
+                                <input type="checkbox">
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">Push Notifications</span>
+                        <label class="switch">
+                            <aap:target id="push-toggle">
+                                <input type="checkbox" checked>
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="form-actions">
+                        <aap:target id="notification-save-btn">
+                            <button type="submit" class="btn-primary">Save Settings</button>
+                        </aap:target>
+                    </div>
+                </aap:target>
+            </div>
+        </aap:target>
     </div>
-  </aap:target>
-</div>
\ No newline at end of file
+</body>
+</html>
\ No newline at end of file
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-1.html b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-1.html
index ab5031f..9f1b92f 100644
--- a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-1.html
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-1.html
@@ -1,13 +1,1332 @@
-{
-  "protocol": "aap/0.1",
-  "id": "artifact-id",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "revenue"},
-      "content": "$215,430 <span style=\"color: green; font-size: 0.8rem;\">(+12.3%)</span>"
-    }
-  ]
-}
\ No newline at end of file
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>E-commerce Admin Dashboard</title>
+    <style>
+        @import url('https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&display=swap'); /* Using Inter font for a modern look */
+
+        :root {
+            --primary-color: #4F46E5;
+            --primary-light: #6366F1;
+            --primary-dark: #3730A3;
+            --text-color: #1F2937;
+            --text-secondary: #4B5563;
+            --bg-color: #F9FAFB;
+            --card-bg: #FFFFFF;
+            --border-color: #E5E7EB;
+            --success-color: #10B981;
+            --warning-color: #F59E0B;
+            --danger-color: #EF4444;
+            --info-color: #3B82F6;
+        }
+
+        body {
+            font-family: 'Inter', sans-serif;
+            margin: 0;
+            padding: 0;
+            background-color: var(--bg-color);
+            color: var(--text-color);
+            line-height: 1.5;
+        }
+
+        .container {
+            max-width: 1200px;
+            margin: 0 auto;
+            padding: 20px;
+        }
+
+        /* --- Navigation Bar --- */
+        .navbar {
+            background-color: var(--card-bg);
+            border-bottom: 1px solid var(--border-color);
+            padding: 15px 20px;
+            display: flex;
+            justify-content: space-between;
+            align-items: center;
+            box-shadow: 0 1px 3px rgba(0, 0, 0, 0.05);
+        }
+
+        .navbar-brand {
+            font-size: 1.5rem;
+            font-weight: 700;
+            color: var(--primary-color);
+            text-decoration: none;
+        }
+
+        .nav-links {
+            display: flex;
+            gap: 20px;
+        }
+
+        .nav-link {
+            color: var(--text-secondary);
+            text-decoration: none;
+            font-weight: 500;
+            padding: 5px 0;
+            transition: color 0.2s ease;
+        }
+
+        .nav-link:hover, .nav-link.active {
+            color: var(--primary-color);
+        }
+
+        .nav-actions {
+            display: flex;
+            align-items: center;
+            gap: 15px;
+        }
+
+        .avatar {
+            width: 36px;
+            height: 36px;
+            border-radius: 50%;
+            background-color: var(--primary-light);
+            display: flex;
+            justify-content: center;
+            align-items: center;
+            color: white;
+            font-weight: 600;
+            font-size: 0.9rem;
+            cursor: pointer;
+        }
+
+        .sign-out-btn {
+            background-color: transparent;
+            border: 1px solid var(--border-color);
+            color: var(--text-secondary);
+            padding: 8px 12px;
+            border-radius: 6px;
+            cursor: pointer;
+            font-size: 0.9rem;
+            font-weight: 500;
+            transition: background-color 0.2s ease, border-color 0.2s ease, color 0.2s ease;
+        }
+
+        .sign-out-btn:hover {
+            background-color: var(--bg-color);
+            border-color: var(--primary-color);
+            color: var(--primary-color);
+        }
+
+        /* --- Main Content Layout --- */
+        .dashboard-grid {
+            display: grid;
+            grid-template-columns: 1fr;
+            gap: 20px;
+            margin-top: 20px;
+        }
+
+        @media (min-width: 768px) {
+            .dashboard-grid {
+                grid-template-columns: repeat(2, 1fr);
+            }
+        }
+
+        @media (min-width: 1024px) {
+            .dashboard-grid {
+                grid-template-columns: repeat(4, 1fr);
+            }
+        }
+
+        /* --- Stat Cards --- */
+        .card {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            padding: 20px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+        }
+
+        .card-title {
+            font-size: 0.9rem;
+            color: var(--text-secondary);
+            margin-bottom: 10px;
+            font-weight: 500;
+        }
+
+        .card-value {
+            font-size: 2rem;
+            font-weight: 700;
+            color: var(--text-color);
+            margin-bottom: 10px;
+        }
+
+        .card-trend {
+            display: flex;
+            align-items: center;
+            font-size: 0.85rem;
+            font-weight: 500;
+            color: var(--text-secondary);
+        }
+
+        .card-trend.positive {
+            color: var(--success-color);
+        }
+
+        .card-trend.negative {
+            color: var(--danger-color);
+        }
+
+        .trend-icon {
+            margin-right: 5px;
+            display: inline-block;
+        }
+
+        /* --- Section Titles --- */
+        .section-title {
+            font-size: 1.5rem;
+            font-weight: 600;
+            color: var(--text-color);
+            margin-top: 30px;
+            margin-bottom: 20px;
+        }
+
+        /* --- Tables --- */
+        .table-wrapper {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+            overflow-x: auto;
+            margin-top: 20px;
+        }
+
+        .data-table {
+            width: 100%;
+            border-collapse: collapse;
+            font-size: 0.9rem;
+        }
+
+        .data-table th, .data-table td {
+            padding: 12px 15px;
+            text-align: left;
+            border-bottom: 1px solid var(--border-color);
+        }
+
+        .data-table th {
+            background-color: var(--bg-color);
+            color: var(--text-secondary);
+            font-weight: 600;
+            text-transform: uppercase;
+            font-size: 0.8rem;
+        }
+
+        .data-table tbody tr:last-child td {
+            border-bottom: none;
+        }
+
+        .data-table tbody tr:hover {
+            background-color: var(--bg-color);
+        }
+
+        /* Status Badges */
+        .badge {
+            display: inline-flex;
+            align-items: center;
+            padding: 5px 10px;
+            border-radius: 9999px; /* Pill shape */
+            font-size: 0.75rem;
+            font-weight: 600;
+            text-transform: capitalize;
+        }
+
+        .badge-success { background-color: #D1FAE5; color: var(--success-color); }
+        .badge-warning { background-color: #FDE68A; color: var(--warning-color); }
+        .badge-danger { background-color: #FEE2E2; color: var(--danger-color); }
+        .badge-info { background-color: #DBEAFE; color: var(--info-color); }
+        .badge-secondary { background-color: #E5E7EB; color: var(--text-secondary); }
+
+        /* --- Settings Form --- */
+        .form-section {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            padding: 30px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+            margin-top: 20px;
+        }
+
+        .form-group {
+            margin-bottom: 20px;
+        }
+
+        .form-group label {
+            display: block;
+            font-weight: 500;
+            margin-bottom: 8px;
+            color: var(--text-color);
+            font-size: 0.9rem;
+        }
+
+        .form-group input[type="text"],
+        .form-group input[type="email"],
+        .form-group input[type="password"] {
+            width: 100%;
+            padding: 10px 12px;
+            border: 1px solid var(--border-color);
+            border-radius: 6px;
+            font-size: 0.9rem;
+            color: var(--text-color);
+            box-sizing: border-box;
+            transition: border-color 0.2s ease, box-shadow 0.2s ease;
+        }
+
+        .form-group input[type="text"]:focus,
+        .form-group input[type="email"]:focus,
+        .form-group input[type="password"]:focus {
+            outline: none;
+            border-color: var(--primary-light);
+            box-shadow: 0 0 0 3px rgba(79, 70, 229, 0.1);
+        }
+
+        .form-actions {
+            margin-top: 30px;
+            text-align: right;
+        }
+
+        .btn-primary {
+            background-color: var(--primary-color);
+            color: white;
+            padding: 10px 20px;
+            border: none;
+            border-radius: 6px;
+            cursor: pointer;
+            font-size: 0.9rem;
+            font-weight: 600;
+            transition: background-color 0.2s ease;
+        }
+
+        .btn-primary:hover {
+            background-color: var(--primary-dark);
+        }
+
+        /* Toggle Switch */
+        .toggle-switch {
+            display: flex;
+            align-items: center;
+            justify-content: space-between;
+            padding: 10px 0;
+            border-bottom: 1px solid var(--border-color);
+        }
+
+        .toggle-switch:last-of-type {
+            border-bottom: none;
+        }
+
+        .toggle-switch-label {
+            font-weight: 500;
+            color: var(--text-color);
+            font-size: 0.9rem;
+        }
+
+        .switch {
+            position: relative;
+            display: inline-block;
+            width: 44px;
+            height: 24px;
+        }
+
+        .switch input {
+            opacity: 0;
+            width: 0;
+            height: 0;
+        }
+
+        .slider {
+            position: absolute;
+            cursor: pointer;
+            top: 0;
+            left: 0;
+            right: 0;
+            bottom: 0;
+            background-color: #ccc;
+            transition: .4s;
+            border-radius: 34px;
+        }
+
+        .slider:before {
+            position: absolute;
+            content: "";
+            height: 18px;
+            width: 18px;
+            left: 3px;
+            bottom: 3px;
+            background-color: white;
+            transition: .4s;
+            border-radius: 50%;
+        }
+
+        input:checked + .slider {
+            background-color: var(--primary-color);
+        }
+
+        input:focus + .slider {
+            box-shadow: 0 0 1px var(--primary-color);
+        }
+
+        input:checked + .slider:before {
+            transform: translateX(20px);
+        }
+
+    </style>
+</head>
+<body>
+    <aap:target id="nav-bar">
+        <nav class="navbar">
+            <aap:target id="logo">
+                <a href="#" class="navbar-brand">AdminDash</a>
+            </aap:target>
+            <aap:target id="nav-links">
+                <div class="nav-links">
+                    <a href="#" class="nav-link active" id="nav-link-dashboard">Dashboard</a>
+                    <a href="#" class="nav-link" id="nav-link-products">Products</a>
+                    <a href="#" class="nav-link" id="nav-link-orders">Orders</a>
+                    <a href="#" class="nav-link" id="nav-link-customers">Customers</a>
+                    <a href="#" class="nav-link" id="nav-link-settings">Settings</a>
+                </div>
+            </aap:target>
+            <div class="nav-actions">
+                <aap:target id="user-profile">
+                    <div class="avatar">
+                        <aap:target id="user-name-initials">JS</aap:target>
+                    </div>
+                </aap:target>
+                <aap:target id="sign-out-btn">
+                    <button class="sign-out-btn">Sign Out</button>
+                </aap:target>
+            </div>
+        </nav>
+    </aap:target>
+
+    <div class="container">
+        <h1 class="section-title">Dashboard Overview</h1>
+
+        <aap:target id="stats-section">
+            <div class="dashboard-grid">
+                <aap:target id="stat-card-revenue">
+                    <div class="card">
+                        <div class="card-title">Total Revenue</div>
+                        <div class="card-value"><aap:target id="stat-value-revenue">$215,430</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-revenue">12.3% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-orders">
+                    <div class="card">
+                        <div class="card-title">Total Orders</div>
+                        <div class="card-value"><aap:target id="stat-value-orders">5,231</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-orders">8.1% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-customers">
+                    <div class="card">
+                        <div class="card-title">New Customers</div>
+                        <div class="card-value"><aap:target id="stat-value-customers">890</aap:target></div>
+                        <div class="card-trend negative">
+                            <span class="trend-icon">&#x25BC;</span> <aap:target id="stat-trend-customers">-3.2% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-conversion">
+                    <div class="card">
+                        <div class="card-title">Conversion Rate</div>
+                        <div class="card-value"><aap:target id="stat-value-conversion">3.8%</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-conversion">0.5% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+            </div>
+        </aap:target>
+
+        <h2 class="section-title">Product List</h2>
+        <aap:target id="products-section">
+            <div class="table-wrapper">
+                <aap:target id="products-table">
+                    <table class="data-table">
+                        <thead>
+                            <tr>
+                                <th>Name</th>
+                                <th>SKU</th>
+                                <th>Price</th>
+                                <th>Stock</th>
+                                <th>Category</th>
+                                <th>Status</th>
+                            </tr>
+                        </thead>
+                        <aap:target id="products-table-body">
+                            <tbody>
+                                <!-- Product Rows (60+ rows) -->
+                                <!-- Data generated for example -->
+                                <tr>
+                                    <td>Wireless Bluetooth Headphones</td>
+                                    <td>ELC-HP-001</td>
+                                    <td><aap:target id="product-price-001">$79.99</aap:target></td>
+                                    <td><aap:target id="product-stock-001">150</aap:target></td>
+                                    <td>Electronics</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smartwatch Series 7</td>
+                                    <td>ELC-SW-007</td>
+                                    <td><aap:target id="product-price-002">$249.00</aap:target></td>
+                                    <td><aap:target id="product-stock-002">80</aap:target></td>
+                                    <td>Wearables</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>USB-C Fast Charger (65W)</td>
+                                    <td>ELC-CH-065</td>
+                                    <td><aap:target id="product-price-003">$29.99</aap:target></td>
+                                    <td><aap:target id="product-stock-003">30</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mechanical Gaming Keyboard RGB</td>
+                                    <td>PCG-KB-RGB</td>
+                                    <td><aap:target id="product-price-004">$119.99</aap:target></td>
+                                    <td><aap:target id="product-stock-004">25</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable SSD 1TB USB 3.2</td>
+                                    <td>STO-SSD-1TB</td>
+                                    <td><aap:target id="product-price-005">$129.99</aap:target></td>
+                                    <td><aap:target id="product-stock-005">95</aap:target></td>
+                                    <td>Storage</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>4K UHD Smart TV 55-inch</td>
+                                    <td>ELC-TV-55</td>
+                                    <td><aap:target id="product-price-006">$699.00</aap:target></td>
+                                    <td><aap:target id="product-stock-006">5</aap:target></td>
+                                    <td>Televisions</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Ergonomic Office Chair</td>
+                                    <td>FURN-OC-ERG</td>
+                                    <td><aap:target id="product-price-007">$299.00</aap:target></td>
+                                    <td><aap:target id="product-stock-007">12</aap:target></td>
+                                    <td>Office Furniture</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Noise Cancelling Earbuds Pro</td>
+                                    <td>ELC-EB-PRO</td>
+                                    <td><aap:target id="product-price-008">$179.00</aap:target></td>
+                                    <td><aap:target id="product-stock-008">70</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Compact Espresso Machine</td>
+                                    <td>HOME-CM-ESP</td>
+                                    <td><aap:target id="product-price-009">$149.99</aap:target></td>
+                                    <td><aap:target id="product-stock-009">0</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Robot Vacuum Cleaner with Mop</td>
+                                    <td>HOME-VC-ROB</td>
+                                    <td><aap:target id="product-price-010">$349.99</aap:target></td>
+                                    <td><aap:target id="product-stock-010">18</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>High-Performance Blender</td>
+                                    <td>HOME-BL-HP</td>
+                                    <td><aap:target id="product-price-011">$89.99</aap:target></td>
+                                    <td><aap:target id="product-stock-011">40</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Air Fryer 5.8QT</td>
+                                    <td>HOME-AF-5QT</td>
+                                    <td><aap:target id="product-price-012">$110.00</aap:target></td>
+                                    <td><aap:target id="product-stock-012">20</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Bluetooth Speaker X2</td>
+                                    <td>ELC-SP-X2</td>
+                                    <td><aap:target id="product-price-013">$59.99</aap:target></td>
+                                    <td><aap:target id="product-stock-013">60</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Gaming Mouse RGB Pro</td>
+                                    <td>PCG-MS-RGB</td>
+                                    <td><aap:target id="product-price-014">$49.99</aap:target></td>
+                                    <td><aap:target id="product-stock-014">75</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>External Hard Drive 2TB</td>
+                                    <td>STO-HDD-2TB</td>
+                                    <td><aap:target id="product-price-015">$79.00</aap:target></td>
+                                    <td><aap:target id="product-stock-015">0</aap:target></td>
+                                    <td>Storage</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mesh Wi-Fi System (3-pack)</td>
+                                    <td>NET-WF-MESH</td>
+                                    <td><aap:target id="product-price-016">$199.99</aap:target></td>
+                                    <td><aap:target id="product-stock-016">10</aap:target></td>
+                                    <td>Networking</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Kettle Stainless Steel</td>
+                                    <td>HOME-KT-SS</td>
+                                    <td><aap:target id="product-price-017">$39.99</aap:target></td>
+                                    <td><aap:target id="product-stock-017">55</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Doorbell Camera</td>
+                                    <td>SMART-DB-CAM</td>
+                                    <td><aap:target id="product-price-018">$150.00</aap:target></td>
+                                    <td><aap:target id="product-stock-018">22</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Fitness Tracker with HR</td>
+                                    <td>ELC-FT-HR</td>
+                                    <td><aap:target id="product-price-019">$65.00</aap:target></td>
+                                    <td><aap:target id="product-stock-019">90</aap:target></td>
+                                    <td>Wearables</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Drawing Tablet 10-inch</td>
+                                    <td>ART-DT-10</td>
+                                    <td><aap:target id="product-price-020">$99.00</aap:target></td>
+                                    <td><aap:target id="product-stock-020">15</aap:target></td>
+                                    <td>Creative Tools</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Charging Pad</td>
+                                    <td>ELC-WP-001</td>
+                                    <td><aap:target id="product-price-021">$25.00</aap:target></td>
+                                    <td><aap:target id="product-stock-021">120</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Curved Gaming Monitor 27-inch</td>
+                                    <td>PCG-MN-27C</td>
+                                    <td><aap:target id="product-price-022">$349.00</aap:target></td>
+                                    <td><aap:target id="product-stock-022">8</aap:target></td>
+                                    <td>Monitors</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Projector Mini</td>
+                                    <td>ELC-PJ-MINI</td>
+                                    <td><aap:target id="product-price-023">$199.00</aap:target></td>
+                                    <td><aap:target id="product-stock-023">0</aap:target></td>
+                                    <td>Projectors</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Action Camera 4K Pro</td>
+                                    <td>CAM-AC-4K</td>
+                                    <td><aap:target id="product-price-024">$299.00</aap:target></td>
+                                    <td><aap:target id="product-stock-024">10</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Plug Wi-Fi (4-pack)</td>
+                                    <td>SMART-PL-4PK</td>
+                                    <td><aap:target id="product-price-025">$39.99</aap:target></td>
+                                    <td><aap:target id="product-stock-025">70</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Premium Noise-Cancelling Over-Ear Headphones</td>
+                                    <td>ELC-HP-NC-PRE</td>
+                                    <td><aap:target id="product-price-026">$349.99</aap:target></td>
+                                    <td><aap:target id="product-stock-026">45</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Gaming Headset</td>
+                                    <td>PCG-HS-WL</td>
+                                    <td><aap:target id="product-price-027">$99.99</aap:target></td>
+                                    <td><aap:target id="product-stock-027">20</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Power Bank 20000mAh</td>
+                                    <td>ELC-PB-20K</td>
+                                    <td><aap:target id="product-price-028">$45.00</aap:target></td>
+                                    <td><aap:target id="product-stock-028">180</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Light Bulb E27 (Color)</td>
+                                    <td>SMART-LB-C</td>
+                                    <td><aap:target id="product-price-029">$15.99</aap:target></td>
+                                    <td><aap:target id="product-stock-029">200</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Photo Frame 8-inch</td>
+                                    <td>ELC-PF-8IN</td>
+                                    <td><aap:target id="product-price-030">$75.00</aap:target></td>
+                                    <td><aap:target id="product-stock-030">12</aap:target></td>
+                                    <td>Home Decor</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Entry-Level DSLR Camera Kit</td>
+                                    <td>CAM-DSLR-KIT</td>
+                                    <td><aap:target id="product-price-031">$599.00</aap:target></td>
+                                    <td><aap:target id="product-stock-031">7</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Router Wi-Fi 6</td>
+                                    <td>NET-RT-W6</td>
+                                    <td><aap:target id="product-price-032">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-032">25</aap:target></td>
+                                    <td>Networking</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Scale with Body Composition</td>
+                                    <td>HEALTH-SC-BC</td>
+                                    <td><aap:target id="product-price-033">$49.99</aap:target></td>
+                                    <td><aap:target id="product-stock-033">35</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Toothbrush with App</td>
+                                    <td>HEALTH-TB-APP</td>
+                                    <td><aap:target id="product-price-034">$89.00</aap:target></td>
+                                    <td><aap:target id="product-stock-034">0</aap:target></td>
+                                    <td>Personal Care</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Home Security Camera Indoor</td>
+                                    <td>SMART-SC-IN</td>
+                                    <td><aap:target id="product-price-035">$69.99</aap:target></td>
+                                    <td><aap:target id="product-stock-035">40</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Mini Fan USB</td>
+                                    <td>HOME-FN-USB</td>
+                                    <td><aap:target id="product-price-036">$19.99</aap:target></td>
+                                    <td><aap:target id="product-stock-036">100</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>USB Microphone for Streaming</td>
+                                    <td>AUDIO-MIC-USB</td>
+                                    <td><aap:target id="product-price-037">$60.00</aap:target></td>
+                                    <td><aap:target id="product-stock-037">15</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Universal Travel Adapter</td>
+                                    <td>ELC-TA-UNI</td>
+                                    <td><aap:target id="product-price-038">$22.00</aap:target></td>
+                                    <td><aap:target id="product-stock-038">110</aap:target></td>
+                                    <td>Travel Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Kitchen Food Scale</td>
+                                    <td>HOME-FS-DIG</td>
+                                    <td><aap:target id="product-price-039">$29.99</aap:target></td>
+                                    <td><aap:target id="product-stock-039">60</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Thermostat Learning</td>
+                                    <td>SMART-TH-LRN</td>
+                                    <td><aap:target id="product-price-040">$180.00</aap:target></td>
+                                    <td><aap:target id="product-stock-040">9</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mini Projector Portable HD</td>
+                                    <td>ELC-MP-HD</td>
+                                    <td><aap:target id="product-price-041">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-041">0</aap:target></td>
+                                    <td>Projectors</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Gaming Chair with Lumbar Support</td>
+                                    <td>FURN-GC-LUM</td>
+                                    <td><aap:target id="product-price-042">$250.00</aap:target></td>
+                                    <td><aap:target id="product-stock-042">10</aap:target></td>
+                                    <td>Office Furniture</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Hand Mixer</td>
+                                    <td>HOME-MX-ELEC</td>
+                                    <td><aap:target id="product-price-043">$35.00</aap:target></td>
+                                    <td><aap:target id="product-stock-043">45</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Photo Printer</td>
+                                    <td>CAM-PR-PORT</td>
+                                    <td><aap:target id="product-price-044">$99.00</aap:target></td>
+                                    <td><aap:target id="product-stock-044">18</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Water Bottle</td>
+                                    <td>HEALTH-WB-SMART</td>
+                                    <td><aap:target id="product-price-045">$30.00</aap:target></td>
+                                    <td><aap:target id="product-stock-045">70</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Bluetooth Car Adapter</td>
+                                    <td>AUTO-BT-ADP</td>
+                                    <td><aap:target id="product-price-046">$20.00</aap:target></td>
+                                    <td><aap:target id="product-stock-046">90</aap:target></td>
+                                    <td>Car Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Air Purifier for Home</td>
+                                    <td>HOME-AP-01</td>
+                                    <td><aap:target id="product-price-047">$149.00</aap:target></td>
+                                    <td><aap:target id="product-stock-047">10</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Robot Toy Programmable</td>
+                                    <td>TOY-RB-PROG</td>
+                                    <td><aap:target id="product-price-048">$85.00</aap:target></td>
+                                    <td><aap:target id="product-stock-048">25</aap:target></td>
+                                    <td>Toys & Games</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>External Webcam Full HD</td>
+                                    <td>ELC-WC-FHD</td>
+                                    <td><aap:target id="product-price-049">$49.00</aap:target></td>
+                                    <td><aap:target id="product-stock-049">30</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Garden Indoor Kit</td>
+                                    <td>HOME-SG-IN</td>
+                                    <td><aap:target id="product-price-050">$79.00</aap:target></td>
+                                    <td><aap:target id="product-stock-050">15</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Magnetic Phone Car Mount</td>
+                                    <td>AUTO-PM-MAG</td>
+                                    <td><aap:target id="product-price-051">$15.00</aap:target></td>
+                                    <td><aap:target id="product-stock-051">150</aap:target></td>
+                                    <td>Car Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Espresso Maker</td>
+                                    <td>HOME-PM-ESP</td>
+                                    <td><aap:target id="product-price-052">$60.00</aap:target></td>
+                                    <td><aap:target id="product-stock-052">0</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>UV Light Sanitizer Box</td>
+                                    <td>HEALTH-UV-BOX</td>
+                                    <td><aap:target id="product-price-053">$40.00</aap:target></td>
+                                    <td><aap:target id="product-stock-053">50</aap:target></td>
+                                    <td>Personal Care</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Charger Stand</td>
+                                    <td>ELC-CS-WL</td>
+                                    <td><aap:target id="product-price-054">$30.00</aap:target></td>
+                                    <td><aap:target id="product-stock-054">80</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Dimmable LED Desk Lamp</td>
+                                    <td>HOME-DL-LED</td>
+                                    <td><aap:target id="product-price-055">$45.00</aap:target></td>
+                                    <td><aap:target id="product-stock-055">25</aap:target></td>
+                                    <td>Home Decor</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>VR Headset Basic</td>
+                                    <td>GAMING-VR-BASIC</td>
+                                    <td><aap:target id="product-price-056">$199.00</aap:target></td>
+                                    <td><aap:target id="product-stock-056">5</aap:target></td>
+                                    <td>Gaming</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Streaming Webcam 1080p</td>
+                                    <td>ELC-WC-1080</td>
+                                    <td><aap:target id="product-price-057">$55.00</aap:target></td>
+                                    <td><aap:target id="product-stock-057">30</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Foldable Drone with Camera</td>
+                                    <td>DRN-FL-CAM</td>
+                                    <td><aap:target id="product-price-058">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-058">10</aap:target></td>
+                                    <td>Drones</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Wi-Fi Coffee Maker</td>
+                                    <td>HOME-CM-WIFI</td>
+                                    <td><aap:target id="product-price-059">$95.00</aap:target></td>
+                                    <td><aap:target id="product-stock-059">12</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Body Fat Scale</td>
+                                    <td>HEALTH-BFS-DIG</td>
+                                    <td><aap:target id="product-price-060">$35.00</aap:target></td>
+                                    <td><aap:target id="product-stock-060">40</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                            </tbody>
+                        </aap:target>
+                    </table>
+                </aap:target>
+            </div>
+        </aap:target>
+
+        <h2 class="section-title">Recent Orders</h2>
+        <aap:target id="orders-section">
+            <div class="table-wrapper">
+                <aap:target id="orders-table">
+                    <table class="data-table">
+                        <thead>
+                            <tr>
+                                <th>Order ID</th>
+                                <th>Customer</th>
+                                <th>Amount</th>
+                                <th>Date</th>
+                                <th>Status</th>
+                            </tr>
+                        </thead>
+                        <aap:target id="orders-table-body">
+                            <tbody>
+                                <!-- Order Rows (40+ rows) -->
+                                <!-- Data generated for example -->
+                                <tr>
+                                    <td>#ORD00101</td>
+                                    <td>Alice Johnson</td>
+                                    <td><aap:target id="order-amount-001">$249.00</aap:target></td>
+                                    <td>2023-10-26</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00102</td>
+                                    <td>Bob Smith</td>
+                                    <td><aap:target id="order-amount-002">$79.99</aap:target></td>
+                                    <td>2023-10-25</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00103</td>
+                                    <td>Charlie Brown</td>
+                                    <td><aap:target id="order-amount-003">$119.99</aap:target></td>
+                                    <td>2023-10-25</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00104</td>
+                                    <td>Diana Prince</td>
+                                    <td><aap:target id="order-amount-004">$29.99</aap:target></td>
+                                    <td>2023-10-24</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00105</td>
+                                    <td>Eve Adams</td>
+                                    <td><aap:target id="order-amount-005">$699.00</aap:target></td>
+                                    <td>2023-10-24</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00106</td>
+                                    <td>Frank White</td>
+                                    <td><aap:target id="order-amount-006">$129.99</aap:target></td>
+                                    <td>2023-10-23</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00107</td>
+                                    <td>Grace Lee</td>
+                                    <td><aap:target id="order-amount-007">$299.00</aap:target></td>
+                                    <td>2023-10-23</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00108</td>
+                                    <td>Henry Clark</td>
+                                    <td><aap:target id="order-amount-008">$179.00</aap:target></td>
+                                    <td>2023-10-22</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00109</td>
+                                    <td>Ivy Green</td>
+                                    <td><aap:target id="order-amount-009">$149.99</aap:target></td>
+                                    <td>2023-10-22</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00110</td>
+                                    <td>Jack King</td>
+                                    <td><aap:target id="order-amount-010">$349.99</aap:target></td>
+                                    <td>2023-10-21</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00111</td>
+                                    <td>Karen Hall</td>
+                                    <td><aap:target id="order-amount-011">$89.99</aap:target></td>
+                                    <td>2023-10-21</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00112</td>
+                                    <td>Liam Scott</td>
+                                    <td><aap:target id="order-amount-012">$110.00</aap:target></td>
+                                    <td>2023-10-20</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00113</td>
+                                    <td>Mia Baker</td>
+                                    <td><aap:target id="order-amount-013">$59.99</aap:target></td>
+                                    <td>2023-10-20</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00114</td>
+                                    <td>Noah Taylor</td>
+                                    <td><aap:target id="order-amount-014">$49.99</aap:target></td>
+                                    <td>2023-10-19</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00115</td>
+                                    <td>Olivia Miller</td>
+                                    <td><aap:target id="order-amount-015">$79.00</aap:target></td>
+                                    <td>2023-10-19</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00116</td>
+                                    <td>Peter Davis</td>
+                                    <td><aap:target id="order-amount-016">$199.99</aap:target></td>
+                                    <td>2023-10-18</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00117</td>
+                                    <td>Quinn Wilson</td>
+                                    <td><aap:target id="order-amount-017">$39.99</aap:target></td>
+                                    <td>2023-10-18</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00118</td>
+                                    <td>Rachel Moore</td>
+                                    <td><aap:target id="order-amount-018">$150.00</aap:target></td>
+                                    <td>2023-10-17</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00119</td>
+                                    <td>Sam Harris</td>
+                                    <td><aap:target id="order-amount-019">$65.00</aap:target></td>
+                                    <td>2023-10-17</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00120</td>
+                                    <td>Tina Young</td>
+                                    <td><aap:target id="order-amount-020">$99.00</aap:target></td>
+                                    <td>2023-10-16</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00121</td>
+                                    <td>Uma Jackson</td>
+                                    <td><aap:target id="order-amount-021">$25.00</aap:target></td>
+                                    <td>2023-10-16</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00122</td>
+                                    <td>Victor Green</td>
+                                    <td><aap:target id="order-amount-022">$349.00</aap:target></td>
+                                    <td>2023-10-15</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00123</td>
+                                    <td>Wendy White</td>
+                                    <td><aap:target id="order-amount-023">$199.00</aap:target></td>
+                                    <td>2023-10-15</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00124</td>
+                                    <td>Xavier Bell</td>
+                                    <td><aap:target id="order-amount-024">$299.00</aap:target></td>
+                                    <td>2023-10-14</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00125</td>
+                                    <td>Yara Hall</td>
+                                    <td><aap:target id="order-amount-025">$39.99</aap:target></td>
+                                    <td>2023-10-14</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00126</td>
+                                    <td>Zack Adams</td>
+                                    <td><aap:target id="order-amount-026">$349.99</aap:target></td>
+                                    <td>2023-10-13</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00127</td>
+                                    <td>Amy Brown</td>
+                                    <td><aap:target id="order-amount-027">$99.99</aap:target></td>
+                                    <td>2023-10-13</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00128</td>
+                                    <td>Brian Davis</td>
+                                    <td><aap:target id="order-amount-028">$45.00</aap:target></td>
+                                    <td>2023-10-12</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00129</td>
+                                    <td>Chloe Evans</td>
+                                    <td><aap:target id="order-amount-029">$15.99</aap:target></td>
+                                    <td>2023-10-12</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00130</td>
+                                    <td>Daniel Garcia</td>
+                                    <td><aap:target id="order-amount-030">$75.00</aap:target></td>
+                                    <td>2023-10-11</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00131</td>
+                                    <td>Emily Rodriguez</td>
+                                    <td><aap:target id="order-amount-031">$599.00</aap:target></td>
+                                    <td>2023-10-11</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00132</td>
+                                    <td>Fiona Martinez</td>
+                                    <td><aap:target id="order-amount-032">$120.00</aap:target></td>
+                                    <td>2023-10-10</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00133</td>
+                                    <td>George Hernandez</td>
+                                    <td><aap:target id="order-amount-033">$49.99</aap:target></td>
+                                    <td>2023-10-10</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00134</td>
+                                    <td>Hannah Lopez</td>
+                                    <td><aap:target id="order-amount-034">$89.00</aap:target></td>
+                                    <td>2023-10-09</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00135</td>
+                                    <td>Isaac Perez</td>
+                                    <td><aap:target id="order-amount-035">$69.99</aap:target></td>
+                                    <td>2023-10-09</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00136</td>
+                                    <td>Julia Garcia</td>
+                                    <td><aap:target id="order-amount-036">$19.99</aap:target></td>
+                                    <td>2023-10-08</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00137</td>
+                                    <td>Kevin Scott</td>
+                                    <td><aap:target id="order-amount-037">$60.00</aap:target></td>
+                                    <td>2023-10-08</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00138</td>
+                                    <td>Laura Kim</td>
+                                    <td><aap:target id="order-amount-038">$22.00</aap:target></td>
+                                    <td>2023-10-07</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00139</td>
+                                    <td>Michael Chen</td>
+                                    <td><aap:target id="order-amount-039">$29.99</aap:target></td>
+                                    <td>2023-10-07</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00140</td>
+                                    <td>Nancy Patel</td>
+                                    <td><aap:target id="order-amount-040">$180.00</aap:target></td>
+                                    <td>2023-10-06</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                            </tbody>
+                        </aap:target>
+                    </table>
+                </aap:target>
+            </div>
+        </aap:target>
+
+        <h2 class="section-title">Account Settings</h2>
+        <aap:target id="settings-section">
+            <div class="form-section">
+                <h3>Profile Information</h3>
+                <aap:target id="profile-form">
+                    <div class="form-group">
+                        <label for="profile-name">Full Name</label>
+                        <aap:target id="profile-name-input">
+                            <input type="text" id="profile-name" value="Jane Smith">
+                        </aap:target>
+                    </div>
+                    <div class="form-group">
+                        <label for="profile-email">Email Address</label>
+                        <aap:target id="profile-email-input">
+                            <input type="email" id="profile-email" value="jane.smith@example.com">
+                        </aap:target>
+                    </div>
+                    <div class="form-group">
+                        <label for="profile-password">Password</label>
+                        <aap:target id="profile-password-input">
+                            <input type="password" id="profile-password" value="********">
+                        </aap:target>
+                    </div>
+                    <div class="form-actions">
+                        <aap:target id="profile-save-btn">
+                            <button type="submit" class="btn-primary">Save Profile</button>
+                        </aap:target>
+                    </div>
+                </aap:target>
+            </div>
+
+            <div class="form-section">
+                <h3>Notification Settings</h3>
+                <aap:target id="notification-settings">
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">Email Notifications</span>
+                        <label class="switch">
+                            <aap:target id="email-toggle">
+                                <input type="checkbox" checked>
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">SMS Notifications</span>
+                        <label class="switch">
+                            <aap:target id="sms-toggle">
+                                <input type="checkbox">
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">Push Notifications</span>
+                        <label class="switch">
+                            <aap:target id="push-toggle">
+                                <input type="checkbox" checked>
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="form-actions">
+                        <aap:target id="notification-save-btn">
+                            <button type="submit" class="btn-primary">Save Settings</button>
+                        </aap:target>
+                    </div>
+                </aap:target>
+            </div>
+        </aap:target>
+    </div>
+</body>
+</html>
\ No newline at end of file
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-1.json b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-1.json
index c4ecbab..573f350 100644
--- a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-1.json
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-1.json
@@ -1,8 +1,8 @@
 {
   "protocol": "aap/0.1",
-  "id": "artifact-id-edit-1",
-  "version": 1,
-  "name": "synthesize",
+  "id": "artifact-id",
+  "version": 2,
+  "name": "edit",
   "meta": {
     "format": "text/html",
     "tokens_used": null,
@@ -11,7 +11,20 @@
   },
   "content": [
     {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"artifact-id\",\n  \"version\": 2,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"replace\",\n      \"target\": {\"type\": \"id\", \"value\": \"revenue\"},\n      \"content\": \"$215,430 <span style=\\\"color: green; font-size: 0.8rem;\\\">(+12.3%)</span>\"\n    }\n  ]\n}"
+      "op": "replace",
+      "target": {
+        "type": "id",
+        "value": "stat-value-revenue"
+      },
+      "content": "$215,430"
+    },
+    {
+      "op": "replace",
+      "target": {
+        "type": "id",
+        "value": "stat-trend-revenue"
+      },
+      "content": "12.3% vs last month"
     }
   ]
 }
\ No newline at end of file
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-2.html b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-2.html
index ab5031f..a9749e8 100644
--- a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-2.html
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-2.html
@@ -1,13 +1,1438 @@
-{
-  "protocol": "aap/0.1",
-  "id": "artifact-id",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "revenue"},
-      "content": "$215,430 <span style=\"color: green; font-size: 0.8rem;\">(+12.3%)</span>"
-    }
-  ]
-}
\ No newline at end of file
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>E-commerce Admin Dashboard</title>
+    <style>
+        @import url('https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&display=swap'); /* Using Inter font for a modern look */
+
+        :root {
+            --primary-color: #4F46E5;
+            --primary-light: #6366F1;
+            --primary-dark: #3730A3;
+            --text-color: #1F2937;
+            --text-secondary: #4B5563;
+            --bg-color: #F9FAFB;
+            --card-bg: #FFFFFF;
+            --border-color: #E5E7EB;
+            --success-color: #10B981;
+            --warning-color: #F59E0B;
+            --danger-color: #EF4444;
+            --info-color: #3B82F6;
+        }
+
+        body {
+            font-family: 'Inter', sans-serif;
+            margin: 0;
+            padding: 0;
+            background-color: var(--bg-color);
+            color: var(--text-color);
+            line-height: 1.5;
+        }
+
+        .container {
+            max-width: 1200px;
+            margin: 0 auto;
+            padding: 20px;
+        }
+
+        /* --- Navigation Bar --- */
+        .navbar {
+            background-color: var(--card-bg);
+            border-bottom: 1px solid var(--border-color);
+            padding: 15px 20px;
+            display: flex;
+            justify-content: space-between;
+            align-items: center;
+            box-shadow: 0 1px 3px rgba(0, 0, 0, 0.05);
+        }
+
+        .navbar-brand {
+            font-size: 1.5rem;
+            font-weight: 700;
+            color: var(--primary-color);
+            text-decoration: none;
+        }
+
+        .nav-links {
+            display: flex;
+            gap: 20px;
+        }
+
+        .nav-link {
+            color: var(--text-secondary);
+            text-decoration: none;
+            font-weight: 500;
+            padding: 5px 0;
+            transition: color 0.2s ease;
+        }
+
+        .nav-link:hover, .nav-link.active {
+            color: var(--primary-color);
+        }
+
+        .nav-actions {
+            display: flex;
+            align-items: center;
+            gap: 15px;
+        }
+
+        .avatar {
+            width: 36px;
+            height: 36px;
+            border-radius: 50%;
+            background-color: var(--primary-light);
+            display: flex;
+            justify-content: center;
+            align-items: center;
+            color: white;
+            font-weight: 600;
+            font-size: 0.9rem;
+            cursor: pointer;
+        }
+
+        .sign-out-btn {
+            background-color: transparent;
+            border: 1px solid var(--border-color);
+            color: var(--text-secondary);
+            padding: 8px 12px;
+            border-radius: 6px;
+            cursor: pointer;
+            font-size: 0.9rem;
+            font-weight: 500;
+            transition: background-color 0.2s ease, border-color 0.2s ease, color 0.2s ease;
+        }
+
+        .sign-out-btn:hover {
+            background-color: var(--bg-color);
+            border-color: var(--primary-color);
+            color: var(--primary-color);
+        }
+
+        /* --- Main Content Layout --- */
+        .dashboard-grid {
+            display: grid;
+            grid-template-columns: 1fr;
+            gap: 20px;
+            margin-top: 20px;
+        }
+
+        @media (min-width: 768px) {
+            .dashboard-grid {
+                grid-template-columns: repeat(2, 1fr);
+            }
+        }
+
+        @media (min-width: 1024px) {
+            .dashboard-grid {
+                grid-template-columns: repeat(4, 1fr);
+            }
+        }
+
+        /* --- Stat Cards --- */
+        .card {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            padding: 20px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+        }
+
+        .card-title {
+            font-size: 0.9rem;
+            color: var(--text-secondary);
+            margin-bottom: 10px;
+            font-weight: 500;
+        }
+
+        .card-value {
+            font-size: 2rem;
+            font-weight: 700;
+            color: var(--text-color);
+            margin-bottom: 10px;
+        }
+
+        .card-trend {
+            display: flex;
+            align-items: center;
+            font-size: 0.85rem;
+            font-weight: 500;
+            color: var(--text-secondary);
+        }
+
+        .card-trend.positive {
+            color: var(--success-color);
+        }
+
+        .card-trend.negative {
+            color: var(--danger-color);
+        }
+
+        .trend-icon {
+            margin-right: 5px;
+            display: inline-block;
+        }
+
+        /* --- Section Titles --- */
+        .section-title {
+            font-size: 1.5rem;
+            font-weight: 600;
+            color: var(--text-color);
+            margin-top: 30px;
+            margin-bottom: 20px;
+        }
+
+        /* --- Tables --- */
+        .table-wrapper {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+            overflow-x: auto;
+            margin-top: 20px;
+        }
+
+        .data-table {
+            width: 100%;
+            border-collapse: collapse;
+            font-size: 0.9rem;
+        }
+
+        .data-table th, .data-table td {
+            padding: 12px 15px;
+            text-align: left;
+            border-bottom: 1px solid var(--border-color);
+        }
+
+        .data-table th {
+            background-color: var(--bg-color);
+            color: var(--text-secondary);
+            font-weight: 600;
+            text-transform: uppercase;
+            font-size: 0.8rem;
+        }
+
+        .data-table tbody tr:last-child td {
+            border-bottom: none;
+        }
+
+        .data-table tbody tr:hover {
+            background-color: var(--bg-color);
+        }
+
+        /* Status Badges */
+        .badge {
+            display: inline-flex;
+            align-items: center;
+            padding: 5px 10px;
+            border-radius: 9999px; /* Pill shape */
+            font-size: 0.75rem;
+            font-weight: 600;
+            text-transform: capitalize;
+        }
+
+        .badge-success { background-color: #D1FAE5; color: var(--success-color); }
+        .badge-warning { background-color: #FDE68A; color: var(--warning-color); }
+        .badge-danger { background-color: #FEE2E2; color: var(--danger-color); }
+        .badge-info { background-color: #DBEAFE; color: var(--info-color); }
+        .badge-secondary { background-color: #E5E7EB; color: var(--text-secondary); }
+
+        /* --- Settings Form --- */
+        .form-section {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            padding: 30px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+            margin-top: 20px;
+        }
+
+        .form-group {
+            margin-bottom: 20px;
+        }
+
+        .form-group label {
+            display: block;
+            font-weight: 500;
+            margin-bottom: 8px;
+            color: var(--text-color);
+            font-size: 0.9rem;
+        }
+
+        .form-group input[type="text"],
+        .form-group input[type="email"],
+        .form-group input[type="password"] {
+            width: 100%;
+            padding: 10px 12px;
+            border: 1px solid var(--border-color);
+            border-radius: 6px;
+            font-size: 0.9rem;
+            color: var(--text-color);
+            box-sizing: border-box;
+            transition: border-color 0.2s ease, box-shadow 0.2s ease;
+        }
+
+        .form-group input[type="text"]:focus,
+        .form-group input[type="email"]:focus,
+        .form-group input[type="password"]:focus {
+            outline: none;
+            border-color: var(--primary-light);
+            box-shadow: 0 0 0 3px rgba(79, 70, 229, 0.1);
+        }
+
+        .form-actions {
+            margin-top: 30px;
+            text-align: right;
+        }
+
+        .btn-primary {
+            background-color: var(--primary-color);
+            color: white;
+            padding: 10px 20px;
+            border: none;
+            border-radius: 6px;
+            cursor: pointer;
+            font-size: 0.9rem;
+            font-weight: 600;
+            transition: background-color 0.2s ease;
+        }
+
+        .btn-primary:hover {
+            background-color: var(--primary-dark);
+        }
+
+        /* Toggle Switch */
+        .toggle-switch {
+            display: flex;
+            align-items: center;
+            justify-content: space-between;
+            padding: 10px 0;
+            border-bottom: 1px solid var(--border-color);
+        }
+
+        .toggle-switch:last-of-type {
+            border-bottom: none;
+        }
+
+        .toggle-switch-label {
+            font-weight: 500;
+            color: var(--text-color);
+            font-size: 0.9rem;
+        }
+
+        .switch {
+            position: relative;
+            display: inline-block;
+            width: 44px;
+            height: 24px;
+        }
+
+        .switch input {
+            opacity: 0;
+            width: 0;
+            height: 0;
+        }
+
+        .slider {
+            position: absolute;
+            cursor: pointer;
+            top: 0;
+            left: 0;
+            right: 0;
+            bottom: 0;
+            background-color: #ccc;
+            transition: .4s;
+            border-radius: 34px;
+        }
+
+        .slider:before {
+            position: absolute;
+            content: "";
+            height: 18px;
+            width: 18px;
+            left: 3px;
+            bottom: 3px;
+            background-color: white;
+            transition: .4s;
+            border-radius: 50%;
+        }
+
+        input:checked + .slider {
+            background-color: var(--primary-color);
+        }
+
+        input:focus + .slider {
+            box-shadow: 0 0 1px var(--primary-color);
+        }
+
+        input:checked + .slider:before {
+            transform: translateX(20px);
+        }
+
+    </style>
+</head>
+<body>
+    <aap:target id="nav-bar">
+        <nav class="navbar">
+            <aap:target id="logo">
+                <a href="#" class="navbar-brand">AdminDash</a>
+            </aap:target>
+            <aap:target id="nav-links">
+                <div class="nav-links">
+                    <a href="#" class="nav-link active" id="nav-link-dashboard">Dashboard</a>
+                    <a href="#" class="nav-link" id="nav-link-products">Products</a>
+                    <a href="#" class="nav-link" id="nav-link-orders">Orders</a>
+                    <a href="#" class="nav-link" id="nav-link-customers">Customers</a>
+                    <a href="#" class="nav-link" id="nav-link-settings">Settings</a>
+                </div>
+            </aap:target>
+            <div class="nav-actions">
+                <aap:target id="user-profile">
+                    <div class="avatar">
+                        <aap:target id="user-name-initials">JS</aap:target>
+                    </div>
+                </aap:target>
+                <aap:target id="sign-out-btn">
+                    <button class="sign-out-btn">Sign Out</button>
+                </aap:target>
+            </div>
+        </nav>
+    </aap:target>
+
+    <div class="container">
+        <h1 class="section-title">Dashboard Overview</h1>
+
+        <aap:target id="stats-section">
+            <div class="dashboard-grid">
+                <aap:target id="stat-card-revenue">
+                    <div class="card">
+                        <div class="card-title">Total Revenue</div>
+                        <div class="card-value"><aap:target id="stat-value-revenue">$215,430</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-revenue">12.3% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-orders">
+                    <div class="card">
+                        <div class="card-title">Total Orders</div>
+                        <div class="card-value"><aap:target id="stat-value-orders">5,231</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-orders">8.1% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-customers">
+                    <div class="card">
+                        <div class="card-title">New Customers</div>
+                        <div class="card-value"><aap:target id="stat-value-customers">890</aap:target></div>
+                        <div class="card-trend negative">
+                            <span class="trend-icon">&#x25BC;</span> <aap:target id="stat-trend-customers">-3.2% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-conversion">
+                    <div class="card">
+                        <div class="card-title">Conversion Rate</div>
+                        <div class="card-value"><aap:target id="stat-value-conversion">3.8%</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-conversion">0.5% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+            </div>
+        </aap:target>
+
+        <h2 class="section-title">Product List</h2>
+        <aap:target id="products-section">
+            <div class="table-wrapper">
+                <aap:target id="products-table">
+                    <table class="data-table">
+                        <thead>
+                            <tr>
+                                <th>Name</th>
+                                <th>SKU</th>
+                                <th>Price</th>
+                                <th>Stock</th>
+                                <th>Category</th>
+                                <th>Status</th>
+                            </tr>
+                        </thead>
+                        <aap:target id="products-table-body">
+                            <tbody>
+                                <!-- Product Rows (60+ rows) -->
+                                <!-- Data generated for example -->
+                                <tr>
+                                    <td>Wireless Bluetooth Headphones</td>
+                                    <td>ELC-HP-001</td>
+                                    <td><aap:target id="product-price-001">$79.99</aap:target></td>
+                                    <td><aap:target id="product-stock-001">150</aap:target></td>
+                                    <td>Electronics</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smartwatch Series 7</td>
+                                    <td>ELC-SW-007</td>
+                                    <td><aap:target id="product-price-002">$249.00</aap:target></td>
+                                    <td><aap:target id="product-stock-002">80</aap:target></td>
+                                    <td>Wearables</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>USB-C Fast Charger (65W)</td>
+                                    <td>ELC-CH-065</td>
+                                    <td><aap:target id="product-price-003">$29.99</aap:target></td>
+                                    <td><aap:target id="product-stock-003">30</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mechanical Gaming Keyboard RGB</td>
+                                    <td>PCG-KB-RGB</td>
+                                    <td><aap:target id="product-price-004">$119.99</aap:target></td>
+                                    <td><aap:target id="product-stock-004">25</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable SSD 1TB USB 3.2</td>
+                                    <td>STO-SSD-1TB</td>
+                                    <td><aap:target id="product-price-005">$129.99</aap:target></td>
+                                    <td><aap:target id="product-stock-005">95</aap:target></td>
+                                    <td>Storage</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>4K UHD Smart TV 55-inch</td>
+                                    <td>ELC-TV-55</td>
+                                    <td><aap:target id="product-price-006">$699.00</aap:target></td>
+                                    <td><aap:target id="product-stock-006">5</aap:target></td>
+                                    <td>Televisions</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Ergonomic Office Chair</td>
+                                    <td>FURN-OC-ERG</td>
+                                    <td><aap:target id="product-price-007">$299.00</aap:target></td>
+                                    <td><aap:target id="product-stock-007">12</aap:target></td>
+                                    <td>Office Furniture</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Noise Cancelling Earbuds Pro</td>
+                                    <td>ELC-EB-PRO</td>
+                                    <td><aap:target id="product-price-008">$179.00</aap:target></td>
+                                    <td><aap:target id="product-stock-008">70</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Compact Espresso Machine</td>
+                                    <td>HOME-CM-ESP</td>
+                                    <td><aap:target id="product-price-009">$149.99</aap:target></td>
+                                    <td><aap:target id="product-stock-009">0</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Robot Vacuum Cleaner with Mop</td>
+                                    <td>HOME-VC-ROB</td>
+                                    <td><aap:target id="product-price-010">$349.99</aap:target></td>
+                                    <td><aap:target id="product-stock-010">18</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>High-Performance Blender</td>
+                                    <td>HOME-BL-HP</td>
+                                    <td><aap:target id="product-price-011">$89.99</aap:target></td>
+                                    <td><aap:target id="product-stock-011">40</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Air Fryer 5.8QT</td>
+                                    <td>HOME-AF-5QT</td>
+                                    <td><aap:target id="product-price-012">$110.00</aap:target></td>
+                                    <td><aap:target id="product-stock-012">20</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Bluetooth Speaker X2</td>
+                                    <td>ELC-SP-X2</td>
+                                    <td><aap:target id="product-price-013">$59.99</aap:target></td>
+                                    <td><aap:target id="product-stock-013">60</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Gaming Mouse RGB Pro</td>
+                                    <td>PCG-MS-RGB</td>
+                                    <td><aap:target id="product-price-014">$49.99</aap:target></td>
+                                    <td><aap:target id="product-stock-014">75</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>External Hard Drive 2TB</td>
+                                    <td>STO-HDD-2TB</td>
+                                    <td><aap:target id="product-price-015">$79.00</aap:target></td>
+                                    <td><aap:target id="product-stock-015">0</aap:target></td>
+                                    <td>Storage</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mesh Wi-Fi System (3-pack)</td>
+                                    <td>NET-WF-MESH</td>
+                                    <td><aap:target id="product-price-016">$199.99</aap:target></td>
+                                    <td><aap:target id="product-stock-016">10</aap:target></td>
+                                    <td>Networking</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Kettle Stainless Steel</td>
+                                    <td>HOME-KT-SS</td>
+                                    <td><aap:target id="product-price-017">$39.99</aap:target></td>
+                                    <td><aap:target id="product-stock-017">55</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Doorbell Camera</td>
+                                    <td>SMART-DB-CAM</td>
+                                    <td><aap:target id="product-price-018">$150.00</aap:target></td>
+                                    <td><aap:target id="product-stock-018">22</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Fitness Tracker with HR</td>
+                                    <td>ELC-FT-HR</td>
+                                    <td><aap:target id="product-price-019">$65.00</aap:target></td>
+                                    <td><aap:target id="product-stock-019">90</aap:target></td>
+                                    <td>Wearables</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Drawing Tablet 10-inch</td>
+                                    <td>ART-DT-10</td>
+                                    <td><aap:target id="product-price-020">$99.00</aap:target></td>
+                                    <td><aap:target id="product-stock-020">15</aap:target></td>
+                                    <td>Creative Tools</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Charging Pad</td>
+                                    <td>ELC-WP-001</td>
+                                    <td><aap:target id="product-price-021">$25.00</aap:target></td>
+                                    <td><aap:target id="product-stock-021">120</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Curved Gaming Monitor 27-inch</td>
+                                    <td>PCG-MN-27C</td>
+                                    <td><aap:target id="product-price-022">$349.00</aap:target></td>
+                                    <td><aap:target id="product-stock-022">8</aap:target></td>
+                                    <td>Monitors</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Projector Mini</td>
+                                    <td>ELC-PJ-MINI</td>
+                                    <td><aap:target id="product-price-023">$199.00</aap:target></td>
+                                    <td><aap:target id="product-stock-023">0</aap:target></td>
+                                    <td>Projectors</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Action Camera 4K Pro</td>
+                                    <td>CAM-AC-4K</td>
+                                    <td><aap:target id="product-price-024">$299.00</aap:target></td>
+                                    <td><aap:target id="product-stock-024">10</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Plug Wi-Fi (4-pack)</td>
+                                    <td>SMART-PL-4PK</td>
+                                    <td><aap:target id="product-price-025">$39.99</aap:target></td>
+                                    <td><aap:target id="product-stock-025">70</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Premium Noise-Cancelling Over-Ear Headphones</td>
+                                    <td>ELC-HP-NC-PRE</td>
+                                    <td><aap:target id="product-price-026">$349.99</aap:target></td>
+                                    <td><aap:target id="product-stock-026">45</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Gaming Headset</td>
+                                    <td>PCG-HS-WL</td>
+                                    <td><aap:target id="product-price-027">$99.99</aap:target></td>
+                                    <td><aap:target id="product-stock-027">20</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Power Bank 20000mAh</td>
+                                    <td>ELC-PB-20K</td>
+                                    <td><aap:target id="product-price-028">$45.00</aap:target></td>
+                                    <td><aap:target id="product-stock-028">180</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Light Bulb E27 (Color)</td>
+                                    <td>SMART-LB-C</td>
+                                    <td><aap:target id="product-price-029">$15.99</aap:target></td>
+                                    <td><aap:target id="product-stock-029">200</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Photo Frame 8-inch</td>
+                                    <td>ELC-PF-8IN</td>
+                                    <td><aap:target id="product-price-030">$75.00</aap:target></td>
+                                    <td><aap:target id="product-stock-030">12</aap:target></td>
+                                    <td>Home Decor</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Entry-Level DSLR Camera Kit</td>
+                                    <td>CAM-DSLR-KIT</td>
+                                    <td><aap:target id="product-price-031">$599.00</aap:target></td>
+                                    <td><aap:target id="product-stock-031">7</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Router Wi-Fi 6</td>
+                                    <td>NET-RT-W6</td>
+                                    <td><aap:target id="product-price-032">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-032">25</aap:target></td>
+                                    <td>Networking</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Scale with Body Composition</td>
+                                    <td>HEALTH-SC-BC</td>
+                                    <td><aap:target id="product-price-033">$49.99</aap:target></td>
+                                    <td><aap:target id="product-stock-033">35</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Toothbrush with App</td>
+                                    <td>HEALTH-TB-APP</td>
+                                    <td><aap:target id="product-price-034">$89.00</aap:target></td>
+                                    <td><aap:target id="product-stock-034">0</aap:target></td>
+                                    <td>Personal Care</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Home Security Camera Indoor</td>
+                                    <td>SMART-SC-IN</td>
+                                    <td><aap:target id="product-price-035">$69.99</aap:target></td>
+                                    <td><aap:target id="product-stock-035">40</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Mini Fan USB</td>
+                                    <td>HOME-FN-USB</td>
+                                    <td><aap:target id="product-price-036">$19.99</aap:target></td>
+                                    <td><aap:target id="product-stock-036">100</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>USB Microphone for Streaming</td>
+                                    <td>AUDIO-MIC-USB</td>
+                                    <td><aap:target id="product-price-037">$60.00</aap:target></td>
+                                    <td><aap:target id="product-stock-037">15</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Universal Travel Adapter</td>
+                                    <td>ELC-TA-UNI</td>
+                                    <td><aap:target id="product-price-038">$22.00</aap:target></td>
+                                    <td><aap:target id="product-stock-038">110</aap:target></td>
+                                    <td>Travel Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Kitchen Food Scale</td>
+                                    <td>HOME-FS-DIG</td>
+                                    <td><aap:target id="product-price-039">$29.99</aap:target></td>
+                                    <td><aap:target id="product-stock-039">60</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Thermostat Learning</td>
+                                    <td>SMART-TH-LRN</td>
+                                    <td><aap:target id="product-price-040">$180.00</aap:target></td>
+                                    <td><aap:target id="product-stock-040">9</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mini Projector Portable HD</td>
+                                    <td>ELC-MP-HD</td>
+                                    <td><aap:target id="product-price-041">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-041">0</aap:target></td>
+                                    <td>Projectors</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Gaming Chair with Lumbar Support</td>
+                                    <td>FURN-GC-LUM</td>
+                                    <td><aap:target id="product-price-042">$250.00</aap:target></td>
+                                    <td><aap:target id="product-stock-042">10</aap:target></td>
+                                    <td>Office Furniture</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Hand Mixer</td>
+                                    <td>HOME-MX-ELEC</td>
+                                    <td><aap:target id="product-price-043">$35.00</aap:target></td>
+                                    <td><aap:target id="product-stock-043">45</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Photo Printer</td>
+                                    <td>CAM-PR-PORT</td>
+                                    <td><aap:target id="product-price-044">$99.00</aap:target></td>
+                                    <td><aap:target id="product-stock-044">18</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Water Bottle</td>
+                                    <td>HEALTH-WB-SMART</td>
+                                    <td><aap:target id="product-price-045">$30.00</aap:target></td>
+                                    <td><aap:target id="product-stock-045">70</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Bluetooth Car Adapter</td>
+                                    <td>AUTO-BT-ADP</td>
+                                    <td><aap:target id="product-price-046">$20.00</aap:target></td>
+                                    <td><aap:target id="product-stock-046">90</aap:target></td>
+                                    <td>Car Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Air Purifier for Home</td>
+                                    <td>HOME-AP-01</td>
+                                    <td><aap:target id="product-price-047">$149.00</aap:target></td>
+                                    <td><aap:target id="product-stock-047">10</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Robot Toy Programmable</td>
+                                    <td>TOY-RB-PROG</td>
+                                    <td><aap:target id="product-price-048">$85.00</aap:target></td>
+                                    <td><aap:target id="product-stock-048">25</aap:target></td>
+                                    <td>Toys & Games</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>External Webcam Full HD</td>
+                                    <td>ELC-WC-FHD</td>
+                                    <td><aap:target id="product-price-049">$49.00</aap:target></td>
+                                    <td><aap:target id="product-stock-049">30</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Garden Indoor Kit</td>
+                                    <td>HOME-SG-IN</td>
+                                    <td><aap:target id="product-price-050">$79.00</aap:target></td>
+                                    <td><aap:target id="product-stock-050">15</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Magnetic Phone Car Mount</td>
+                                    <td>AUTO-PM-MAG</td>
+                                    <td><aap:target id="product-price-051">$15.00</aap:target></td>
+                                    <td><aap:target id="product-stock-051">150</aap:target></td>
+                                    <td>Car Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Espresso Maker</td>
+                                    <td>HOME-PM-ESP</td>
+                                    <td><aap:target id="product-price-052">$60.00</aap:target></td>
+                                    <td><aap:target id="product-stock-052">0</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>UV Light Sanitizer Box</td>
+                                    <td>HEALTH-UV-BOX</td>
+                                    <td><aap:target id="product-price-053">$40.00</aap:target></td>
+                                    <td><aap:target id="product-stock-053">50</aap:target></td>
+                                    <td>Personal Care</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Charger Stand</td>
+                                    <td>ELC-CS-WL</td>
+                                    <td><aap:target id="product-price-054">$30.00</aap:target></td>
+                                    <td><aap:target id="product-stock-054">80</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Dimmable LED Desk Lamp</td>
+                                    <td>HOME-DL-LED</td>
+                                    <td><aap:target id="product-price-055">$45.00</aap:target></td>
+                                    <td><aap:target id="product-stock-055">25</aap:target></td>
+                                    <td>Home Decor</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>VR Headset Basic</td>
+                                    <td>GAMING-VR-BASIC</td>
+                                    <td><aap:target id="product-price-056">$199.00</aap:target></td>
+                                    <td><aap:target id="product-stock-056">5</aap:target></td>
+                                    <td>Gaming</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Streaming Webcam 1080p</td>
+                                    <td>ELC-WC-1080</td>
+                                    <td><aap:target id="product-price-057">$55.00</aap:target></td>
+                                    <td><aap:target id="product-stock-057">30</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Foldable Drone with Camera</td>
+                                    <td>DRN-FL-CAM</td>
+                                    <td><aap:target id="product-price-058">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-058">10</aap:target></td>
+                                    <td>Drones</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Wi-Fi Coffee Maker</td>
+                                    <td>HOME-CM-WIFI</td>
+                                    <td><aap:target id="product-price-059">$95.00</aap:target></td>
+                                    <td><aap:target id="product-stock-059">12</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Body Fat Scale</td>
+                                    <td>HEALTH-BFS-DIG</td>
+                                    <td><aap:target id="product-price-060">$35.00</aap:target></td>
+                                    <td><aap:target id="product-stock-060">40</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                            </tbody>
+                        </aap:target>
+                    </table>
+                </aap:target>
+            </div>
+        </aap:target>
+
+        <h2 class="section-title">Recent Orders</h2>
+        <aap:target id="orders-section">
+            <div class="table-wrapper">
+                <aap:target id="orders-table">
+                    <table class="data-table">
+                        <thead>
+                            <tr>
+                                <th>Order ID</th>
+                                <th>Customer</th>
+                                <th>Amount</th>
+                                <th>Date</th>
+                                <th>Status</th>
+                            </tr>
+                        </thead>
+                        <aap:target id="orders-table-body">
+                            <tbody>
+                                <!-- Order Rows (40+ rows) -->
+                                <!-- Data generated for example -->
+                                <tr>
+                                    <td>#ORD00101</td>
+                                    <td>Alice Johnson</td>
+                                    <td><aap:target id="order-amount-001">$249.00</aap:target></td>
+                                    <td>2023-10-26</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00102</td>
+                                    <td>Bob Smith</td>
+                                    <td><aap:target id="order-amount-002">$79.99</aap:target></td>
+                                    <td>2023-10-25</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00103</td>
+                                    <td>Charlie Brown</td>
+                                    <td><aap:target id="order-amount-003">$119.99</aap:target></td>
+                                    <td>2023-10-25</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00104</td>
+                                    <td>Diana Prince</td>
+                                    <td><aap:target id="order-amount-004">$29.99</aap:target></td>
+                                    <td>2023-10-24</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00105</td>
+                                    <td>Eve Adams</td>
+                                    <td><aap:target id="order-amount-005">$699.00</aap:target></td>
+                                    <td>2023-10-24</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00106</td>
+                                    <td>Frank White</td>
+                                    <td><aap:target id="order-amount-006">$129.99</aap:target></td>
+                                    <td>2023-10-23</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00107</td>
+                                    <td>Grace Lee</td>
+                                    <td><aap:target id="order-amount-007">$299.00</aap:target></td>
+                                    <td>2023-10-23</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00108</td>
+                                    <td>Henry Clark</td>
+                                    <td><aap:target id="order-amount-008">$179.00</aap:target></td>
+                                    <td>2023-10-22</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00109</td>
+                                    <td>Ivy Green</td>
+                                    <td><aap:target id="order-amount-009">$149.99</aap:target></td>
+                                    <td>2023-10-22</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00110</td>
+                                    <td>Jack King</td>
+                                    <td><aap:target id="order-amount-010">$349.99</aap:target></td>
+                                    <td>2023-10-21</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00111</td>
+                                    <td>Karen Hall</td>
+                                    <td><aap:target id="order-amount-011">$89.99</aap:target></td>
+                                    <td>2023-10-21</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00112</td>
+                                    <td>Liam Scott</td>
+                                    <td><aap:target id="order-amount-012">$110.00</aap:target></td>
+                                    <td>2023-10-20</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00113</td>
+                                    <td>Mia Baker</td>
+                                    <td><aap:target id="order-amount-013">$59.99</aap:target></td>
+                                    <td>2023-10-20</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00114</td>
+                                    <td>Noah Taylor</td>
+                                    <td><aap:target id="order-amount-014">$49.99</aap:target></td>
+                                    <td>2023-10-19</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00115</td>
+                                    <td>Olivia Miller</td>
+                                    <td><aap:target id="order-amount-015">$79.00</aap:target></td>
+                                    <td>2023-10-19</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00116</td>
+                                    <td>Peter Davis</td>
+                                    <td><aap:target id="order-amount-016">$199.99</aap:target></td>
+                                    <td>2023-10-18</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00117</td>
+                                    <td>Quinn Wilson</td>
+                                    <td><aap:target id="order-amount-017">$39.99</aap:target></td>
+                                    <td>2023-10-18</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00118</td>
+                                    <td>Rachel Moore</td>
+                                    <td><aap:target id="order-amount-018">$150.00</aap:target></td>
+                                    <td>2023-10-17</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00119</td>
+                                    <td>Sam Harris</td>
+                                    <td><aap:target id="order-amount-019">$65.00</aap:target></td>
+                                    <td>2023-10-17</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00120</td>
+                                    <td>Tina Young</td>
+                                    <td><aap:target id="order-amount-020">$99.00</aap:target></td>
+                                    <td>2023-10-16</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00121</td>
+                                    <td>Uma Jackson</td>
+                                    <td><aap:target id="order-amount-021">$25.00</aap:target></td>
+                                    <td>2023-10-16</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00122</td>
+                                    <td>Victor Green</td>
+                                    <td><aap:target id="order-amount-022">$349.00</aap:target></td>
+                                    <td>2023-10-15</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00123</td>
+                                    <td>Wendy White</td>
+                                    <td><aap:target id="order-amount-023">$199.00</aap:target></td>
+                                    <td>2023-10-15</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00124</td>
+                                    <td>Xavier Bell</td>
+                                    <td><aap:target id="order-amount-024">$299.00</aap:target></td>
+                                    <td>2023-10-14</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00125</td>
+                                    <td>Yara Hall</td>
+                                    <td><aap:target id="order-amount-025">$39.99</aap:target></td>
+                                    <td>2023-10-14</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00126</td>
+                                    <td>Zack Adams</td>
+                                    <td><aap:target id="order-amount-026">$349.99</aap:target></td>
+                                    <td>2023-10-13</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00127</td>
+                                    <td>Amy Brown</td>
+                                    <td><aap:target id="order-amount-027">$99.99</aap:target></td>
+                                    <td>2023-10-13</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00128</td>
+                                    <td>Brian Davis</td>
+                                    <td><aap:target id="order-amount-028">$45.00</aap:target></td>
+                                    <td>2023-10-12</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00129</td>
+                                    <td>Chloe Evans</td>
+                                    <td><aap:target id="order-amount-029">$15.99</aap:target></td>
+                                    <td>2023-10-12</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00130</td>
+                                    <td>Daniel Garcia</td>
+                                    <td><aap:target id="order-amount-030">$75.00</aap:target></td>
+                                    <td>2023-10-11</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00131</td>
+                                    <td>Emily Rodriguez</td>
+                                    <td><aap:target id="order-amount-031">$599.00</aap:target></td>
+                                    <td>2023-10-11</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00132</td>
+                                    <td>Fiona Martinez</td>
+                                    <td><aap:target id="order-amount-032">$120.00</aap:target></td>
+                                    <td>2023-10-10</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00133</td>
+                                    <td>George Hernandez</td>
+                                    <td><aap:target id="order-amount-033">$49.99</aap:target></td>
+                                    <td>2023-10-10</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00134</td>
+                                    <td>Hannah Lopez</td>
+                                    <td><aap:target id="order-amount-034">$89.00</aap:target></td>
+                                    <td>2023-10-09</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00135</td>
+                                    <td>Isaac Perez</td>
+                                    <td><aap:target id="order-amount-035">$69.99</aap:target></td>
+                                    <td>2023-10-09</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00136</td>
+                                    <td>Julia Garcia</td>
+                                    <td><aap:target id="order-amount-036">$19.99</aap:target></td>
+                                    <td>2023-10-08</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00137</td>
+                                    <td>Kevin Scott</td>
+                                    <td><aap:target id="order-amount-037">$60.00</aap:target></td>
+                                    <td>2023-10-08</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00138</td>
+                                    <td>Laura Kim</td>
+                                    <td><aap:target id="order-amount-038">$22.00</aap:target></td>
+                                    <td>2023-10-07</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00139</td>
+                                    <td>Michael Chen</td>
+                                    <td><aap:target id="order-amount-039">$29.99</aap:target></td>
+                                    <td>2023-10-07</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00140</td>
+                                    <td>Nancy Patel</td>
+                                    <td><aap:target id="order-amount-040">$180.00</aap:target></td>
+                                    <td>2023-10-06</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                            </tbody>
+                                                    <tbody>
+                                <tr>
+                                    <td>#ORD00141</td>
+                                    <td>Chris Evans</td>
+                                    <td><aap:target id="order-amount-041">$75.50</aap:target></td>
+                                    <td>2026-03-15</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00142</td>
+                                    <td>Jessica Alba</td>
+                                    <td><aap:target id="order-amount-042">$120.00</aap:target></td>
+                                    <td>2026-03-14</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00143</td>
+                                    <td>Tom Hanks</td>
+                                    <td><aap:target id="order-amount-043">$35.99</aap:target></td>
+                                    <td>2026-03-14</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00144</td>
+                                    <td>Sandra Bullock</td>
+                                    <td><aap:target id="order-amount-044">$200.00</aap:target></td>
+                                    <td>2026-03-13</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00145</td>
+                                    <td>Leonardo DiCaprio</td>
+                                    <td><aap:target id="order-amount-045">$89.99</aap:target></td>
+                                    <td>2026-03-13</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00146</td>
+                                    <td>Julia Roberts</td>
+                                    <td><aap:target id="order-amount-046">$150.00</aap:target></td>
+                                    <td>2026-03-12</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00147</td>
+                                    <td>Brad Pitt</td>
+                                    <td><aap:target id="order-amount-047">$49.00</aap:target></td>
+                                    <td>2026-03-12</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00148</td>
+                                    <td>Angelina Jolie</td>
+                                    <td><aap:target id="order-amount-048">$320.00</aap:target></td>
+                                    <td>2026-03-11</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00149</td>
+                                    <td>George Clooney</td>
+                                    <td><aap:target id="order-amount-049">$70.00</aap:target></td>
+                                    <td>2026-03-11</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00150</td>
+                                    <td>Jennifer Aniston</td>
+                                    <td><aap:target id="order-amount-050">$180.00</aap:target></td>
+                                    <td>2026-03-10</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00151</td>
+                                    <td>Dwayne Johnson</td>
+                                    <td><aap:target id="order-amount-051">$99.00</aap:target></td>
+                                    <td>2026-03-10</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00152</td>
+                                    <td>Gal Gadot</td>
+                                    <td><aap:target id="order-amount-052">$65.00</aap:target></td>
+                                    <td>2026-03-09</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00153</td>
+                                    <td>Robert Downey Jr.</td>
+                                    <td><aap:target id="order-amount-053">$450.00</aap:target></td>
+                                    <td>2026-03-09</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00154</td>
+                                    <td>Scarlett Johansson</td>
+                                    <td><aap:target id="order-amount-054">$110.00</aap:target></td>
+                                    <td>2026-03-08</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00155</td>
+                                    <td>Chris Hemsworth</td>
+                                    <td><aap:target id="order-amount-055">$75.00</aap:target></td>
+                                    <td>2026-03-08</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                            </tbody></aap:target>
+                    </table>
+                </aap:target>
+            </div>
+        </aap:target>
+
+        <h2 class="section-title">Account Settings</h2>
+        <aap:target id="settings-section">
+            <div class="form-section">
+                <h3>Profile Information</h3>
+                <aap:target id="profile-form">
+                    <div class="form-group">
+                        <label for="profile-name">Full Name</label>
+                        <aap:target id="profile-name-input">
+                            <input type="text" id="profile-name" value="Jane Smith">
+                        </aap:target>
+                    </div>
+                    <div class="form-group">
+                        <label for="profile-email">Email Address</label>
+                        <aap:target id="profile-email-input">
+                            <input type="email" id="profile-email" value="jane.smith@example.com">
+                        </aap:target>
+                    </div>
+                    <div class="form-group">
+                        <label for="profile-password">Password</label>
+                        <aap:target id="profile-password-input">
+                            <input type="password" id="profile-password" value="********">
+                        </aap:target>
+                    </div>
+                    <div class="form-actions">
+                        <aap:target id="profile-save-btn">
+                            <button type="submit" class="btn-primary">Save Profile</button>
+                        </aap:target>
+                    </div>
+                </aap:target>
+            </div>
+
+            <div class="form-section">
+                <h3>Notification Settings</h3>
+                <aap:target id="notification-settings">
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">Email Notifications</span>
+                        <label class="switch">
+                            <aap:target id="email-toggle">
+                                <input type="checkbox" checked>
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">SMS Notifications</span>
+                        <label class="switch">
+                            <aap:target id="sms-toggle">
+                                <input type="checkbox">
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">Push Notifications</span>
+                        <label class="switch">
+                            <aap:target id="push-toggle">
+                                <input type="checkbox" checked>
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="form-actions">
+                        <aap:target id="notification-save-btn">
+                            <button type="submit" class="btn-primary">Save Settings</button>
+                        </aap:target>
+                    </div>
+                </aap:target>
+            </div>
+        </aap:target>
+    </div>
+</body>
+</html>
\ No newline at end of file
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-2.json b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-2.json
index 5c980e0..6b03d7c 100644
--- a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-2.json
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-2.json
@@ -1,7 +1,7 @@
 {
   "protocol": "aap/0.1",
   "id": "artifact-id",
-  "version": 3,
+  "version": 1,
   "name": "edit",
   "meta": {
     "format": "text/html",
@@ -14,9 +14,9 @@
       "op": "insert_after",
       "target": {
         "type": "id",
-        "value": "order-table-header"
+        "value": "orders-table-body"
       },
-      "content": "<tr><td>ORD-2026-0301</td><td>Alice Johnson</td><td>$145.00</td><td>Completed</td></tr>\n<tr><td>ORD-2026-0302</td><td>Bob Smith</td><td>$89.50</td><td>Processing</td></tr>\n<tr><td>ORD-2026-0303</td><td>Charlie Brown</td><td>$210.00</td><td>Shipped</td></tr>\n<tr><td>ORD-2026-0304</td><td>Diana Prince</td><td>$34.99</td><td>Completed</td></tr>\n<tr><td>ORD-2026-0305</td><td>Edward Norton</td><td>$1200.00</td><td>Processing</td></tr>\n<tr><td>ORD-2026-0306</td><td>Fiona Gallagher</td><td>$56.20</td><td>Shipped</td></tr>\n<tr><td>ORD-2026-0307</td><td>George Miller</td><td>$430.75</td><td>Completed</td></tr>\n<tr><td>ORD-2026-0308</td><td>Hannah Abbott</td><td>$12.50</td><td>Pending</td></tr>\n<tr><td>ORD-2026-0309</td><td>Ian Wright</td><td>$99.99</td><td>Shipped</td></tr>\n<tr><td>ORD-2026-0310</td><td>Jane Doe</td><td>$275.00</td><td>Completed</td></tr>\n<tr><td>ORD-2026-0311</td><td>Kevin Hart</td><td>$150.00</td><td>Processing</td></tr>\n<tr><td>ORD-2026-0312</td><td>Laura Palmer</td><td>$88.00</td><td>Shipped</td></tr>\n<tr><td>ORD-2026-0313</td><td>Mike Wazowski</td><td>$45.00</td><td>Completed</td></tr>\n<tr><td>ORD-2026-0314</td><td>Nina Simone</td><td>$310.25</td><td>Processing</td></tr>\n<tr><td>ORD-2026-0315</td><td>Oscar Isaac</td><td>$125.50</td><td>Shipped</td></tr>"
+      "content": "                            <tbody>\n                                <tr>\n                                    <td>#ORD00141</td>\n                                    <td>Chris Evans</td>\n                                    <td><aap:target id=\"order-amount-041\">$75.50</aap:target></td>\n                                    <td>2026-03-15</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00142</td>\n                                    <td>Jessica Alba</td>\n                                    <td><aap:target id=\"order-amount-042\">$120.00</aap:target></td>\n                                    <td>2026-03-14</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00143</td>\n                                    <td>Tom Hanks</td>\n                                    <td><aap:target id=\"order-amount-043\">$35.99</aap:target></td>\n                                    <td>2026-03-14</td>\n                                    <td><span class=\"badge badge-warning\">Pending</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00144</td>\n                                    <td>Sandra Bullock</td>\n                                    <td><aap:target id=\"order-amount-044\">$200.00</aap:target></td>\n                                    <td>2026-03-13</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00145</td>\n                                    <td>Leonardo DiCaprio</td>\n                                    <td><aap:target id=\"order-amount-045\">$89.99</aap:target></td>\n                                    <td>2026-03-13</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00146</td>\n                                    <td>Julia Roberts</td>\n                                    <td><aap:target id=\"order-amount-046\">$150.00</aap:target></td>\n                                    <td>2026-03-12</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00147</td>\n                                    <td>Brad Pitt</td>\n                                    <td><aap:target id=\"order-amount-047\">$49.00</aap:target></td>\n                                    <td>2026-03-12</td>\n                                    <td><span class=\"badge badge-warning\">Pending</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00148</td>\n                                    <td>Angelina Jolie</td>\n                                    <td><aap:target id=\"order-amount-048\">$320.00</aap:target></td>\n                                    <td>2026-03-11</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00149</td>\n                                    <td>George Clooney</td>\n                                    <td><aap:target id=\"order-amount-049\">$70.00</aap:target></td>\n                                    <td>2026-03-11</td>\n                                    <td><span class=\"badge badge-danger\">Canceled</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00150</td>\n                                    <td>Jennifer Aniston</td>\n                                    <td><aap:target id=\"order-amount-050\">$180.00</aap:target></td>\n                                    <td>2026-03-10</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00151</td>\n                                    <td>Dwayne Johnson</td>\n                                    <td><aap:target id=\"order-amount-051\">$99.00</aap:target></td>\n                                    <td>2026-03-10</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00152</td>\n                                    <td>Gal Gadot</td>\n                                    <td><aap:target id=\"order-amount-052\">$65.00</aap:target></td>\n                                    <td>2026-03-09</td>\n                                    <td><span class=\"badge badge-warning\">Pending</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00153</td>\n                                    <td>Robert Downey Jr.</td>\n                                    <td><aap:target id=\"order-amount-053\">$450.00</aap:target></td>\n                                    <td>2026-03-09</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00154</td>\n                                    <td>Scarlett Johansson</td>\n                                    <td><aap:target id=\"order-amount-054\">$110.00</aap:target></td>\n                                    <td>2026-03-08</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00155</td>\n                                    <td>Chris Hemsworth</td>\n                                    <td><aap:target id=\"order-amount-055\">$75.00</aap:target></td>\n                                    <td>2026-03-08</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                            </tbody>"
     }
   ]
 }
\ No newline at end of file
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-3.html b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-3.html
deleted file mode 100644
index ab5031f..0000000
--- a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-3.html
+++ /dev/null
@@ -1,13 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "artifact-id",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "revenue"},
-      "content": "$215,430 <span style=\"color: green; font-size: 0.8rem;\">(+12.3%)</span>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-3.json b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-3.json
deleted file mode 100644
index 33477a9..0000000
--- a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "artifact-id",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "root"
-      },
-      "content": "<div style=\"font-family: sans-serif; padding: 20px;\">\n  <h1 style=\"color: #8b5cf6;\">Dashboard</h1>\n  <aap:target id=\"stats\">\n    <div class=\"card\" style=\"border: 1px solid #ddd; padding: 15px; border-radius: 8px; border-left: 5px solid #8b5cf6;\">\n      <h3>Total Revenue</h3>\n      <span style=\"font-size: 1.5rem; font-weight: bold;\"><aap:target id=\"revenue\">$215,430 <span style=\"color: green; font-size: 0.8rem;\">(+12.3%)</span></aap:target></span>\n    </div>\n  </aap:target>\n</div>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-4.html b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-4.html
deleted file mode 100644
index 59c3a96..0000000
--- a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-4.html
+++ /dev/null
@@ -1,27 +0,0 @@
-<aap:target id="dashboard">
-  <div class="stats-container">
-    <aap:target id="stats-revenue">
-      <div class="card">
-        <h3>Revenue</h3>
-        <span id="revenue">$215,430 <span style="color: green; font-size: 0.8rem;">(+12.3%)</span></span>
-      </div>
-    </aap:target>
-  </div>
-  <aap:target id="recent-activity-section">
-    <div class="activity-container">
-      <h2>Recent Activity</h2>
-      <ul id="activity-list">
-        <li>User A logged in</li>
-        <li>User B updated profile</li>
-        <li>User C made a purchase</li>
-        <li>User D sent a message</li>
-        <li>User E viewed dashboard</li>
-        <li>User F changed settings</li>
-        <li>User G invited a friend</li>
-        <li>User H liked a post</li>
-        <li>User I commented</li>
-        <li>User J logged out</li>
-      </ul>
-    </div>
-  </aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-4.json b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-4.json
deleted file mode 100644
index 868dfbe..0000000
--- a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-4.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "dashboard-artifact",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<aap:target id=\"dashboard\">\n  <div class=\"stats-container\">\n    <aap:target id=\"stats-revenue\">\n      <div class=\"card\">\n        <h3>Revenue</h3>\n        <span id=\"revenue\">$215,430 <span style=\"color: green; font-size: 0.8rem;\">(+12.3%)</span></span>\n      </div>\n    </aap:target>\n  </div>\n  <aap:target id=\"recent-activity-section\">\n    <div class=\"activity-container\">\n      <h2>Recent Activity</h2>\n      <ul id=\"activity-list\">\n        <li>User A logged in</li>\n        <li>User B updated profile</li>\n        <li>User C made a purchase</li>\n        <li>User D sent a message</li>\n        <li>User E viewed dashboard</li>\n        <li>User F changed settings</li>\n        <li>User G invited a friend</li>\n        <li>User H liked a post</li>\n        <li>User I commented</li>\n        <li>User J logged out</li>\n      </ul>\n    </div>\n  </aap:target>\n</aap:target>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-0.html b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-0.html
index b8f1541..81602fc 100644
--- a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-0.html
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-0.html
@@ -2,76 +2,1397 @@
 <html lang="en">
 <head>
     <meta charset="UTF-8">
-    <title>Admin Dashboard</title>
-    <style>
-        :root { --primary: #4f46e5; --bg: #f3f4f6; --text: #1f2937; }
-        body { font-family: sans-serif; background: var(--bg); color: var(--text); margin: 0; }
-        nav { background: #fff; padding: 1rem 2rem; display: flex; justify-content: space-between; align-items: center; border-bottom: 1px solid #e5e7eb; }
-        .container { padding: 2rem; max-width: 1200px; margin: auto; }
-        .stats-grid { display: grid; grid-template-columns: repeat(4, 1fr); gap: 1rem; margin-bottom: 2rem; }
-        .card { background: #fff; padding: 1.5rem; border-radius: 8px; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
-        table { width: 100%; border-collapse: collapse; background: #fff; border-radius: 8px; overflow: hidden; margin-top: 1rem; }
-        th { background: #f9fafb; text-align: left; padding: 1rem; border-bottom: 2px solid #e5e7eb; }
-        td { padding: 1rem; border-bottom: 1px solid #e5e7eb; }
-        .badge { padding: 0.25rem 0.5rem; border-radius: 999px; font-size: 0.75rem; font-weight: bold; }
-        .badge-active { background: #d1fae5; color: #065f46; }
-        .badge-pending { background: #fef3c7; color: #92400e; }
-        input, select { width: 100%; padding: 0.5rem; margin: 0.5rem 0; border: 1px solid #d1d5db; border-radius: 4px; }
-        .btn { padding: 0.5rem 1rem; border-radius: 4px; cursor: pointer; border: none; background: var(--primary); color: white; }
-    </style>
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>E-commerce Admin Dashboard</title>
 </head>
 <body>
-    <nav>
-        <div style="font-weight: bold; font-size: 1.5rem; color: var(--primary);">ADMIN.IO</div>
-        <div>Dashboard | Reports | Settings</div>
-        <div><img src="data:image/svg+xml;utf8,<svg width='32' height='32' viewBox='0 0 32 32'><circle cx='16' cy='16' r='16' fill='%234f46e5'/></svg>" width="32"> User <button class="btn" style="background:#ef4444">Sign Out</button></div>
-    </nav>
+    <style>
+        /* General Styles */
+        body {
+            font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";
+            margin: 0;
+            background-color: #f4f7f6;
+            color: #333;
+            line-height: 1.6;
+            -webkit-font-smoothing: antialiased;
+            -moz-osx-font-smoothing: grayscale;
+        }
+
+        *, *::before, *::after {
+            box-sizing: border-box;
+        }
+
+        .container {
+            max-width: 1200px;
+            margin: 20px auto;
+            padding: 0 20px;
+        }
+
+        /* Top Navigation Bar */
+        .navbar {
+            display: flex;
+            justify-content: space-between;
+            align-items: center;
+            background-color: #ffffff;
+            padding: 15px 20px;
+            box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05);
+            margin-bottom: 20px;
+        }
+
+        .navbar-brand {
+            font-weight: bold;
+            font-size: 24px;
+            color: #2c3e50;
+            text-decoration: none;
+        }
+
+        .navbar-links {
+            display: flex;
+            gap: 25px;
+        }
+
+        .navbar-links a {
+            color: #555;
+            text-decoration: none;
+            font-size: 16px;
+            padding: 5px 0;
+            position: relative;
+        }
+
+        .navbar-links a:hover {
+            color: #007bff;
+        }
+
+        .navbar-links a.active::after {
+            content: '';
+            position: absolute;
+            bottom: -5px;
+            left: 0;
+            width: 100%;
+            height: 2px;
+            background-color: #007bff;
+        }
+
+        .navbar-user {
+            display: flex;
+            align-items: center;
+            gap: 15px;
+        }
+
+        .navbar-avatar {
+            width: 38px;
+            height: 38px;
+            border-radius: 50%;
+            background-color: #e0e0e0;
+            display: flex;
+            justify-content: center;
+            align-items: center;
+            font-weight: bold;
+            color: #777;
+            font-size: 14px;
+            text-transform: uppercase;
+        }
+
+        .navbar-signout {
+            background-color: #dc3545;
+            color: white;
+            border: none;
+            padding: 8px 15px;
+            border-radius: 5px;
+            cursor: pointer;
+            font-size: 14px;
+            transition: background-color 0.2s ease;
+        }
+
+        .navbar-signout:hover {
+            background-color: #c82333;
+        }
+
+        /* Stat Cards */
+        .stat-cards {
+            display: grid;
+            grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));
+            gap: 20px;
+            margin-bottom: 30px;
+        }
+
+        .card {
+            background-color: #ffffff;
+            padding: 25px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            display: flex;
+            flex-direction: column;
+            justify-content: space-between;
+            transition: transform 0.2s ease;
+        }
+
+        .card:hover {
+            transform: translateY(-5px);
+        }
+
+        .card-title {
+            font-size: 16px;
+            color: #777;
+            margin-bottom: 10px;
+        }
+
+        .card-value {
+            font-size: 32px;
+            font-weight: bold;
+            color: #333;
+            margin-bottom: 10px;
+        }
+
+        .card-trend {
+            display: flex;
+            align-items: center;
+            font-size: 14px;
+            gap: 5px;
+        }
+
+        .card-trend.positive {
+            color: #28a745; /* Green */
+        }
+
+        .card-trend.negative {
+            color: #dc3545; /* Red */
+        }
+
+        .card-trend span {
+            font-weight: bold;
+        }
+
+        /* Section Header */
+        .section-header {
+            font-size: 24px;
+            color: #2c3e50;
+            margin-bottom: 20px;
+            font-weight: 600;
+        }
+
+        /* Tables */
+        .table-wrapper {
+            background-color: #ffffff;
+            padding: 25px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            margin-bottom: 30px;
+            overflow-x: auto; /* For responsive tables */
+        }
+
+        .data-table {
+            width: 100%;
+            border-collapse: collapse;
+            text-align: left;
+            min-width: 600px; /* Ensure table is scrollable on smaller screens */
+        }
+
+        .data-table th, .data-table td {
+            padding: 12px 15px;
+            border-bottom: 1px solid #eee;
+        }
+
+        .data-table th {
+            background-color: #f8f8f8;
+            color: #555;
+            font-weight: 600;
+            text-transform: uppercase;
+            font-size: 13px;
+        }
+
+        .data-table tbody tr:hover {
+            background-color: #fcfcfc;
+        }
+
+        .data-table tbody tr:last-child td {
+            border-bottom: none;
+        }
+
+        /* Status Badges */
+        .badge {
+            display: inline-block;
+            padding: 6px 10px;
+            border-radius: 5px;
+            font-size: 12px;
+            font-weight: 600;
+            text-transform: capitalize;
+            color: #fff;
+        }
+
+        .badge-success { background-color: #28a745; } /* Green */
+        .badge-warning { background-color: #ffc107; color: #333; } /* Yellow */
+        .badge-danger { background-color: #dc3545; } /* Red */
+        .badge-info { background-color: #17a2b8; } /* Blue-green */
+        .badge-primary { background-color: #007bff; } /* Blue */
+        .badge-secondary { background-color: #6c757d; } /* Gray */
+        .badge-dark { background-color: #343a40; } /* Dark Gray */
+
+        /* Account Settings Form */
+        .settings-form {
+            background-color: #ffffff;
+            padding: 30px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            margin-bottom: 30px;
+        }
+
+        .form-group {
+            margin-bottom: 20px;
+        }
+
+        .form-group label {
+            display: block;
+            margin-bottom: 8px;
+            font-weight: 600;
+            color: #555;
+            font-size: 15px;
+        }
+
+        .form-group input[type="text"],
+        .form-group input[type="email"],
+        .form-group input[type="password"] {
+            width: 100%;
+            padding: 12px;
+            border: 1px solid #ddd;
+            border-radius: 5px;
+            font-size: 16px;
+            color: #333;
+            transition: border-color 0.2s ease;
+        }
+
+        .form-group input[type="text"]:focus,
+        .form-group input[type="email"]:focus,
+        .form-group input[type="password"]:focus {
+            border-color: #007bff;
+            outline: none;
+        }
+
+        .form-group-checkbox {
+            display: flex;
+            align-items: center;
+            margin-bottom: 15px;
+        }
+
+        .form-group-checkbox input[type="checkbox"] {
+            margin-right: 10px;
+            width: 18px;
+            height: 18px;
+            cursor: pointer;
+        }
+
+        .form-group-checkbox label {
+            margin-bottom: 0;
+            cursor: pointer;
+            font-weight: normal;
+        }
+
+        .form-actions {
+            margin-top: 30px;
+            text-align: right;
+        }
+
+        .btn-primary {
+            background-color: #007bff;
+            color: white;
+            border: none;
+            padding: 12px 25px;
+            border-radius: 5px;
+            cursor: pointer;
+            font-size: 16px;
+            font-weight: 500;
+            transition: background-color 0.2s ease;
+        }
+
+        .btn-primary:hover {
+            background-color: #0056b3;
+        }
+
+        /* Utility classes */
+        .mt-30 { margin-top: 30px; }
+    </style>
+
+    <div class="navbar">
+        <a href="#" class="navbar-brand">Shop Admin</a>
+        <div class="navbar-links">
+            <a href="#" class="active">Dashboard</a>
+            <a href="#">Products</a>
+            <a href="#">Orders</a>
+            <a href="#">Customers</a>
+            <a href="#">Settings</a>
+        </div>
+        <div class="navbar-user">
+            <div class="navbar-avatar">JD</div>
+            <span>John Doe</span>
+            <button class="navbar-signout">Sign Out</button>
+        </div>
+    </div>
 
     <div class="container">
-        <div class="stats-grid">
-            <div class="card"><h3>Total Revenue</h3><p style="font-size: 1.5rem">$54,230</p><small style="color: green">↑ 12%</small></div>
-            <div class="card"><h3>Orders</h3><p style="font-size: 1.5rem">1,204</p><small style="color: green">↑ 5%</small></div>
-            <div class="card"><h3>Customers</h3><p style="font-size: 1.5rem">842</p><small style="color: green">↑ 2%</small></div>
-            <div class="card"><h3>Conversion</h3><p style="font-size: 1.5rem">3.2%</p><small style="color: red">↓ 0.5%</small></div>
+        <!-- Stat Cards -->
+        <div class="stat-cards">
+            <div class="card">
+                <div class="card-title">Total Revenue</div>
+                <div class="card-value">$1,234,567</div>
+                <div class="card-trend positive">
+                    ▲ <span>12.5%</span> this month
+                </div>
+            </div>
+            <div class="card">
+                <div class="card-title">Orders</div>
+                <div class="card-value">2,890</div>
+                <div class="card-trend positive">
+                    ▲ <span>8.2%</span> this month
+                </div>
+            </div>
+            <div class="card">
+                <div class="card-title">Customers</div>
+                <div class="card-value">1,540</div>
+                <div class="card-trend negative">
+                    ▼ <span>1.3%</span> this month
+                </div>
+            </div>
+            <div class="card">
+                <div class="card-title">Conversion Rate</div>
+                <div class="card-value">3.45%</div>
+                <div class="card-trend positive">
+                    ▲ <span>0.5%</span> this month
+                </div>
+            </div>
         </div>
 
-        <section class="card" style="margin-bottom: 2rem">
-            <h2>Products Inventory</h2>
-            <table id="productsTable">
-                <thead><tr><th>Name</th><th>SKU</th><th>Price</th><th>Stock</th><th>Status</th></tr></thead>
+        <!-- Products Table -->
+        <h2 class="section-header">Products</h2>
+        <div class="table-wrapper">
+            <table class="data-table">
+                <thead>
+                    <tr>
+                        <th>Product Name</th>
+                        <th>SKU</th>
+                        <th>Price</th>
+                        <th>Stock</th>
+                        <th>Category</th>
+                        <th>Status</th>
+                    </tr>
+                </thead>
                 <tbody>
-                    <script>
-                        for(let i=1; i<=60; i++) {
-                            document.write(`<tr><td>Product ${i}</td><td>SKU-${1000+i}</td><td>$${(Math.random()*100).toFixed(2)}</td><td>${Math.floor(Math.random()*500)}</td><td><span class="badge badge-active">Active</span></td></tr>`);
-                        }
-                    </script>
+                    <tr>
+                        <td>Wireless Bluetooth Headphones</td>
+                        <td>SKU-8345-78</td>
+                        <td>$89.99</td>
+                        <td>125</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>4K Ultra HD Smart TV</td>
+                        <td>SKU-1234-56</td>
+                        <td>$799.00</td>
+                        <td>45</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smartwatch Fitness Tracker</td>
+                        <td>SKU-5678-12</td>
+                        <td>$129.50</td>
+                        <td>8</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Power Bank 20000mAh</td>
+                        <td>SKU-9012-34</td>
+                        <td>$34.99</td>
+                        <td>210</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Noise Cancelling Earbuds</td>
+                        <td>SKU-3456-78</td>
+                        <td>$149.99</td>
+                        <td>60</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Laptop 15-inch</td>
+                        <td>SKU-7890-12</td>
+                        <td>$1199.99</td>
+                        <td>15</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Mechanical Keyboard RGB</td>
+                        <td>SKU-2345-67</td>
+                        <td>$99.99</td>
+                        <td>90</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Ergonomic Office Chair</td>
+                        <td>SKU-6789-01</td>
+                        <td>$249.00</td>
+                        <td>5</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>USB-C Hub Multiport</td>
+                        <td>SKU-0123-45</td>
+                        <td>$49.99</td>
+                        <td>150</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>External SSD 1TB</td>
+                        <td>SKU-4567-89</td>
+                        <td>$119.99</td>
+                        <td>30</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Robot Vacuum Cleaner</td>
+                        <td>SKU-8901-23</td>
+                        <td>$299.00</td>
+                        <td>12</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Air Fryer 5L</td>
+                        <td>SKU-1234-50</td>
+                        <td>$89.99</td>
+                        <td>70</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Coffee Maker Programmable</td>
+                        <td>SKU-5678-90</td>
+                        <td>$75.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Home Security Camera</td>
+                        <td>SKU-9012-30</td>
+                        <td>$69.99</td>
+                        <td>18</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>LED Desk Lamp</td>
+                        <td>SKU-3456-70</td>
+                        <td>$29.99</td>
+                        <td>100</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Toothbrush Sonic</td>
+                        <td>SKU-7890-10</td>
+                        <td>$59.99</td>
+                        <td>40</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Water Bottle Smart</td>
+                        <td>SKU-2345-60</td>
+                        <td>$24.99</td>
+                        <td>130</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Travel Backpack Anti-Theft</td>
+                        <td>SKU-6789-00</td>
+                        <td>$55.00</td>
+                        <td>22</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Digital Camera Mirrorless</td>
+                        <td>SKU-0123-40</td>
+                        <td>$899.99</td>
+                        <td>7</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Drone with 4K Camera</td>
+                        <td>SKU-4567-80</td>
+                        <td>$499.00</td>
+                        <td>10</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Projector</td>
+                        <td>SKU-8901-20</td>
+                        <td>$199.00</td>
+                        <td>25</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Virtual Reality Headset</td>
+                        <td>SKU-1234-51</td>
+                        <td>$399.99</td>
+                        <td>18</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart LED Strip Lights</td>
+                        <td>SKU-5678-91</td>
+                        <td>$25.00</td>
+                        <td>200</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Standing Desk Converter</td>
+                        <td>SKU-9012-31</td>
+                        <td>$179.99</td>
+                        <td>30</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Wireless Charging Pad</td>
+                        <td>SKU-3456-71</td>
+                        <td>$19.99</td>
+                        <td>180</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Mouse RGB</td>
+                        <td>SKU-7890-11</td>
+                        <td>$45.00</td>
+                        <td>95</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Monitor Ultra-Wide</td>
+                        <td>SKU-2345-61</td>
+                        <td>$349.00</td>
+                        <td>12</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Soundbar with Subwoofer</td>
+                        <td>SKU-6789-01</td>
+                        <td>$189.99</td>
+                        <td>20</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>E-Reader Paperwhite</td>
+                        <td>SKU-0123-41</td>
+                        <td>$119.00</td>
+                        <td>55</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Kettle Smart</td>
+                        <td>SKU-4567-81</td>
+                        <td>$65.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Blender High-Speed</td>
+                        <td>SKU-8901-21</td>
+                        <td>$99.00</td>
+                        <td>35</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Espresso Machine</td>
+                        <td>SKU-1234-52</td>
+                        <td>$499.00</td>
+                        <td>8</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Home Theater System</td>
+                        <td>SKU-5678-92</td>
+                        <td>$699.99</td>
+                        <td>6</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Mesh Wi-Fi System</td>
+                        <td>SKU-9012-32</td>
+                        <td>$199.99</td>
+                        <td>25</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Network Attached Storage (NAS)</td>
+                        <td>SKU-3456-72</td>
+                        <td>$299.00</td>
+                        <td>10</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Plug Mini</td>
+                        <td>SKU-7890-12</td>
+                        <td>$15.00</td>
+                        <td>300</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Dash Cam Front & Rear</td>
+                        <td>SKU-2345-62</td>
+                        <td>$120.00</td>
+                        <td>40</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Car Jump Starter Portable</td>
+                        <td>SKU-6789-02</td>
+                        <td>$80.00</td>
+                        <td>15</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Bike Trainer Smart</td>
+                        <td>SKU-0123-42</td>
+                        <td>$299.00</td>
+                        <td>7</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>GPS Running Watch</td>
+                        <td>SKU-4567-82</td>
+                        <td>$199.00</td>
+                        <td>20</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Blood Pressure Monitor Smart</td>
+                        <td>SKU-8901-22</td>
+                        <td>$49.99</td>
+                        <td>50</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Scale Smart Body Fat</td>
+                        <td>SKU-1234-53</td>
+                        <td>$35.00</td>
+                        <td>70</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Massage Gun Percussion</td>
+                        <td>SKU-5678-93</td>
+                        <td>$149.00</td>
+                        <td>10</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Heated Blanket Electric</td>
+                        <td>SKU-9012-33</td>
+                        <td>$79.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Humidifier Smart</td>
+                        <td>SKU-3456-73</td>
+                        <td>$55.00</td>
+                        <td>45</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Air Purifier HEPA</td>
+                        <td>SKU-7890-13</td>
+                        <td>$159.00</td>
+                        <td>18</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable AC Unit</td>
+                        <td>SKU-2345-63</td>
+                        <td>$399.00</td>
+                        <td>5</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Thermostat</td>
+                        <td>SKU-6789-03</td>
+                        <td>$149.00</td>
+                        <td>22</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Video Doorbell Pro</td>
+                        <td>SKU-0123-43</td>
+                        <td>$179.00</td>
+                        <td>12</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Lock Keyless</td>
+                        <td>SKU-4567-83</td>
+                        <td>$129.00</td>
+                        <td>9</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Scooter Folding</td>
+                        <td>SKU-8901-23</td>
+                        <td>$599.00</td>
+                        <td>3</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Skateboard</td>
+                        <td>SKU-1234-54</td>
+                        <td>$449.00</td>
+                        <td>2</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Bicycle</td>
+                        <td>SKU-5678-94</td>
+                        <td>$899.00</td>
+                        <td>1</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Workout Headphones</td>
+                        <td>SKU-9012-34</td>
+                        <td>$79.00</td>
+                        <td>80</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Outdoor Smart Plug</td>
+                        <td>SKU-3456-74</td>
+                        <td>$29.00</td>
+                        <td>110</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Garden Sprinkler Smart</td>
+                        <td>SKU-7890-14</td>
+                        <td>$69.00</td>
+                        <td>20</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Pet Feeder Smart</td>
+                        <td>SKU-2345-64</td>
+                        <td>$75.00</td>
+                        <td>15</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Dog Camera Treat Dispenser</td>
+                        <td>SKU-6789-04</td>
+                        <td>$120.00</td>
+                        <td>10</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Cat Litter Box Self-Cleaning</td>
+                        <td>SKU-0123-44</td>
+                        <td>$499.00</td>
+                        <td>4</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Wi-Fi Router AX6000</td>
+                        <td>SKU-4567-84</td>
+                        <td>$189.99</td>
+                        <td>28</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Espresso Maker</td>
+                        <td>SKU-8901-24</td>
+                        <td>$79.99</td>
+                        <td>35</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Instant Photo Printer</td>
+                        <td>SKU-1234-55</td>
+                        <td>$119.00</td>
+                        <td>17</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Fireplace Heater</td>
+                        <td>SKU-5678-95</td>
+                        <td>$159.00</td>
+                        <td>6</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Light Bulbs 4-Pack</td>
+                        <td>SKU-9012-35</td>
+                        <td>$49.99</td>
+                        <td>190</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Headset Wireless</td>
+                        <td>SKU-3456-75</td>
+                        <td>$110.00</td>
+                        <td>50</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>UV Sanitizer for Phone</td>
+                        <td>SKU-7890-15</td>
+                        <td>$39.99</td>
+                        <td>85</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Grill Indoor</td>
+                        <td>SKU-2345-65</td>
+                        <td>$95.00</td>
+                        <td>11</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Digital Voice Recorder</td>
+                        <td>SKU-6789-05</td>
+                        <td>$49.00</td>
+                        <td>60</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Air Compressor</td>
+                        <td>SKU-0123-45</td>
+                        <td>$65.00</td>
+                        <td>25</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Fitness Trampoline Mini</td>
+                        <td>SKU-4567-85</td>
+                        <td>$85.00</td>
+                        <td>8</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Window Cleaning Robot</td>
+                        <td>SKU-8901-25</td>
+                        <td>$249.00</td>
+                        <td>5</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Plant Pot</td>
+                        <td>SKU-1234-56</td>
+                        <td>$55.00</td>
+                        <td>30</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Wine Opener Set</td>
+                        <td>SKU-5678-96</td>
+                        <td>$39.00</td>
+                        <td>70</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Car Phone Mount Wireless Charger</td>
+                        <td>SKU-9012-36</td>
+                        <td>$29.99</td>
+                        <td>140</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Document Scanner</td>
+                        <td>SKU-3456-76</td>
+                        <td>$169.00</td>
+                        <td>12</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Solar Garden Lights 10-Pack</td>
+                        <td>SKU-7890-16</td>
+                        <td>$45.00</td>
+                        <td>90</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Mirror for Bathroom</td>
+                        <td>SKU-2345-66</td>
+                        <td>$299.00</td>
+                        <td>3</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
                 </tbody>
             </table>
-        </section>
+        </div>
 
-        <section class="card" style="margin-bottom: 2rem">
-            <h2>Recent Orders</h2>
-            <table>
-                <thead><tr><th>ID</th><th>Customer</th><th>Amount</th><th>Date</th><th>Status</th></tr></thead>
+        <!-- Orders Table -->
+        <h2 class="section-header">Recent Orders</h2>
+        <div class="table-wrapper">
+            <table class="data-table">
+                <thead>
+                    <tr>
+                        <th>Order ID</th>
+                        <th>Customer</th>
+                        <th>Amount</th>
+                        <th>Order Date</th>
+                        <th>Status</th>
+                    </tr>
+                </thead>
                 <tbody>
-                    <script>
-                        for(let i=1; i<=40; i++) {
-                            document.write(`<tr><td>#ORD-${5000+i}</td><td>User ${i}</td><td>$${(Math.random()*500).toFixed(2)}</td><td>2023-10-${(i%28)+1}</td><td><span class="badge badge-pending">Pending</span></td></tr>`);
-                        }
-                    </script>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-473950</a></td>
+                        <td>Charlie Brown</td>
+                        <td>$145.00</td>
+                        <td>2023-10-26</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-894723</a></td>
+                        <td>Henry Wilson</td>
+                        <td>$780.25</td>
+                        <td>2023-10-22</td>
+                        <td><span class="badge badge-delivered">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-120567</a></td>
+                        <td>Alice Johnson</td>
+                        <td>$320.50</td>
+                        <td>2023-10-28</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-678910</a></td>
+                        <td>Bob Williams</td>
+                        <td>$89.99</td>
+                        <td>2023-10-27</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-345678</a></td>
+                        <td>Diana Prince</td>
+                        <td>$1200.00</td>
+                        <td>2023-10-25</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-987654</a></td>
+                        <td>Eve Davis</td>
+                        <td>$45.75</td>
+                        <td>2023-10-24</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-112233</a></td>
+                        <td>Frank Miller</td>
+                        <td>$210.00</td>
+                        <td>2023-10-23</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-554433</a></td>
+                        <td>Grace Taylor</td>
+                        <td>$75.50</td>
+                        <td>2023-10-21</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-678543</a></td>
+                        <td>Ivy Moore</td>
+                        <td>$550.00</td>
+                        <td>2023-10-20</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-234567</a></td>
+                        <td>Jack White</td>
+                        <td>$19.99</td>
+                        <td>2023-10-19</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-876543</a></td>
+                        <td>Karen Green</td>
+                        <td>$123.45</td>
+                        <td>2023-10-18</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-098765</a></td>
+                        <td>Liam Hall</td>
+                        <td>$999.99</td>
+                        <td>2023-10-17</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-111222</a></td>
+                        <td>Mia King</td>
+                        <td>$67.89</td>
+                        <td>2023-10-16</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-333444</a></td>
+                        <td>Noah Wright</td>
+                        <td>$345.60</td>
+                        <td>2023-10-15</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-555666</a></td>
+                        <td>Olivia Scott</td>
+                        <td>$12.30</td>
+                        <td>2023-10-14</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-777888</a></td>
+                        <td>Peter Adams</td>
+                        <td>$78.90</td>
+                        <td>2023-10-13</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-999000</a></td>
+                        <td>Quinn Lewis</td>
+                        <td>$150.00</td>
+                        <td>2023-10-12</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-222111</a></td>
+                        <td>Rachel Lee</td>
+                        <td>$29.99</td>
+                        <td>2023-10-11</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-444555</a></td>
+                        <td>Sam Clark</td>
+                        <td>$499.00</td>
+                        <td>2023-10-10</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-666777</a></td>
+                        <td>Tina Young</td>
+                        <td>$18.50</td>
+                        <td>2023-10-09</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-888999</a></td>
+                        <td>Uma Hernandez</td>
+                        <td>$670.00</td>
+                        <td>2023-10-08</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-000111</a></td>
+                        <td>Victor Garcia</td>
+                        <td>$25.00</td>
+                        <td>2023-10-07</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-121314</a></td>
+                        <td>Wendy Lopez</td>
+                        <td>$99.00</td>
+                        <td>2023-10-06</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-151617</a></td>
+                        <td>Xavier Rodriguez</td>
+                        <td>$300.00</td>
+                        <td>2023-10-05</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-181920</a></td>
+                        <td>Yara Martinez</td>
+                        <td>$79.00</td>
+                        <td>2023-10-04</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-212223</a></td>
+                        <td>Zack Anderson</td>
+                        <td>$149.00</td>
+                        <td>2023-10-03</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-242526</a></td>
+                        <td>Alice Johnson</td>
+                        <td>$50.00</td>
+                        <td>2023-10-02</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-272829</a></td>
+                        <td>Bob Williams</td>
+                        <td>$12.99</td>
+                        <td>2023-10-01</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-303132</a></td>
+                        <td>Charlie Brown</td>
+                        <td>$80.00</td>
+                        <td>2023-09-30</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-333435</a></td>
+                        <td>Diana Prince</td>
+                        <td>$240.00</td>
+                        <td>2023-09-29</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-363738</a></td>
+                        <td>Eve Davis</td>
+                        <td>$1500.00</td>
+                        <td>2023-09-28</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-394041</a></td>
+                        <td>Frank Miller</td>
+                        <td>$65.00</td>
+                        <td>2023-09-27</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-424344</a></td>
+                        <td>Grace Taylor</td>
+                        <td>$199.00</td>
+                        <td>2023-09-26</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-454647</a></td>
+                        <td>Henry Wilson</td>
+                        <td>$30.00</td>
+                        <td>2023-09-25</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-484950</a></td>
+                        <td>Ivy Moore</td>
+                        <td>$450.00</td>
+                        <td>2023-09-24</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-515253</a></td>
+                        <td>Jack White</td>
+                        <td>$22.00</td>
+                        <td>2023-09-23</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-545556</a></td>
+                        <td>Karen Green</td>
+                        <td>$88.88</td>
+                        <td>2023-09-22</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-575859</a></td>
+                        <td>Liam Hall</td>
+                        <td>$765.00</td>
+                        <td>2023-09-21</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-606162</a></td>
+                        <td>Mia King</td>
+                        <td>$120.00</td>
+                        <td>2023-09-20</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-636465</a></td>
+                        <td>Noah Wright</td>
+                        <td>$33.50</td>
+                        <td>2023-09-19</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-666768</a></td>
+                        <td>Olivia Scott</td>
+                        <td>$99.99</td>
+                        <td>2023-09-18</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-697071</a></td>
+                        <td>Peter Adams</td>
+                        <td>$55.00</td>
+                        <td>2023-09-17</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-727374</a></td>
+                        <td>Quinn Lewis</td>
+                        <td>$12.00</td>
+                        <td>2023-09-16</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-757677</a></td>
+                        <td>Rachel Lee</td>
+                        <td>$250.00</td>
+                        <td>2023-09-15</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-787980</a></td>
+                        <td>Sam Clark</td>
+                        <td>$75.00</td>
+                        <td>2023-09-14</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-818283</a></td>
+                        <td>Tina Young</td>
+                        <td>$110.00</td>
+                        <td>2023-09-13</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-848586</a></td>
+                        <td>Uma Hernandez</td>
+                        <td>$400.00</td>
+                        <td>2023-09-12</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
                 </tbody>
             </table>
-        </section>
+        </div>
 
-        <section class="card">
-            <h2>Account Settings</h2>
+        <!-- Account Settings Form -->
+        <h2 class="section-header">Account Settings</h2>
+        <div class="settings-form">
             <form>
-                <label>Full Name</label><input type="text" value="John Doe">
-                <label>Email</label><input type="email" value="john@example.com">
-                <label><input type="checkbox" checked> Receive Email Notifications</label>
-                <button class="btn" type="button" style="margin-top: 1rem">Save Changes</button>
+                <div class="form-group">
+                    <label for="name">Full Name</label>
+                    <input type="text" id="name" value="John Doe">
+                </div>
+                <div class="form-group">
+                    <label for="email">Email Address</label>
+                    <input type="email" id="email" value="john.doe@example.com">
+                </div>
+                <div class="form-group">
+                    <label for="password">Password</label>
+                    <input type="password" id="password" value="********">
+                </div>
+                <div class="form-group">
+                    <label for="address">Shipping Address</label>
+                    <input type="text" id="address" value="123 Main St, Anytown, CA 90210">
+                </div>
+                <div class="form-group">
+                    <label for="phone">Phone Number</label>
+                    <input type="text" id="phone" value="+1 (555) 123-4567">
+                </div>
+
+                <h3 class="mt-30" style="font-size: 20px; color: #2c3e50; margin-bottom: 20px; font-weight: 600;">Notification Preferences</h3>
+
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="email-notif" checked>
+                    <label for="email-notif">Email notifications for new orders</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="sms-notif">
+                    <label for="sms-notif">SMS notifications for critical alerts</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="promo-notif" checked>
+                    <label for="promo-notif">Receive marketing and promotional emails</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="newsletter-notif">
+                    <label for="newsletter-notif">Subscribe to weekly newsletter</label>
+                </div>
+
+                <div class="form-actions">
+                    <button type="submit" class="btn-primary">Save Changes</button>
+                </div>
             </form>
-        </section>
+        </div>
+
     </div>
 </body>
 </html>
\ No newline at end of file
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-1.html b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-1.html
index 6aa3cc3..aac042e 100644
--- a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-1.html
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-1.html
@@ -2,80 +2,1404 @@
 <html lang="en">
 <head>
     <meta charset="UTF-8">
-    <title>Admin Dashboard</title>
-    <style>
-        :root { --primary: #4f46e5; --bg: #f3f4f6; --text: #1f2937; }
-        body { font-family: sans-serif; background: var(--bg); color: var(--text); margin: 0; }
-        nav { background: #fff; padding: 1rem 2rem; display: flex; justify-content: space-between; align-items: center; border-bottom: 1px solid #e5e7eb; }
-        .container { padding: 2rem; max-width: 1200px; margin: auto; }
-        .stats-grid { display: grid; grid-template-columns: repeat(4, 1fr); gap: 1rem; margin-bottom: 2rem; }
-        .card { background: #fff; padding: 1.5rem; border-radius: 8px; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
-        table { width: 100%; border-collapse: collapse; background: #fff; border-radius: 8px; overflow: hidden; margin-top: 1rem; }
-        th { background: #f9fafb; text-align: left; padding: 1rem; border-bottom: 2px solid #e5e7eb; }
-        td { padding: 1rem; border-bottom: 1px solid #e5e7eb; }
-        .badge { padding: 0.25rem 0.5rem; border-radius: 999px; font-size: 0.75rem; font-weight: bold; }
-        .badge-active { background: #d1fae5; color: #065f46; }
-        .badge-pending { background: #fef3c7; color: #92400e; }
-        input, select { width: 100%; padding: 0.5rem; margin: 0.5rem 0; border: 1px solid #d1d5db; border-radius: 4px; }
-        .btn { padding: 0.5rem 1rem; border-radius: 4px; cursor: pointer; border: none; background: var(--primary); color: white; }
-    </style>
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>E-commerce Admin Dashboard</title>
 </head>
 <body>
-    <nav>
-        <div style="font-weight: bold; font-size: 1.5rem; color: var(--primary);">ADMIN.IO</div>
-        <div>Dashboard | Reports | Settings</div>
-        <div><img src="data:image/svg+xml;utf8,<svg width='32' height='32' viewBox='0 0 32 32'><circle cx='16' cy='16' r='16' fill='%234f46e5'/></svg>" width="32"> User <button class="btn" style="background:#ef4444">Sign Out</button></div>
-    </nav>
+    <style>
+        /* General Styles */
+        body {
+            font-family: -apple-system, BlinkMacMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";
+            margin: 0;
+            background-color: #f4f7f6;
+            color: #333;
+            line-height: 1.6;
+            -webkit-font-smoothing: antialiased;
+            -moz-osx-font-smoothing: grayscale;
+        }
+
+        *, *::before, *::after {
+            box-sizing: border-box;
+        }
+
+        .container {
+            max-width: 1200px;
+            margin: 20px auto;
+            padding: 0 20px;
+        }
+
+        /* Top Navigation Bar */
+        .navbar {
+            display: flex;
+            justify-content: space-between;
+            align-items: center;
+            background-color: #ffffff;
+            padding: 15px 20px;
+            box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05);
+            margin-bottom: 20px;
+        }
+
+        .navbar-brand {
+            font-weight: bold;
+            font-size: 24px;
+            color: #2c3e50;
+            text-decoration: none;
+        }
+
+        .navbar-links {
+            display: flex;
+            gap: 25px;
+        }
+
+        .navbar-links a {
+            color: #555;
+            text-decoration: none;
+            font-size: 16px;
+            padding: 5px 0;
+            position: relative;
+        }
+
+        .navbar-links a:hover {
+            color: #007bff;
+        }
+
+        .navbar-links a.active::after {
+            content: '';
+            position: absolute;
+            bottom: -5px;
+            left: 0;
+            width: 100%;
+            height: 2px;
+            background-color: #007bff;
+        }
+
+        .navbar-user {
+            display: flex;
+            align-items: center;
+            gap: 15px;
+        }
+
+        .navbar-avatar {
+            width: 38px;
+            height: 38px;
+            border-radius: 50%;
+            background-color: #e0e0e0;
+            display: flex;
+            justify-content: center;
+            align-items: center;
+            font-weight: bold;
+            color: #777;
+            font-size: 14px;
+            text-transform: uppercase;
+        }
+
+        .navbar-signout {
+            background-color: #dc3545;
+            color: white;
+            border: none;
+            padding: 8px 15px;
+            border-radius: 5px;
+            cursor: pointer;
+            font-size: 14px;
+            transition: background-color 0.2s ease;
+        }
+
+        .navbar-signout:hover {
+            background-color: #c82333;
+        }
+
+        /* Stat Cards */
+        .stat-cards {
+            display: grid;
+            grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));
+            gap: 20px;
+            margin-bottom: 30px;
+        }
+
+        .card {
+            background-color: #ffffff;
+            padding: 25px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            display: flex;
+            flex-direction: column;
+            justify-content: space-between;
+            transition: transform 0.2s ease;
+        }
+
+        .card:hover {
+            transform: translateY(-5px);
+        }
+
+        .card-title {
+            font-size: 16px;
+            color: #777;
+            margin-bottom: 10px;
+        }
+
+        .card-value {
+            font-size: 32px;
+            font-weight: bold;
+            color: #333;
+            margin-bottom: 10px;
+        }
+
+        .card-trend {
+            display: flex;
+            align-items: center;
+            font-size: 14px;
+            gap: 5px;
+        }
+
+        .card-trend.positive {
+            color: #28a745; /* Green */
+        }
+
+        .card-trend.negative {
+            color: #dc3545; /* Red */
+        }
+
+        .card-trend span {
+            font-weight: bold;
+        }
+
+        /* Section Header */
+        .section-header {
+            font-size: 24px;
+            color: #2c3e50;
+            margin-bottom: 20px;
+            font-weight: 600;
+        }
+
+        /* Tables */
+        .table-wrapper {
+            background-color: #ffffff;
+            padding: 25px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            margin-bottom: 30px;
+            overflow-x: auto; /* For responsive tables */
+        }
+
+        .data-table {
+            width: 100%;
+            border-collapse: collapse;
+            text-align: left;
+            min-width: 600px; /* Ensure table is scrollable on smaller screens */
+        }
+
+        .data-table th, .data-table td {
+            padding: 12px 15px;
+            border-bottom: 1px solid #eee;
+        }
+
+        .data-table th {
+            background-color: #f8f8f8;
+            color: #555;
+            font-weight: 600;
+            text-transform: uppercase;
+            font-size: 13px;
+        }
+
+        .data-table tbody tr:hover {
+            background-color: #fcfcfc;
+        }
+
+        .data-table tbody tr:last-child td {
+            border-bottom: none;
+        }
+
+        /* Status Badges */
+        .badge {
+            display: inline-block;
+            padding: 6px 10px;
+            border-radius: 5px;
+            font-size: 12px;
+            font-weight: 600;
+            text-transform: capitalize;
+            color: #fff;
+        }
+
+        .badge-success { background-color: #28a745; } /* Green */
+        .badge-warning { background-color: #ffc107; color: #333; } /* Yellow */
+        .badge-danger { background-color: #dc3545; } /* Red */
+        .badge-info { background-color: #17a2b8; } /* Blue-green */
+        .badge-primary { background-color: #007bff; } /* Blue */
+        .badge-secondary { background-color: #6c757d; } /* Gray */
+        .badge-dark { background-color: #343a40; } /* Dark Gray */
+
+        /* Custom Order Badges */
+        .badge-pending { background-color: #ffc107; color: #333; }
+        .badge-shipped { background-color: #007bff; }
+        .badge-delivered { background-color: #28a745; }
+        .badge-cancelled { background-color: #dc3545; }
+
+
+        /* Account Settings Form */
+        .settings-form {
+            background-color: #ffffff;
+            padding: 30px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            margin-bottom: 30px;
+        }
+
+        .form-group {
+            margin-bottom: 20px;
+        }
+
+        .form-group label {
+            display: block;
+            margin-bottom: 8px;
+            font-weight: 600;
+            color: #555;
+            font-size: 15px;
+        }
+
+        .form-group input[type="text"],
+        .form-group input[type="email"],
+        .form-group input[type="password"] {
+            width: 100%;
+            padding: 12px;
+            border: 1px solid #ddd;
+            border-radius: 5px;
+            font-size: 16px;
+            color: #333;
+            transition: border-color 0.2s ease;
+        }
+
+        .form-group input[type="text"]:focus,
+        .form-group input[type="email"]:focus,
+        .form-group input[type="password"]:focus {
+            border-color: #007bff;
+            outline: none;
+        }
+
+        .form-group-checkbox {
+            display: flex;
+            align-items: center;
+            margin-bottom: 15px;
+        }
+
+        .form-group-checkbox input[type="checkbox"] {
+            margin-right: 10px;
+            width: 18px;
+            height: 18px;
+            cursor: pointer;
+        }
+
+        .form-group-checkbox label {
+            margin-bottom: 0;
+            cursor: pointer;
+            font-weight: normal;
+        }
+
+        .form-actions {
+            margin-top: 30px;
+            text-align: right;
+        }
+
+        .btn-primary {
+            background-color: #007bff;
+            color: white;
+            border: none;
+            padding: 12px 25px;
+            border-radius: 5px;
+            cursor: pointer;
+            font-size: 16px;
+            font-weight: 500;
+            transition: background-color 0.2s ease;
+        }
+
+        .btn-primary:hover {
+            background-color: #0056b3;
+        }
+
+        /* Utility classes */
+        .mt-30 { margin-top: 30px; }
+    </style>
+
+    <div class="navbar">
+        <a href="#" class="navbar-brand">Shop Admin</a>
+        <div class="navbar-links">
+            <a href="#" class="active">Dashboard</a>
+            <a href="#">Products</a>
+            <a href="#">Orders</a>
+            <a href="#">Customers</a>
+            <a href="#">Settings</a>
+        </div>
+        <div class="navbar-user">
+            <div class="navbar-avatar">JD</div>
+            <span>John Doe</span>
+            <button class="navbar-signout">Sign Out</button>
+        </div>
+    </div>
 
     <div class="container">
-        <div class="stats-grid">
+        <!-- Stat Cards -->
+        <div class="stat-cards">
+            <div class="card">
+                <div class="card-title">Total Revenue</div>
+                <div class="card-value">$215,430</div>
+                <div class="card-trend positive">
+                    ▲ <span>12.3%</span> this month
+                </div>
+            </div>
+            <div class="card">
+                <div class="card-title">Orders</div>
+                <div class="card-value">2,890</div>
+                <div class="card-trend positive">
+                    ▲ <span>8.2%</span> this month
+                </div>
+            </div>
+            <div class="card">
+                <div class="card-title">Customers</div>
+                <div class="card-value">1,540</div>
+                <div class="card-trend negative">
+                    ▼ <span>1.3%</span> this month
+                </div>
+            </div>
             <div class="card">
-                <h3>Total Revenue</h3>
-                <p style="font-size: 1.5rem; font-weight: bold;">$215,430</p>
-                <small style="color: green; font-weight: bold;">+12.3%</small>
+                <div class="card-title">Conversion Rate</div>
+                <div class="card-value">3.45%</div>
+                <div class="card-trend positive">
+                    ▲ <span>0.5%</span> this month
+                </div>
             </div>
-            <div class="card"><h3>Orders</h3><p style="font-size: 1.5rem">1,204</p><small style="color: green">↑ 5%</small></div>
-            <div class="card"><h3>Customers</h3><p style="font-size: 1.5rem">842</p><small style="color: green">↑ 2%</small></div>
-            <div class="card"><h3>Conversion</h3><p style="font-size: 1.5rem">3.2%</p><small style="color: red">↓ 0.5%</small></div>
         </div>
 
-        <section class="card" style="margin-bottom: 2rem">
-            <h2>Products Inventory</h2>
-            <table id="productsTable">
-                <thead><tr><th>Name</th><th>SKU</th><th>Price</th><th>Stock</th><th>Status</th></tr></thead>
+        <!-- Products Table -->
+        <h2 class="section-header">Products</h2>
+        <div class="table-wrapper">
+            <table class="data-table">
+                <thead>
+                    <tr>
+                        <th>Product Name</th>
+                        <th>SKU</th>
+                        <th>Price</th>
+                        <th>Stock</th>
+                        <th>Category</th>
+                        <th>Status</th>
+                    </tr>
+                </thead>
                 <tbody>
-                    <script>
-                        for(let i=1; i<=60; i++) {
-                            document.write(`<tr><td>Product ${i}</td><td>SKU-${1000+i}</td><td>$${(Math.random()*100).toFixed(2)}</td><td>${Math.floor(Math.random()*500)}</td><td><span class="badge badge-active">Active</span></td></tr>`);
-                        }
-                    </script>
+                    <tr>
+                        <td>Wireless Bluetooth Headphones</td>
+                        <td>SKU-8345-78</td>
+                        <td>$89.99</td>
+                        <td>125</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>4K Ultra HD Smart TV</td>
+                        <td>SKU-1234-56</td>
+                        <td>$799.00</td>
+                        <td>45</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smartwatch Fitness Tracker</td>
+                        <td>SKU-5678-12</td>
+                        <td>$129.50</td>
+                        <td>8</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Power Bank 20000mAh</td>
+                        <td>SKU-9012-34</td>
+                        <td>$34.99</td>
+                        <td>210</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Noise Cancelling Earbuds</td>
+                        <td>SKU-3456-78</td>
+                        <td>$149.99</td>
+                        <td>60</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Laptop 15-inch</td>
+                        <td>SKU-7890-12</td>
+                        <td>$1199.99</td>
+                        <td>15</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Mechanical Keyboard RGB</td>
+                        <td>SKU-2345-67</td>
+                        <td>$99.99</td>
+                        <td>90</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Ergonomic Office Chair</td>
+                        <td>SKU-6789-01</td>
+                        <td>$249.00</td>
+                        <td>5</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>USB-C Hub Multiport</td>
+                        <td>SKU-0123-45</td>
+                        <td>$49.99</td>
+                        <td>150</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>External SSD 1TB</td>
+                        <td>SKU-4567-89</td>
+                        <td>$119.99</td>
+                        <td>30</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Robot Vacuum Cleaner</td>
+                        <td>SKU-8901-23</td>
+                        <td>$299.00</td>
+                        <td>12</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Air Fryer 5L</td>
+                        <td>SKU-1234-50</td>
+                        <td>$89.99</td>
+                        <td>70</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Coffee Maker Programmable</td>
+                        <td>SKU-5678-90</td>
+                        <td>$75.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Home Security Camera</td>
+                        <td>SKU-9012-30</td>
+                        <td>$69.99</td>
+                        <td>18</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>LED Desk Lamp</td>
+                        <td>SKU-3456-70</td>
+                        <td>$29.99</td>
+                        <td>100</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Toothbrush Sonic</td>
+                        <td>SKU-7890-10</td>
+                        <td>$59.99</td>
+                        <td>40</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Water Bottle Smart</td>
+                        <td>SKU-2345-60</td>
+                        <td>$24.99</td>
+                        <td>130</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Travel Backpack Anti-Theft</td>
+                        <td>SKU-6789-00</td>
+                        <td>$55.00</td>
+                        <td>22</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Digital Camera Mirrorless</td>
+                        <td>SKU-0123-40</td>
+                        <td>$899.99</td>
+                        <td>7</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Drone with 4K Camera</td>
+                        <td>SKU-4567-80</td>
+                        <td>$499.00</td>
+                        <td>10</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Projector</td>
+                        <td>SKU-8901-20</td>
+                        <td>$199.00</td>
+                        <td>25</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Virtual Reality Headset</td>
+                        <td>SKU-1234-51</td>
+                        <td>$399.99</td>
+                        <td>18</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart LED Strip Lights</td>
+                        <td>SKU-5678-91</td>
+                        <td>$25.00</td>
+                        <td>200</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Standing Desk Converter</td>
+                        <td>SKU-9012-31</td>
+                        <td>$179.99</td>
+                        <td>30</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Wireless Charging Pad</td>
+                        <td>SKU-3456-71</td>
+                        <td>$19.99</td>
+                        <td>180</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Mouse RGB</td>
+                        <td>SKU-7890-11</td>
+                        <td>$45.00</td>
+                        <td>95</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Monitor Ultra-Wide</td>
+                        <td>SKU-2345-61</td>
+                        <td>$349.00</td>
+                        <td>12</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Soundbar with Subwoofer</td>
+                        <td>SKU-6789-01</td>
+                        <td>$189.99</td>
+                        <td>20</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>E-Reader Paperwhite</td>
+                        <td>SKU-0123-41</td>
+                        <td>$119.00</td>
+                        <td>55</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Kettle Smart</td>
+                        <td>SKU-4567-81</td>
+                        <td>$65.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Blender High-Speed</td>
+                        <td>SKU-8901-21</td>
+                        <td>$99.00</td>
+                        <td>35</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Espresso Machine</td>
+                        <td>SKU-1234-52</td>
+                        <td>$499.00</td>
+                        <td>8</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Home Theater System</td>
+                        <td>SKU-5678-92</td>
+                        <td>$699.99</td>
+                        <td>6</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Mesh Wi-Fi System</td>
+                        <td>SKU-9012-32</td>
+                        <td>$199.99</td>
+                        <td>25</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Network Attached Storage (NAS)</td>
+                        <td>SKU-3456-72</td>
+                        <td>$299.00</td>
+                        <td>10</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Plug Mini</td>
+                        <td>SKU-7890-12</td>
+                        <td>$15.00</td>
+                        <td>300</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Dash Cam Front & Rear</td>
+                        <td>SKU-2345-62</td>
+                        <td>$120.00</td>
+                        <td>40</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Car Jump Starter Portable</td>
+                        <td>SKU-6789-02</td>
+                        <td>$80.00</td>
+                        <td>15</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Bike Trainer Smart</td>
+                        <td>SKU-0123-42</td>
+                        <td>$299.00</td>
+                        <td>7</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>GPS Running Watch</td>
+                        <td>SKU-4567-82</td>
+                        <td>$199.00</td>
+                        <td>20</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Blood Pressure Monitor Smart</td>
+                        <td>SKU-8901-22</td>
+                        <td>$49.99</td>
+                        <td>50</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Scale Smart Body Fat</td>
+                        <td>SKU-1234-53</td>
+                        <td>$35.00</td>
+                        <td>70</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Massage Gun Percussion</td>
+                        <td>SKU-5678-93</td>
+                        <td>$149.00</td>
+                        <td>10</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Heated Blanket Electric</td>
+                        <td>SKU-9012-33</td>
+                        <td>$79.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Humidifier Smart</td>
+                        <td>SKU-3456-73</td>
+                        <td>$55.00</td>
+                        <td>45</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Air Purifier HEPA</td>
+                        <td>SKU-7890-13</td>
+                        <td>$159.00</td>
+                        <td>18</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable AC Unit</td>
+                        <td>SKU-2345-63</td>
+                        <td>$399.00</td>
+                        <td>5</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Thermostat</td>
+                        <td>SKU-6789-03</td>
+                        <td>$149.00</td>
+                        <td>22</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Video Doorbell Pro</td>
+                        <td>SKU-0123-43</td>
+                        <td>$179.00</td>
+                        <td>12</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Lock Keyless</td>
+                        <td>SKU-4567-83</td>
+                        <td>$129.00</td>
+                        <td>9</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Scooter Folding</td>
+                        <td>SKU-8901-23</td>
+                        <td>$599.00</td>
+                        <td>3</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Skateboard</td>
+                        <td>SKU-1234-54</td>
+                        <td>$449.00</td>
+                        <td>2</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Bicycle</td>
+                        <td>SKU-5678-94</td>
+                        <td>$899.00</td>
+                        <td>1</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Workout Headphones</td>
+                        <td>SKU-9012-34</td>
+                        <td>$79.00</td>
+                        <td>80</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Outdoor Smart Plug</td>
+                        <td>SKU-3456-74</td>
+                        <td>$29.00</td>
+                        <td>110</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Garden Sprinkler Smart</td>
+                        <td>SKU-7890-14</td>
+                        <td>$69.00</td>
+                        <td>20</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Pet Feeder Smart</td>
+                        <td>SKU-2345-64</td>
+                        <td>$75.00</td>
+                        <td>15</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Dog Camera Treat Dispenser</td>
+                        <td>SKU-6789-04</td>
+                        <td>$120.00</td>
+                        <td>10</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Cat Litter Box Self-Cleaning</td>
+                        <td>SKU-0123-44</td>
+                        <td>$499.00</td>
+                        <td>4</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Wi-Fi Router AX6000</td>
+                        <td>SKU-4567-84</td>
+                        <td>$189.99</td>
+                        <td>28</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Espresso Maker</td>
+                        <td>SKU-8901-24</td>
+                        <td>$79.99</td>
+                        <td>35</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Instant Photo Printer</td>
+                        <td>SKU-1234-55</td>
+                        <td>$119.00</td>
+                        <td>17</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Fireplace Heater</td>
+                        <td>SKU-5678-95</td>
+                        <td>$159.00</td>
+                        <td>6</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Light Bulbs 4-Pack</td>
+                        <td>SKU-9012-35</td>
+                        <td>$49.99</td>
+                        <td>190</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Headset Wireless</td>
+                        <td>SKU-3456-75</td>
+                        <td>$110.00</td>
+                        <td>50</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>UV Sanitizer for Phone</td>
+                        <td>SKU-7890-15</td>
+                        <td>$39.99</td>
+                        <td>85</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Grill Indoor</td>
+                        <td>SKU-2345-65</td>
+                        <td>$95.00</td>
+                        <td>11</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Digital Voice Recorder</td>
+                        <td>SKU-6789-05</td>
+                        <td>$49.00</td>
+                        <td>60</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Air Compressor</td>
+                        <td>SKU-0123-45</td>
+                        <td>$65.00</td>
+                        <td>25</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Fitness Trampoline Mini</td>
+                        <td>SKU-4567-85</td>
+                        <td>$85.00</td>
+                        <td>8</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Window Cleaning Robot</td>
+                        <td>SKU-8901-25</td>
+                        <td>$249.00</td>
+                        <td>5</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Plant Pot</td>
+                        <td>SKU-1234-56</td>
+                        <td>$55.00</td>
+                        <td>30</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Wine Opener Set</td>
+                        <td>SKU-5678-96</td>
+                        <td>$39.00</td>
+                        <td>70</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Car Phone Mount Wireless Charger</td>
+                        <td>SKU-9012-36</td>
+                        <td>$29.99</td>
+                        <td>140</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Document Scanner</td>
+                        <td>SKU-3456-76</td>
+                        <td>$169.00</td>
+                        <td>12</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Solar Garden Lights 10-Pack</td>
+                        <td>SKU-7890-16</td>
+                        <td>$45.00</td>
+                        <td>90</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Mirror for Bathroom</td>
+                        <td>SKU-2345-66</td>
+                        <td>$299.00</td>
+                        <td>3</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
                 </tbody>
             </table>
-        </section>
+        </div>
 
-        <section class="card" style="margin-bottom: 2rem">
-            <h2>Recent Orders</h2>
-            <table>
-                <thead><tr><th>ID</th><th>Customer</th><th>Amount</th><th>Date</th><th>Status</th></tr></thead>
+        <!-- Orders Table -->
+        <h2 class="section-header">Recent Orders</h2>
+        <div class="table-wrapper">
+            <table class="data-table">
+                <thead>
+                    <tr>
+                        <th>Order ID</th>
+                        <th>Customer</th>
+                        <th>Amount</th>
+                        <th>Order Date</th>
+                        <th>Status</th>
+                    </tr>
+                </thead>
                 <tbody>
-                    <script>
-                        for(let i=1; i<=40; i++) {
-                            document.write(`<tr><td>#ORD-${5000+i}</td><td>User ${i}</td><td>$${(Math.random()*500).toFixed(2)}</td><td>2023-10-${(i%28)+1}</td><td><span class="badge badge-pending">Pending</span></td></tr>`);
-                        }
-                    </script>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-473950</a></td>
+                        <td>Charlie Brown</td>
+                        <td>$145.00</td>
+                        <td>2023-10-26</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-894723</a></td>
+                        <td>Henry Wilson</td>
+                        <td>$780.25</td>
+                        <td>2023-10-22</td>
+                        <td><span class="badge badge-delivered">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-120567</a></td>
+                        <td>Alice Johnson</td>
+                        <td>$320.50</td>
+                        <td>2023-10-28</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-678910</a></td>
+                        <td>Bob Williams</td>
+                        <td>$89.99</td>
+                        <td>2023-10-27</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-345678</a></td>
+                        <td>Diana Prince</td>
+                        <td>$1200.00</td>
+                        <td>2023-10-25</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-987654</a></td>
+                        <td>Eve Davis</td>
+                        <td>$45.75</td>
+                        <td>2023-10-24</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-112233</a></td>
+                        <td>Frank Miller</td>
+                        <td>$210.00</td>
+                        <td>2023-10-23</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-554433</a></td>
+                        <td>Grace Taylor</td>
+                        <td>$75.50</td>
+                        <td>2023-10-21</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-678543</a></td>
+                        <td>Ivy Moore</td>
+                        <td>$550.00</td>
+                        <td>2023-10-20</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-234567</a></td>
+                        <td>Jack White</td>
+                        <td>$19.99</td>
+                        <td>2023-10-19</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-876543</a></td>
+                        <td>Karen Green</td>
+                        <td>$123.45</td>
+                        <td>2023-10-18</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-098765</a></td>
+                        <td>Liam Hall</td>
+                        <td>$999.99</td>
+                        <td>2023-10-17</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-111222</a></td>
+                        <td>Mia King</td>
+                        <td>$67.89</td>
+                        <td>2023-10-16</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-333444</a></td>
+                        <td>Noah Wright</td>
+                        <td>$345.60</td>
+                        <td>2023-10-15</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-555666</a></td>
+                        <td>Olivia Scott</td>
+                        <td>$12.30</td>
+                        <td>2023-10-14</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-777888</a></td>
+                        <td>Peter Adams</td>
+                        <td>$78.90</td>
+                        <td>2023-10-13</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-999000</a></td>
+                        <td>Quinn Lewis</td>
+                        <td>$150.00</td>
+                        <td>2023-10-12</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-222111</a></td>
+                        <td>Rachel Lee</td>
+                        <td>$29.99</td>
+                        <td>2023-10-11</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-444555</a></td>
+                        <td>Sam Clark</td>
+                        <td>$499.00</td>
+                        <td>2023-10-10</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-666777</a></td>
+                        <td>Tina Young</td>
+                        <td>$18.50</td>
+                        <td>2023-10-09</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-888999</a></td>
+                        <td>Uma Hernandez</td>
+                        <td>$670.00</td>
+                        <td>2023-10-08</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-000111</a></td>
+                        <td>Victor Garcia</td>
+                        <td>$25.00</td>
+                        <td>2023-10-07</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-121314</a></td>
+                        <td>Wendy Lopez</td>
+                        <td>$99.00</td>
+                        <td>2023-10-06</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-151617</a></td>
+                        <td>Xavier Rodriguez</td>
+                        <td>$300.00</td>
+                        <td>2023-10-05</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-181920</a></td>
+                        <td>Yara Martinez</td>
+                        <td>$79.00</td>
+                        <td>2023-10-04</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-212223</a></td>
+                        <td>Zack Anderson</td>
+                        <td>$149.00</td>
+                        <td>2023-10-03</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-242526</a></td>
+                        <td>Alice Johnson</td>
+                        <td>$50.00</td>
+                        <td>2023-10-02</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-272829</a></td>
+                        <td>Bob Williams</td>
+                        <td>$12.99</td>
+                        <td>2023-10-01</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-303132</a></td>
+                        <td>Charlie Brown</td>
+                        <td>$80.00</td>
+                        <td>2023-09-30</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-333435</a></td>
+                        <td>Diana Prince</td>
+                        <td>$240.00</td>
+                        <td>2023-09-29</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-363738</a></td>
+                        <td>Eve Davis</td>
+                        <td>$1500.00</td>
+                        <td>2023-09-28</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-394041</a></td>
+                        <td>Frank Miller</td>
+                        <td>$65.00</td>
+                        <td>2023-09-27</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-424344</a></td>
+                        <td>Grace Taylor</td>
+                        <td>$199.00</td>
+                        <td>2023-09-26</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-454647</a></td>
+                        <td>Henry Wilson</td>
+                        <td>$30.00</td>
+                        <td>2023-09-25</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-484950</a></td>
+                        <td>Ivy Moore</td>
+                        <td>$450.00</td>
+                        <td>2023-09-24</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-515253</a></td>
+                        <td>Jack White</td>
+                        <td>$22.00</td>
+                        <td>2023-09-23</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-545556</a></td>
+                        <td>Karen Green</td>
+                        <td>$88.88</td>
+                        <td>2023-09-22</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-575859</a></td>
+                        <td>Liam Hall</td>
+                        <td>$765.00</td>
+                        <td>2023-09-21</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-606162</a></td>
+                        <td>Mia King</td>
+                        <td>$120.00</td>
+                        <td>2023-09-20</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-636465</a></td>
+                        <td>Noah Wright</td>
+                        <td>$33.50</td>
+                        <td>2023-09-19</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-666768</a></td>
+                        <td>Olivia Scott</td>
+                        <td>$99.99</td>
+                        <td>2023-09-18</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-697071</a></td>
+                        <td>Peter Adams</td>
+                        <td>$55.00</td>
+                        <td>2023-09-17</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-727374</a></td>
+                        <td>Quinn Lewis</td>
+                        <td>$12.00</td>
+                        <td>2023-09-16</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-757677</a></td>
+                        <td>Rachel Lee</td>
+                        <td>$250.00</td>
+                        <td>2023-09-15</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-787980</a></td>
+                        <td>Sam Clark</td>
+                        <td>$75.00</td>
+                        <td>2023-09-14</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-818283</a></td>
+                        <td>Tina Young</td>
+                        <td>$110.00</td>
+                        <td>2023-09-13</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-848586</a></td>
+                        <td>Uma Hernandez</td>
+                        <td>$400.00</td>
+                        <td>2023-09-12</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
                 </tbody>
             </table>
-        </section>
+        </div>
 
-        <section class="card">
-            <h2>Account Settings</h2>
+        <!-- Account Settings Form -->
+        <h2 class="section-header">Account Settings</h2>
+        <div class="settings-form">
             <form>
-                <label>Full Name</label><input type="text" value="John Doe">
-                <label>Email</label><input type="email" value="john@example.com">
-                <label><input type="checkbox" checked> Receive Email Notifications</label>
-                <button class="btn" type="button" style="margin-top: 1rem">Save Changes</button>
+                <div class="form-group">
+                    <label for="name">Full Name</label>
+                    <input type="text" id="name" value="John Doe">
+                </div>
+                <div class="form-group">
+                    <label for="email">Email Address</label>
+                    <input type="email" id="email" value="john.doe@example.com">
+                </div>
+                <div class="form-group">
+                    <label for="password">Password</label>
+                    <input type="password" id="password" value="********">
+                </div>
+                <div class="form-group">
+                    <label for="address">Shipping Address</label>
+                    <input type="text" id="address" value="123 Main St, Anytown, CA 90210">
+                </div>
+                <div class="form-group">
+                    <label for="phone">Phone Number</label>
+                    <input type="text" id="phone" value="+1 (555) 123-4567">
+                </div>
+
+                <h3 class="mt-30" style="font-size: 20px; color: #2c3e50; margin-bottom: 20px; font-weight: 600;">Notification Preferences</h3>
+
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="email-notif" checked>
+                    <label for="email-notif">Email notifications for new orders</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="sms-notif">
+                    <label for="sms-notif">SMS notifications for critical alerts</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="promo-notif" checked>
+                    <label for="promo-notif">Receive marketing and promotional emails</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="newsletter-notif">
+                    <label for="newsletter-notif">Subscribe to weekly newsletter</label>
+                </div>
+
+                <div class="form-actions">
+                    <button type="submit" class="btn-primary">Save Changes</button>
+                </div>
             </form>
-        </section>
+        </div>
+
     </div>
 </body>
 </html>
\ No newline at end of file
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-2.html b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-2.html
index 4459981..7716423 100644
--- a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-2.html
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-2.html
@@ -2,85 +2,1510 @@
 <html lang="en">
 <head>
     <meta charset="UTF-8">
-    <title>Admin Dashboard</title>
-    <style>
-        :root { --primary: #4f46e5; --bg: #f3f4f6; --text: #1f2937; }
-        body { font-family: sans-serif; background: var(--bg); color: var(--text); margin: 0; }
-        nav { background: #fff; padding: 1rem 2rem; display: flex; justify-content: space-between; align-items: center; border-bottom: 1px solid #e5e7eb; }
-        .container { padding: 2rem; max-width: 1200px; margin: auto; }
-        .stats-grid { display: grid; grid-template-columns: repeat(4, 1fr); gap: 1rem; margin-bottom: 2rem; }
-        .card { background: #fff; padding: 1.5rem; border-radius: 8px; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
-        table { width: 100%; border-collapse: collapse; background: #fff; border-radius: 8px; overflow: hidden; margin-top: 1rem; }
-        th { background: #f9fafb; text-align: left; padding: 1rem; border-bottom: 2px solid #e5e7eb; }
-        td { padding: 1rem; border-bottom: 1px solid #e5e7eb; }
-        .badge { padding: 0.25rem 0.5rem; border-radius: 999px; font-size: 0.75rem; font-weight: bold; }
-        .badge-active { background: #d1fae5; color: #065f46; }
-        .badge-pending { background: #fef3c7; color: #92400e; }
-        input, select { width: 100%; padding: 0.5rem; margin: 0.5rem 0; border: 1px solid #d1d5db; border-radius: 4px; }
-        .btn { padding: 0.5rem 1rem; border-radius: 4px; cursor: pointer; border: none; background: var(--primary); color: white; }
-    </style>
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>E-commerce Admin Dashboard</title>
 </head>
 <body>
-    <nav>
-        <div style="font-weight: bold; font-size: 1.5rem; color: var(--primary);">ADMIN.IO</div>
-        <div>Dashboard | Reports | Settings</div>
-        <div><img src="data:image/svg+xml;utf8,<svg width='32' height='32' viewBox='0 0 32 32'><circle cx='16' cy='16' r='16' fill='%234f46e5'/></svg>" width="32"> User <button class="btn" style="background:#ef4444">Sign Out</button></div>
-    </nav>
+    <style>
+        /* General Styles */
+        body {
+            font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";
+            margin: 0;
+            background-color: #f4f7f6;
+            color: #333;
+            line-height: 1.6;
+            -webkit-font-smoothing: antialiased;
+            -moz-osx-font-smoothing: grayscale;
+        }
+
+        *, *::before, *::after {
+            box-sizing: border-box;
+        }
+
+        .container {
+            max-width: 1200px;
+            margin: 20px auto;
+            padding: 0 20px;
+        }
+
+        /* Top Navigation Bar */
+        .navbar {
+            display: flex;
+            justify-content: space-between;
+            align-items: center;
+            background-color: #ffffff;
+            padding: 15px 20px;
+            box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05);
+            margin-bottom: 20px;
+        }
+
+        .navbar-brand {
+            font-weight: bold;
+            font-size: 24px;
+            color: #2c3e50;
+            text-decoration: none;
+        }
+
+        .navbar-links {
+            display: flex;
+            gap: 25px;
+        }
+
+        .navbar-links a {
+            color: #555;
+            text-decoration: none;
+            font-size: 16px;
+            padding: 5px 0;
+            position: relative;
+        }
+
+        .navbar-links a:hover {
+            color: #007bff;
+        }
+
+        .navbar-links a.active::after {
+            content: '';
+            position: absolute;
+            bottom: -5px;
+            left: 0;
+            width: 100%;
+            height: 2px;
+            background-color: #007bff;
+        }
+
+        .navbar-user {
+            display: flex;
+            align-items: center;
+            gap: 15px;
+        }
+
+        .navbar-avatar {
+            width: 38px;
+            height: 38px;
+            border-radius: 50%;
+            background-color: #e0e0e0;
+            display: flex;
+            justify-content: center;
+            align-items: center;
+            font-weight: bold;
+            color: #777;
+            font-size: 14px;
+            text-transform: uppercase;
+        }
+
+        .navbar-signout {
+            background-color: #dc3545;
+            color: white;
+            border: none;
+            padding: 8px 15px;
+            border-radius: 5px;
+            cursor: pointer;
+            font-size: 14px;
+            transition: background-color 0.2s ease;
+        }
+
+        .navbar-signout:hover {
+            background-color: #c82333;
+        }
+
+        /* Stat Cards */
+        .stat-cards {
+            display: grid;
+            grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));
+            gap: 20px;
+            margin-bottom: 30px;
+        }
+
+        .card {
+            background-color: #ffffff;
+            padding: 25px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            display: flex;
+            flex-direction: column;
+            justify-content: space-between;
+            transition: transform 0.2s ease;
+        }
+
+        .card:hover {
+            transform: translateY(-5px);
+        }
+
+        .card-title {
+            font-size: 16px;
+            color: #777;
+            margin-bottom: 10px;
+        }
+
+        .card-value {
+            font-size: 32px;
+            font-weight: bold;
+            color: #333;
+            margin-bottom: 10px;
+        }
+
+        .card-trend {
+            display: flex;
+            align-items: center;
+            font-size: 14px;
+            gap: 5px;
+        }
+
+        .card-trend.positive {
+            color: #28a745; /* Green */
+        }
+
+        .card-trend.negative {
+            color: #dc3545; /* Red */
+        }
+
+        .card-trend span {
+            font-weight: bold;
+        }
+
+        /* Section Header */
+        .section-header {
+            font-size: 24px;
+            color: #2c3e50;
+            margin-bottom: 20px;
+            font-weight: 600;
+        }
+
+        /* Tables */
+        .table-wrapper {
+            background-color: #ffffff;
+            padding: 25px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            margin-bottom: 30px;
+            overflow-x: auto; /* For responsive tables */
+        }
+
+        .data-table {
+            width: 100%;
+            border-collapse: collapse;
+            text-align: left;
+            min-width: 600px; /* Ensure table is scrollable on smaller screens */
+        }
+
+        .data-table th, .data-table td {
+            padding: 12px 15px;
+            border-bottom: 1px solid #eee;
+        }
+
+        .data-table th {
+            background-color: #f8f8f8;
+            color: #555;
+            font-weight: 600;
+            text-transform: uppercase;
+            font-size: 13px;
+        }
+
+        .data-table tbody tr:hover {
+            background-color: #fcfcfc;
+        }
+
+        .data-table tbody tr:last-child td {
+            border-bottom: none;
+        }
+
+        /* Status Badges */
+        .badge {
+            display: inline-block;
+            padding: 6px 10px;
+            border-radius: 5px;
+            font-size: 12px;
+            font-weight: 600;
+            text-transform: capitalize;
+            color: #fff;
+        }
+
+        .badge-success { background-color: #28a745; } /* Green */
+        .badge-warning { background-color: #ffc107; color: #333; } /* Yellow */
+        .badge-danger { background-color: #dc3545; } /* Red */
+        .badge-info { background-color: #17a2b8; } /* Blue-green */
+        .badge-primary { background-color: #007bff; } /* Blue */
+        .badge-secondary { background-color: #6c757d; } /* Gray */
+        .badge-dark { background-color: #343a40; } /* Dark Gray */
+
+        /* Custom Order Badges */
+        .badge-pending { background-color: #ffc107; color: #333; }
+        .badge-shipped { background-color: #007bff; }
+        .badge-delivered { background-color: #28a745; }
+        .badge-cancelled { background-color: #dc3545; }
+
+
+        /* Account Settings Form */
+        .settings-form {
+            background-color: #ffffff;
+            padding: 30px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            margin-bottom: 30px;
+        }
+
+        .form-group {
+            margin-bottom: 20px;
+        }
+
+        .form-group label {
+            display: block;
+            margin-bottom: 8px;
+            font-weight: 600;
+            color: #555;
+            font-size: 15px;
+        }
+
+        .form-group input[type="text"],
+        .form-group input[type="email"],
+        .form-group input[type="password"] {
+            width: 100%;
+            padding: 12px;
+            border: 1px solid #ddd;
+            border-radius: 5px;
+            font-size: 16px;
+            color: #333;
+            transition: border-color 0.2s ease;
+        }
+
+        .form-group input[type="text"]:focus,
+        .form-group input[type="email"]:focus,
+        .form-group input[type="password"]:focus {
+            border-color: #007bff;
+            outline: none;
+        }
+
+        .form-group-checkbox {
+            display: flex;
+            align-items: center;
+            margin-bottom: 15px;
+        }
+
+        .form-group-checkbox input[type="checkbox"] {
+            margin-right: 10px;
+            width: 18px;
+            height: 18px;
+            cursor: pointer;
+        }
+
+        .form-group-checkbox label {
+            margin-bottom: 0;
+            cursor: pointer;
+            font-weight: normal;
+        }
+
+        .form-actions {
+            margin-top: 30px;
+            text-align: right;
+        }
+
+        .btn-primary {
+            background-color: #007bff;
+            color: white;
+            border: none;
+            padding: 12px 25px;
+            border-radius: 5px;
+            cursor: pointer;
+            font-size: 16px;
+            font-weight: 500;
+            transition: background-color 0.2s ease;
+        }
+
+        .btn-primary:hover {
+            background-color: #0056b3;
+        }
+
+        /* Utility classes */
+        .mt-30 { margin-top: 30px; }
+    </style>
+
+    <div class="navbar">
+        <a href="#" class="navbar-brand">Shop Admin</a>
+        <div class="navbar-links">
+            <a href="#" class="active">Dashboard</a>
+            <a href="#">Products</a>
+            <a href="#">Orders</a>
+            <a href="#">Customers</a>
+            <a href="#">Settings</a>
+        </div>
+        <div class="navbar-user">
+            <div class="navbar-avatar">JD</div>
+            <span>John Doe</span>
+            <button class="navbar-signout">Sign Out</button>
+        </div>
+    </div>
 
     <div class="container">
-        <div class="stats-grid">
+        <!-- Stat Cards -->
+        <div class="stat-cards">
+            <div class="card">
+                <div class="card-title">Total Revenue</div>
+                <div class="card-value">$215,430</div>
+                <div class="card-trend positive">
+                    ▲ <span>12.3%</span> this month
+                </div>
+            </div>
+            <div class="card">
+                <div class="card-title">Orders</div>
+                <div class="card-value">2,890</div>
+                <div class="card-trend positive">
+                    ▲ <span>8.2%</span> this month
+                </div>
+            </div>
+            <div class="card">
+                <div class="card-title">Customers</div>
+                <div class="card-value">1,540</div>
+                <div class="card-trend negative">
+                    ▼ <span>1.3%</span> this month
+                </div>
+            </div>
             <div class="card">
-                <h3>Total Revenue</h3>
-                <p style="font-size: 1.5rem; font-weight: bold;">$215,430</p>
-                <small style="color: green; font-weight: bold;">+12.3%</small>
+                <div class="card-title">Conversion Rate</div>
+                <div class="card-value">3.45%</div>
+                <div class="card-trend positive">
+                    ▲ <span>0.5%</span> this month
+                </div>
             </div>
-            <div class="card"><h3>Orders</h3><p style="font-size: 1.5rem">1,204</p><small style="color: green">↑ 5%</small></div>
-            <div class="card"><h3>Customers</h3><p style="font-size: 1.5rem">842</p><small style="color: green">↑ 2%</small></div>
-            <div class="card"><h3>Conversion</h3><p style="font-size: 1.5rem">3.2%</p><small style="color: red">↓ 0.5%</small></div>
         </div>
 
-        <section class="card" style="margin-bottom: 2rem">
-            <h2>Products Inventory</h2>
-            <table id="productsTable">
-                <thead><tr><th>Name</th><th>SKU</th><th>Price</th><th>Stock</th><th>Status</th></tr></thead>
+        <!-- Products Table -->
+        <h2 class="section-header">Products</h2>
+        <div class="table-wrapper">
+            <table class="data-table">
+                <thead>
+                    <tr>
+                        <th>Product Name</th>
+                        <th>SKU</th>
+                        <th>Price</th>
+                        <th>Stock</th>
+                        <th>Category</th>
+                        <th>Status</th>
+                    </tr>
+                </thead>
                 <tbody>
-                    <script>
-                        for(let i=1; i<=60; i++) {
-                            document.write(`<tr><td>Product ${i}</td><td>SKU-${1000+i}</td><td>$${(Math.random()*100).toFixed(2)}</td><td>${Math.floor(Math.random()*500)}</td><td><span class="badge badge-active">Active</span></td></tr>`);
-                        }
-                    </script>
+                    <tr>
+                        <td>Wireless Bluetooth Headphones</td>
+                        <td>SKU-8345-78</td>
+                        <td>$89.99</td>
+                        <td>125</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>4K Ultra HD Smart TV</td>
+                        <td>SKU-1234-56</td>
+                        <td>$799.00</td>
+                        <td>45</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smartwatch Fitness Tracker</td>
+                        <td>SKU-5678-12</td>
+                        <td>$129.50</td>
+                        <td>8</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Power Bank 20000mAh</td>
+                        <td>SKU-9012-34</td>
+                        <td>$34.99</td>
+                        <td>210</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Noise Cancelling Earbuds</td>
+                        <td>SKU-3456-78</td>
+                        <td>$149.99</td>
+                        <td>60</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Laptop 15-inch</td>
+                        <td>SKU-7890-12</td>
+                        <td>$1199.99</td>
+                        <td>15</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Mechanical Keyboard RGB</td>
+                        <td>SKU-2345-67</td>
+                        <td>$99.99</td>
+                        <td>90</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Ergonomic Office Chair</td>
+                        <td>SKU-6789-01</td>
+                        <td>$249.00</td>
+                        <td>5</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>USB-C Hub Multiport</td>
+                        <td>SKU-0123-45</td>
+                        <td>$49.99</td>
+                        <td>150</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>External SSD 1TB</td>
+                        <td>SKU-4567-89</td>
+                        <td>$119.99</td>
+                        <td>30</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Robot Vacuum Cleaner</td>
+                        <td>SKU-8901-23</td>
+                        <td>$299.00</td>
+                        <td>12</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Air Fryer 5L</td>
+                        <td>SKU-1234-50</td>
+                        <td>$89.99</td>
+                        <td>70</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Coffee Maker Programmable</td>
+                        <td>SKU-5678-90</td>
+                        <td>$75.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Home Security Camera</td>
+                        <td>SKU-9012-30</td>
+                        <td>$69.99</td>
+                        <td>18</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>LED Desk Lamp</td>
+                        <td>SKU-3456-70</td>
+                        <td>$29.99</td>
+                        <td>100</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Toothbrush Sonic</td>
+                        <td>SKU-7890-10</td>
+                        <td>$59.99</td>
+                        <td>40</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Water Bottle Smart</td>
+                        <td>SKU-2345-60</td>
+                        <td>$24.99</td>
+                        <td>130</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Travel Backpack Anti-Theft</td>
+                        <td>SKU-6789-00</td>
+                        <td>$55.00</td>
+                        <td>22</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Digital Camera Mirrorless</td>
+                        <td>SKU-0123-40</td>
+                        <td>$899.99</td>
+                        <td>7</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Drone with 4K Camera</td>
+                        <td>SKU-4567-80</td>
+                        <td>$499.00</td>
+                        <td>10</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Projector</td>
+                        <td>SKU-8901-20</td>
+                        <td>$199.00</td>
+                        <td>25</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Virtual Reality Headset</td>
+                        <td>SKU-1234-51</td>
+                        <td>$399.99</td>
+                        <td>18</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart LED Strip Lights</td>
+                        <td>SKU-5678-91</td>
+                        <td>$25.00</td>
+                        <td>200</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Standing Desk Converter</td>
+                        <td>SKU-9012-31</td>
+                        <td>$179.99</td>
+                        <td>30</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Wireless Charging Pad</td>
+                        <td>SKU-3456-71</td>
+                        <td>$19.99</td>
+                        <td>180</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Mouse RGB</td>
+                        <td>SKU-7890-11</td>
+                        <td>$45.00</td>
+                        <td>95</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Monitor Ultra-Wide</td>
+                        <td>SKU-2345-61</td>
+                        <td>$349.00</td>
+                        <td>12</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Soundbar with Subwoofer</td>
+                        <td>SKU-6789-01</td>
+                        <td>$189.99</td>
+                        <td>20</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>E-Reader Paperwhite</td>
+                        <td>SKU-0123-41</td>
+                        <td>$119.00</td>
+                        <td>55</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Kettle Smart</td>
+                        <td>SKU-4567-81</td>
+                        <td>$65.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Blender High-Speed</td>
+                        <td>SKU-8901-21</td>
+                        <td>$99.00</td>
+                        <td>35</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Espresso Machine</td>
+                        <td>SKU-1234-52</td>
+                        <td>$499.00</td>
+                        <td>8</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Home Theater System</td>
+                        <td>SKU-5678-92</td>
+                        <td>$699.99</td>
+                        <td>6</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Mesh Wi-Fi System</td>
+                        <td>SKU-9012-32</td>
+                        <td>$199.99</td>
+                        <td>25</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Network Attached Storage (NAS)</td>
+                        <td>SKU-3456-72</td>
+                        <td>$299.00</td>
+                        <td>10</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Plug Mini</td>
+                        <td>SKU-7890-12</td>
+                        <td>$15.00</td>
+                        <td>300</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Dash Cam Front & Rear</td>
+                        <td>SKU-2345-62</td>
+                        <td>$120.00</td>
+                        <td>40</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Car Jump Starter Portable</td>
+                        <td>SKU-6789-02</td>
+                        <td>$80.00</td>
+                        <td>15</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Bike Trainer Smart</td>
+                        <td>SKU-0123-42</td>
+                        <td>$299.00</td>
+                        <td>7</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>GPS Running Watch</td>
+                        <td>SKU-4567-82</td>
+                        <td>$199.00</td>
+                        <td>20</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Blood Pressure Monitor Smart</td>
+                        <td>SKU-8901-22</td>
+                        <td>$49.99</td>
+                        <td>50</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Scale Smart Body Fat</td>
+                        <td>SKU-1234-53</td>
+                        <td>$35.00</td>
+                        <td>70</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Massage Gun Percussion</td>
+                        <td>SKU-5678-93</td>
+                        <td>$149.00</td>
+                        <td>10</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Heated Blanket Electric</td>
+                        <td>SKU-9012-33</td>
+                        <td>$79.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Humidifier Smart</td>
+                        <td>SKU-3456-73</td>
+                        <td>$55.00</td>
+                        <td>45</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Air Purifier HEPA</td>
+                        <td>SKU-7890-13</td>
+                        <td>$159.00</td>
+                        <td>18</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable AC Unit</td>
+                        <td>SKU-2345-63</td>
+                        <td>$399.00</td>
+                        <td>5</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Thermostat</td>
+                        <td>SKU-6789-03</td>
+                        <td>$149.00</td>
+                        <td>22</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Video Doorbell Pro</td>
+                        <td>SKU-0123-43</td>
+                        <td>$179.00</td>
+                        <td>12</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Lock Keyless</td>
+                        <td>SKU-4567-83</td>
+                        <td>$129.00</td>
+                        <td>9</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Scooter Folding</td>
+                        <td>SKU-8901-23</td>
+                        <td>$599.00</td>
+                        <td>3</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Skateboard</td>
+                        <td>SKU-1234-54</td>
+                        <td>$449.00</td>
+                        <td>2</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Bicycle</td>
+                        <td>SKU-5678-94</td>
+                        <td>$899.00</td>
+                        <td>1</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Workout Headphones</td>
+                        <td>SKU-9012-34</td>
+                        <td>$79.00</td>
+                        <td>80</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Outdoor Smart Plug</td>
+                        <td>SKU-3456-74</td>
+                        <td>$29.00</td>
+                        <td>110</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Garden Sprinkler Smart</td>
+                        <td>SKU-7890-14</td>
+                        <td>$69.00</td>
+                        <td>20</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Pet Feeder Smart</td>
+                        <td>SKU-2345-64</td>
+                        <td>$75.00</td>
+                        <td>15</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Dog Camera Treat Dispenser</td>
+                        <td>SKU-6789-04</td>
+                        <td>$120.00</td>
+                        <td>10</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Cat Litter Box Self-Cleaning</td>
+                        <td>SKU-0123-44</td>
+                        <td>$499.00</td>
+                        <td>4</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Wi-Fi Router AX6000</td>
+                        <td>SKU-4567-84</td>
+                        <td>$189.99</td>
+                        <td>28</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Espresso Maker</td>
+                        <td>SKU-8901-24</td>
+                        <td>$79.99</td>
+                        <td>35</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Instant Photo Printer</td>
+                        <td>SKU-1234-55</td>
+                        <td>$119.00</td>
+                        <td>17</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Fireplace Heater</td>
+                        <td>SKU-5678-95</td>
+                        <td>$159.00</td>
+                        <td>6</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Light Bulbs 4-Pack</td>
+                        <td>SKU-9012-35</td>
+                        <td>$49.99</td>
+                        <td>190</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Headset Wireless</td>
+                        <td>SKU-3456-75</td>
+                        <td>$110.00</td>
+                        <td>50</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>UV Sanitizer for Phone</td>
+                        <td>SKU-7890-15</td>
+                        <td>$39.99</td>
+                        <td>85</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Grill Indoor</td>
+                        <td>SKU-2345-65</td>
+                        <td>$95.00</td>
+                        <td>11</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Digital Voice Recorder</td>
+                        <td>SKU-6789-05</td>
+                        <td>$49.00</td>
+                        <td>60</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Air Compressor</td>
+                        <td>SKU-0123-45</td>
+                        <td>$65.00</td>
+                        <td>25</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Fitness Trampoline Mini</td>
+                        <td>SKU-4567-85</td>
+                        <td>$85.00</td>
+                        <td>8</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Window Cleaning Robot</td>
+                        <td>SKU-8901-25</td>
+                        <td>$249.00</td>
+                        <td>5</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Plant Pot</td>
+                        <td>SKU-1234-56</td>
+                        <td>$55.00</td>
+                        <td>30</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Wine Opener Set</td>
+                        <td>SKU-5678-96</td>
+                        <td>$39.00</td>
+                        <td>70</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Car Phone Mount Wireless Charger</td>
+                        <td>SKU-9012-36</td>
+                        <td>$29.99</td>
+                        <td>140</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Document Scanner</td>
+                        <td>SKU-3456-76</td>
+                        <td>$169.00</td>
+                        <td>12</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Solar Garden Lights 10-Pack</td>
+                        <td>SKU-7890-16</td>
+                        <td>$45.00</td>
+                        <td>90</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Mirror for Bathroom</td>
+                        <td>SKU-2345-66</td>
+                        <td>$299.00</td>
+                        <td>3</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
                 </tbody>
             </table>
-        </section>
+        </div>
 
-        <section class="card" style="margin-bottom: 2rem">
-            <h2>Recent Orders (March 2026)</h2>
-            <table>
-                <thead><tr><th>ID</th><th>Customer</th><th>Amount</th><th>Date</th><th>Status</th></tr></thead>
+        <!-- Orders Table -->
+        <h2 class="section-header">Recent Orders</h2>
+        <div class="table-wrapper">
+            <table class="data-table">
+                <thead>
+                    <tr>
+                        <th>Order ID</th>
+                        <th>Customer</th>
+                        <th>Amount</th>
+                        <th>Order Date</th>
+                        <th>Status</th>
+                    </tr>
+                </thead>
                 <tbody>
-                    <script>
-                        // Original 40 rows
-                        for(let i=1; i<=40; i++) {
-                            document.write(`<tr><td>#ORD-${5000+i}</td><td>User ${i}</td><td>$${(Math.random()*500).toFixed(2)}</td><td>2023-10-${(i%28)+1}</td><td><span class="badge badge-pending">Pending</span></td></tr>`);
-                        }
-                        // 15 New rows for March 2026
-                        for(let i=1; i<=15; i++) {
-                            document.write(`<tr><td>#MAR-${9000+i}</td><td>Customer X</td><td>$${(Math.random()*500).toFixed(2)}</td><td>2026-03-${i.toString().padStart(2, '0')}</td><td><span class="badge badge-active">Completed</span></td></tr>`);
-                        }
-                    </script>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-473950</a></td>
+                        <td>Charlie Brown</td>
+                        <td>$145.00</td>
+                        <td>2023-10-26</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-894723</a></td>
+                        <td>Henry Wilson</td>
+                        <td>$780.25</td>
+                        <td>2023-10-22</td>
+                        <td><span class="badge badge-delivered">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-120567</a></td>
+                        <td>Alice Johnson</td>
+                        <td>$320.50</td>
+                        <td>2023-10-28</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-678910</a></td>
+                        <td>Bob Williams</td>
+                        <td>$89.99</td>
+                        <td>2023-10-27</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-345678</a></td>
+                        <td>Diana Prince</td>
+                        <td>$1200.00</td>
+                        <td>2023-10-25</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-987654</a></td>
+                        <td>Eve Davis</td>
+                        <td>$45.75</td>
+                        <td>2023-10-24</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-112233</a></td>
+                        <td>Frank Miller</td>
+                        <td>$210.00</td>
+                        <td>2023-10-23</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-554433</a></td>
+                        <td>Grace Taylor</td>
+                        <td>$75.50</td>
+                        <td>2023-10-21</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-678543</a></td>
+                        <td>Ivy Moore</td>
+                        <td>$550.00</td>
+                        <td>2023-10-20</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-234567</a></td>
+                        <td>Jack White</td>
+                        <td>$19.99</td>
+                        <td>2023-10-19</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-876543</a></td>
+                        <td>Karen Green</td>
+                        <td>$123.45</td>
+                        <td>2023-10-18</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-098765</a></td>
+                        <td>Liam Hall</td>
+                        <td>$999.99</td>
+                        <td>2023-10-17</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-111222</a></td>
+                        <td>Mia King</td>
+                        <td>$67.89</td>
+                        <td>2023-10-16</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-333444</a></td>
+                        <td>Noah Wright</td>
+                        <td>$345.60</td>
+                        <td>2023-10-15</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-555666</a></td>
+                        <td>Olivia Scott</td>
+                        <td>$12.30</td>
+                        <td>2023-10-14</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-777888</a></td>
+                        <td>Peter Adams</td>
+                        <td>$78.90</td>
+                        <td>2023-10-13</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-999000</a></td>
+                        <td>Quinn Lewis</td>
+                        <td>$150.00</td>
+                        <td>2023-10-12</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-222111</a></td>
+                        <td>Rachel Lee</td>
+                        <td>$29.99</td>
+                        <td>2023-10-11</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-444555</a></td>
+                        <td>Sam Clark</td>
+                        <td>$499.00</td>
+                        <td>2023-10-10</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-666777</a></td>
+                        <td>Tina Young</td>
+                        <td>$18.50</td>
+                        <td>2023-10-09</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-888999</a></td>
+                        <td>Uma Hernandez</td>
+                        <td>$670.00</td>
+                        <td>2023-10-08</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-000111</a></td>
+                        <td>Victor Garcia</td>
+                        <td>$25.00</td>
+                        <td>2023-10-07</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-121314</a></td>
+                        <td>Wendy Lopez</td>
+                        <td>$99.00</td>
+                        <td>2023-10-06</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-151617</a></td>
+                        <td>Xavier Rodriguez</td>
+                        <td>$300.00</td>
+                        <td>2023-10-05</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-181920</a></td>
+                        <td>Yara Martinez</td>
+                        <td>$79.00</td>
+                        <td>2023-10-04</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-212223</a></td>
+                        <td>Zack Anderson</td>
+                        <td>$149.00</td>
+                        <td>2023-10-03</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-242526</a></td>
+                        <td>Alice Johnson</td>
+                        <td>$50.00</td>
+                        <td>2023-10-02</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-272829</a></td>
+                        <td>Bob Williams</td>
+                        <td>$12.99</td>
+                        <td>2023-10-01</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-303132</a></td>
+                        <td>Charlie Brown</td>
+                        <td>$80.00</td>
+                        <td>2023-09-30</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-333435</a></td>
+                        <td>Diana Prince</td>
+                        <td>$240.00</td>
+                        <td>2023-09-29</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-363738</a></td>
+                        <td>Eve Davis</td>
+                        <td>$1500.00</td>
+                        <td>2023-09-28</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-394041</a></td>
+                        <td>Frank Miller</td>
+                        <td>$65.00</td>
+                        <td>2023-09-27</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-424344</a></td>
+                        <td>Grace Taylor</td>
+                        <td>$199.00</td>
+                        <td>2023-09-26</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-454647</a></td>
+                        <td>Henry Wilson</td>
+                        <td>$30.00</td>
+                        <td>2023-09-25</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-484950</a></td>
+                        <td>Ivy Moore</td>
+                        <td>$450.00</td>
+                        <td>2023-09-24</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-515253</a></td>
+                        <td>Jack White</td>
+                        <td>$22.00</td>
+                        <td>2023-09-23</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-545556</a></td>
+                        <td>Karen Green</td>
+                        <td>$88.88</td>
+                        <td>2023-09-22</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-575859</a></td>
+                        <td>Liam Hall</td>
+                        <td>$765.00</td>
+                        <td>2023-09-21</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-606162</a></td>
+                        <td>Mia King</td>
+                        <td>$120.00</td>
+                        <td>2023-09-20</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-636465</a></td>
+                        <td>Noah Wright</td>
+                        <td>$33.50</td>
+                        <td>2023-09-19</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-666768</a></td>
+                        <td>Olivia Scott</td>
+                        <td>$99.99</td>
+                        <td>2023-09-18</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-697071</a></td>
+                        <td>Peter Adams</td>
+                        <td>$55.00</td>
+                        <td>2023-09-17</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-727374</a></td>
+                        <td>Quinn Lewis</td>
+                        <td>$12.00</td>
+                        <td>2023-09-16</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-757677</a></td>
+                        <td>Rachel Lee</td>
+                        <td>$250.00</td>
+                        <td>2023-09-15</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-787980</a></td>
+                        <td>Sam Clark</td>
+                        <td>$75.00</td>
+                        <td>2023-09-14</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-818283</a></td>
+                        <td>Tina Young</td>
+                        <td>$110.00</td>
+                        <td>2023-09-13</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-848586</a></td>
+                        <td>Uma Hernandez</td>
+                        <td>$400.00</td>
+                        <td>2023-09-12</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <!-- New Orders from March 2026 -->
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900001</a></td>
+                        <td>Laura Croft</td>
+                        <td>$210.50</td>
+                        <td>2026-03-31</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900002</a></td>
+                        <td>Markus Jensen</td>
+                        <td>$85.00</td>
+                        <td>2026-03-30</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900003</a></td>
+                        <td>Nadia Khan</td>
+                        <td>$15.99</td>
+                        <td>2026-03-29</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900004</a></td>
+                        <td>Oscar Reed</td>
+                        <td>$340.00</td>
+                        <td>2026-03-28</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900005</a></td>
+                        <td>Penny Lane</td>
+                        <td>$55.25</td>
+                        <td>2026-03-27</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900006</a></td>
+                        <td>Quentin Blake</td>
+                        <td>$1299.00</td>
+                        <td>2026-03-26</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900007</a></td>
+                        <td>Renee Dupont</td>
+                        <td>$72.80</td>
+                        <td>2026-03-25</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900008</a></td>
+                        <td>Steven King</td>
+                        <td>$450.00</td>
+                        <td>2026-03-24</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900009</a></td>
+                        <td>Tanya Adams</td>
+                        <td>$22.00</td>
+                        <td>2026-03-23</td>
+                        <td><span class="badge badge-cancelled">Cancelled</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900010</a></td>
+                        <td>Ulysses Grant</td>
+                        <td>$180.00</td>
+                        <td>2026-03-22</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900011</a></td>
+                        <td>Violet Stone</td>
+                        <td>$39.99</td>
+                        <td>2026-03-21</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900012</a></td>
+                        <td>Walter White</td>
+                        <td>$799.00</td>
+                        <td>2026-03-20</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900013</a></td>
+                        <td>Xenia Bell</td>
+                        <td>$99.00</td>
+                        <td>2026-03-19</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900014</a></td>
+                        <td>Yusuf Amir</td>
+                        <td>$25.50</td>
+                        <td>2026-03-18</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #007bff;">ORD-900015</a></td>
+                        <td>Zara Chen</td>
+                        <td>$112.75</td>
+                        <td>2026-03-17</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
                 </tbody>
             </table>
-        </section>
+        </div>
 
-        <section class="card">
-            <h2>Account Settings</h2>
+        <!-- Account Settings Form -->
+        <h2 class="section-header">Account Settings</h2>
+        <div class="settings-form">
             <form>
-                <label>Full Name</label><input type="text" value="John Doe">
-                <label>Email</label><input type="email" value="john@example.com">
-                <label><input type="checkbox" checked> Receive Email Notifications</label>
-                <button class="btn" type="button" style="margin-top: 1rem">Save Changes</button>
+                <div class="form-group">
+                    <label for="name">Full Name</label>
+                    <input type="text" id="name" value="John Doe">
+                </div>
+                <div class="form-group">
+                    <label for="email">Email Address</label>
+                    <input type="email" id="email" value="john.doe@example.com">
+                </div>
+                <div class="form-group">
+                    <label for="password">Password</label>
+                    <input type="password" id="password" value="********">
+                </div>
+                <div class="form-group">
+                    <label for="address">Shipping Address</label>
+                    <input type="text" id="address" value="123 Main St, Anytown, CA 90210">
+                </div>
+                <div class="form-group">
+                    <label for="phone">Phone Number</label>
+                    <input type="text" id="phone" value="+1 (555) 123-4567">
+                </div>
+
+                <h3 class="mt-30" style="font-size: 20px; color: #2c3e50; margin-bottom: 20px; font-weight: 600;">Notification Preferences</h3>
+
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="email-notif" checked>
+                    <label for="email-notif">Email notifications for new orders</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="sms-notif">
+                    <label for="sms-notif">SMS notifications for critical alerts</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="promo-notif" checked>
+                    <label for="promo-notif">Receive marketing and promotional emails</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="newsletter-notif">
+                    <label for="newsletter-notif">Subscribe to weekly newsletter</label>
+                </div>
+
+                <div class="form-actions">
+                    <button type="submit" class="btn-primary">Save Changes</button>
+                </div>
             </form>
-        </section>
+        </div>
+
     </div>
 </body>
 </html>
\ No newline at end of file
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-3.html b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-3.html
index a77570f..b0a5f91 100644
--- a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-3.html
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-3.html
@@ -2,83 +2,1510 @@
 <html lang="en">
 <head>
     <meta charset="UTF-8">
-    <title>Admin Dashboard</title>
-    <style>
-        :root { --primary: #8b5cf6; --bg: #f3f4f6; --text: #1f2937; }
-        body { font-family: sans-serif; background: var(--bg); color: var(--text); margin: 0; }
-        nav { background: #fff; padding: 1rem 2rem; display: flex; justify-content: space-between; align-items: center; border-bottom: 1px solid #e5e7eb; }
-        .container { padding: 2rem; max-width: 1200px; margin: auto; }
-        .stats-grid { display: grid; grid-template-columns: repeat(4, 1fr); gap: 1rem; margin-bottom: 2rem; }
-        .card { background: #fff; padding: 1.5rem; border-radius: 8px; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
-        table { width: 100%; border-collapse: collapse; background: #fff; border-radius: 8px; overflow: hidden; margin-top: 1rem; }
-        th { background: #f9fafb; text-align: left; padding: 1rem; border-bottom: 2px solid #e5e7eb; }
-        td { padding: 1rem; border-bottom: 1px solid #e5e7eb; }
-        .badge { padding: 0.25rem 0.5rem; border-radius: 999px; font-size: 0.75rem; font-weight: bold; }
-        .badge-active { background: #ede9fe; color: #5b21b6; }
-        .badge-pending { background: #fef3c7; color: #92400e; }
-        input, select { width: 100%; padding: 0.5rem; margin: 0.5rem 0; border: 1px solid #d1d5db; border-radius: 4px; }
-        .btn { padding: 0.5rem 1rem; border-radius: 4px; cursor: pointer; border: none; background: var(--primary); color: white; }
-    </style>
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>E-commerce Admin Dashboard</title>
 </head>
 <body>
-    <nav>
-        <div style="font-weight: bold; font-size: 1.5rem; color: var(--primary);">ADMIN.IO</div>
-        <div>Dashboard | Reports | Settings</div>
-        <div><img src="data:image/svg+xml;utf8,<svg width='32' height='32' viewBox='0 0 32 32'><circle cx='16' cy='16' r='16' fill='%238b5cf6'/></svg>" width="32"> User <button class="btn" style="background:#ef4444">Sign Out</button></div>
-    </nav>
+    <style>
+        /* General Styles */
+        body {
+            font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";
+            margin: 0;
+            background-color: #f4f7f6;
+            color: #333;
+            line-height: 1.6;
+            -webkit-font-smoothing: antialiased;
+            -moz-osx-font-smoothing: grayscale;
+        }
+
+        *, *::before, *::after {
+            box-sizing: border-box;
+        }
+
+        .container {
+            max-width: 1200px;
+            margin: 20px auto;
+            padding: 0 20px;
+        }
+
+        /* Top Navigation Bar */
+        .navbar {
+            display: flex;
+            justify-content: space-between;
+            align-items: center;
+            background-color: #ffffff;
+            padding: 15px 20px;
+            box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05);
+            margin-bottom: 20px;
+        }
+
+        .navbar-brand {
+            font-weight: bold;
+            font-size: 24px;
+            color: #2c3e50;
+            text-decoration: none;
+        }
+
+        .navbar-links {
+            display: flex;
+            gap: 25px;
+        }
+
+        .navbar-links a {
+            color: #555;
+            text-decoration: none;
+            font-size: 16px;
+            padding: 5px 0;
+            position: relative;
+        }
+
+        .navbar-links a:hover {
+            color: #8b5cf6; /* Changed from #007bff */
+        }
+
+        .navbar-links a.active::after {
+            content: '';
+            position: absolute;
+            bottom: -5px;
+            left: 0;
+            width: 100%;
+            height: 2px;
+            background-color: #8b5cf6; /* Changed from #007bff */
+        }
+
+        .navbar-user {
+            display: flex;
+            align-items: center;
+            gap: 15px;
+        }
+
+        .navbar-avatar {
+            width: 38px;
+            height: 38px;
+            border-radius: 50%;
+            background-color: #e0e0e0;
+            display: flex;
+            justify-content: center;
+            align-items: center;
+            font-weight: bold;
+            color: #777;
+            font-size: 14px;
+            text-transform: uppercase;
+        }
+
+        .navbar-signout {
+            background-color: #dc3545;
+            color: white;
+            border: none;
+            padding: 8px 15px;
+            border-radius: 5px;
+            cursor: pointer;
+            font-size: 14px;
+            transition: background-color 0.2s ease;
+        }
+
+        .navbar-signout:hover {
+            background-color: #c82333;
+        }
+
+        /* Stat Cards */
+        .stat-cards {
+            display: grid;
+            grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));
+            gap: 20px;
+            margin-bottom: 30px;
+        }
+
+        .card {
+            background-color: #ffffff;
+            padding: 25px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            display: flex;
+            flex-direction: column;
+            justify-content: space-between;
+            transition: transform 0.2s ease;
+        }
+
+        .card:hover {
+            transform: translateY(-5px);
+        }
+
+        .card-title {
+            font-size: 16px;
+            color: #777;
+            margin-bottom: 10px;
+        }
+
+        .card-value {
+            font-size: 32px;
+            font-weight: bold;
+            color: #333;
+            margin-bottom: 10px;
+        }
+
+        .card-trend {
+            display: flex;
+            align-items: center;
+            font-size: 14px;
+            gap: 5px;
+        }
+
+        .card-trend.positive {
+            color: #28a745; /* Green */
+        }
+
+        .card-trend.negative {
+            color: #dc3545; /* Red */
+        }
+
+        .card-trend span {
+            font-weight: bold;
+        }
+
+        /* Section Header */
+        .section-header {
+            font-size: 24px;
+            color: #2c3e50;
+            margin-bottom: 20px;
+            font-weight: 600;
+        }
+
+        /* Tables */
+        .table-wrapper {
+            background-color: #ffffff;
+            padding: 25px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            margin-bottom: 30px;
+            overflow-x: auto; /* For responsive tables */
+        }
+
+        .data-table {
+            width: 100%;
+            border-collapse: collapse;
+            text-align: left;
+            min-width: 600px; /* Ensure table is scrollable on smaller screens */
+        }
+
+        .data-table th, .data-table td {
+            padding: 12px 15px;
+            border-bottom: 1px solid #eee;
+        }
+
+        .data-table th {
+            background-color: #f8f8f8;
+            color: #555;
+            font-weight: 600;
+            text-transform: uppercase;
+            font-size: 13px;
+        }
+
+        .data-table tbody tr:hover {
+            background-color: #fcfcfc;
+        }
+
+        .data-table tbody tr:last-child td {
+            border-bottom: none;
+        }
+
+        /* Status Badges */
+        .badge {
+            display: inline-block;
+            padding: 6px 10px;
+            border-radius: 5px;
+            font-size: 12px;
+            font-weight: 600;
+            text-transform: capitalize;
+            color: #fff;
+        }
+
+        .badge-success { background-color: #28a745; } /* Green */
+        .badge-warning { background-color: #ffc107; color: #333; } /* Yellow */
+        .badge-danger { background-color: #dc3545; } /* Red */
+        .badge-info { background-color: #17a2b8; } /* Blue-green */
+        .badge-primary { background-color: #8b5cf6; } /* Purple accent */
+        .badge-secondary { background-color: #6c757d; } /* Gray */
+        .badge-dark { background-color: #343a40; } /* Dark Gray */
+
+        /* Custom Order Badges */
+        .badge-pending { background-color: #ffc107; color: #333; }
+        .badge-shipped { background-color: #8b5cf6; } /* Changed from #007bff */
+        .badge-delivered { background-color: #28a745; }
+        .badge-cancelled { background-color: #dc3545; }
+
+
+        /* Account Settings Form */
+        .settings-form {
+            background-color: #ffffff;
+            padding: 30px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            margin-bottom: 30px;
+        }
+
+        .form-group {
+            margin-bottom: 20px;
+        }
+
+        .form-group label {
+            display: block;
+            margin-bottom: 8px;
+            font-weight: 600;
+            color: #555;
+            font-size: 15px;
+        }
+
+        .form-group input[type="text"],
+        .form-group input[type="email"],
+        .form-group input[type="password"] {
+            width: 100%;
+            padding: 12px;
+            border: 1px solid #ddd;
+            border-radius: 5px;
+            font-size: 16px;
+            color: #333;
+            transition: border-color 0.2s ease;
+        }
+
+        .form-group input[type="text"]:focus,
+        .form-group input[type="email"]:focus,
+        .form-group input[type="password"]:focus {
+            border-color: #8b5cf6; /* Changed from #007bff */
+            outline: none;
+        }
+
+        .form-group-checkbox {
+            display: flex;
+            align-items: center;
+            margin-bottom: 15px;
+        }
+
+        .form-group-checkbox input[type="checkbox"] {
+            margin-right: 10px;
+            width: 18px;
+            height: 18px;
+            cursor: pointer;
+        }
+
+        .form-group-checkbox label {
+            margin-bottom: 0;
+            cursor: pointer;
+            font-weight: normal;
+        }
+
+        .form-actions {
+            margin-top: 30px;
+            text-align: right;
+        }
+
+        .btn-primary {
+            background-color: #8b5cf6; /* Changed from #007bff */
+            color: white;
+            border: none;
+            padding: 12px 25px;
+            border-radius: 5px;
+            cursor: pointer;
+            font-size: 16px;
+            font-weight: 500;
+            transition: background-color 0.2s ease;
+        }
+
+        .btn-primary:hover {
+            background-color: #7c4af0; /* Darker shade of #8b5cf6 */
+        }
+
+        /* Utility classes */
+        .mt-30 { margin-top: 30px; }
+    </style>
+
+    <div class="navbar">
+        <a href="#" class="navbar-brand">Shop Admin</a>
+        <div class="navbar-links">
+            <a href="#" class="active">Dashboard</a>
+            <a href="#">Products</a>
+            <a href="#">Orders</a>
+            <a href="#">Customers</a>
+            <a href="#">Settings</a>
+        </div>
+        <div class="navbar-user">
+            <div class="navbar-avatar">JD</div>
+            <span>John Doe</span>
+            <button class="navbar-signout">Sign Out</button>
+        </div>
+    </div>
 
     <div class="container">
-        <div class="stats-grid">
+        <!-- Stat Cards -->
+        <div class="stat-cards">
+            <div class="card">
+                <div class="card-title">Total Revenue</div>
+                <div class="card-value">$215,430</div>
+                <div class="card-trend positive">
+                    ▲ <span>12.3%</span> this month
+                </div>
+            </div>
+            <div class="card">
+                <div class="card-title">Orders</div>
+                <div class="card-value">2,890</div>
+                <div class="card-trend positive">
+                    ▲ <span>8.2%</span> this month
+                </div>
+            </div>
+            <div class="card">
+                <div class="card-title">Customers</div>
+                <div class="card-value">1,540</div>
+                <div class="card-trend negative">
+                    ▼ <span>1.3%</span> this month
+                </div>
+            </div>
             <div class="card">
-                <h3>Total Revenue</h3>
-                <p style="font-size: 1.5rem; font-weight: bold;">$215,430</p>
-                <small style="color: green; font-weight: bold;">+12.3%</small>
+                <div class="card-title">Conversion Rate</div>
+                <div class="card-value">3.45%</div>
+                <div class="card-trend positive">
+                    ▲ <span>0.5%</span> this month
+                </div>
             </div>
-            <div class="card"><h3>Orders</h3><p style="font-size: 1.5rem">1,204</p><small style="color: green">↑ 5%</small></div>
-            <div class="card"><h3>Customers</h3><p style="font-size: 1.5rem">842</p><small style="color: green">↑ 2%</small></div>
-            <div class="card"><h3>Conversion</h3><p style="font-size: 1.5rem">3.2%</p><small style="color: red">↓ 0.5%</small></div>
         </div>
 
-        <section class="card" style="margin-bottom: 2rem">
-            <h2>Products Inventory</h2>
-            <table id="productsTable">
-                <thead><tr><th>Name</th><th>SKU</th><th>Price</th><th>Stock</th><th>Status</th></tr></thead>
+        <!-- Products Table -->
+        <h2 class="section-header">Products</h2>
+        <div class="table-wrapper">
+            <table class="data-table">
+                <thead>
+                    <tr>
+                        <th>Product Name</th>
+                        <th>SKU</th>
+                        <th>Price</th>
+                        <th>Stock</th>
+                        <th>Category</th>
+                        <th>Status</th>
+                    </tr>
+                </thead>
                 <tbody>
-                    <script>
-                        for(let i=1; i<=60; i++) {
-                            document.write(`<tr><td>Product ${i}</td><td>SKU-${1000+i}</td><td>$${(Math.random()*100).toFixed(2)}</td><td>${Math.floor(Math.random()*500)}</td><td><span class="badge badge-active">Active</span></td></tr>`);
-                        }
-                    </script>
+                    <tr>
+                        <td>Wireless Bluetooth Headphones</td>
+                        <td>SKU-8345-78</td>
+                        <td>$89.99</td>
+                        <td>125</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>4K Ultra HD Smart TV</td>
+                        <td>SKU-1234-56</td>
+                        <td>$799.00</td>
+                        <td>45</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smartwatch Fitness Tracker</td>
+                        <td>SKU-5678-12</td>
+                        <td>$129.50</td>
+                        <td>8</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Power Bank 20000mAh</td>
+                        <td>SKU-9012-34</td>
+                        <td>$34.99</td>
+                        <td>210</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Noise Cancelling Earbuds</td>
+                        <td>SKU-3456-78</td>
+                        <td>$149.99</td>
+                        <td>60</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Laptop 15-inch</td>
+                        <td>SKU-7890-12</td>
+                        <td>$1199.99</td>
+                        <td>15</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Mechanical Keyboard RGB</td>
+                        <td>SKU-2345-67</td>
+                        <td>$99.99</td>
+                        <td>90</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Ergonomic Office Chair</td>
+                        <td>SKU-6789-01</td>
+                        <td>$249.00</td>
+                        <td>5</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>USB-C Hub Multiport</td>
+                        <td>SKU-0123-45</td>
+                        <td>$49.99</td>
+                        <td>150</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>External SSD 1TB</td>
+                        <td>SKU-4567-89</td>
+                        <td>$119.99</td>
+                        <td>30</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Robot Vacuum Cleaner</td>
+                        <td>SKU-8901-23</td>
+                        <td>$299.00</td>
+                        <td>12</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Air Fryer 5L</td>
+                        <td>SKU-1234-50</td>
+                        <td>$89.99</td>
+                        <td>70</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Coffee Maker Programmable</td>
+                        <td>SKU-5678-90</td>
+                        <td>$75.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Home Security Camera</td>
+                        <td>SKU-9012-30</td>
+                        <td>$69.99</td>
+                        <td>18</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>LED Desk Lamp</td>
+                        <td>SKU-3456-70</td>
+                        <td>$29.99</td>
+                        <td>100</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Toothbrush Sonic</td>
+                        <td>SKU-7890-10</td>
+                        <td>$59.99</td>
+                        <td>40</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Water Bottle Smart</td>
+                        <td>SKU-2345-60</td>
+                        <td>$24.99</td>
+                        <td>130</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Travel Backpack Anti-Theft</td>
+                        <td>SKU-6789-00</td>
+                        <td>$55.00</td>
+                        <td>22</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Digital Camera Mirrorless</td>
+                        <td>SKU-0123-40</td>
+                        <td>$899.99</td>
+                        <td>7</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Drone with 4K Camera</td>
+                        <td>SKU-4567-80</td>
+                        <td>$499.00</td>
+                        <td>10</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Projector</td>
+                        <td>SKU-8901-20</td>
+                        <td>$199.00</td>
+                        <td>25</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Virtual Reality Headset</td>
+                        <td>SKU-1234-51</td>
+                        <td>$399.99</td>
+                        <td>18</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart LED Strip Lights</td>
+                        <td>SKU-5678-91</td>
+                        <td>$25.00</td>
+                        <td>200</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Standing Desk Converter</td>
+                        <td>SKU-9012-31</td>
+                        <td>$179.99</td>
+                        <td>30</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Wireless Charging Pad</td>
+                        <td>SKU-3456-71</td>
+                        <td>$19.99</td>
+                        <td>180</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Mouse RGB</td>
+                        <td>SKU-7890-11</td>
+                        <td>$45.00</td>
+                        <td>95</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Monitor Ultra-Wide</td>
+                        <td>SKU-2345-61</td>
+                        <td>$349.00</td>
+                        <td>12</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Soundbar with Subwoofer</td>
+                        <td>SKU-6789-01</td>
+                        <td>$189.99</td>
+                        <td>20</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>E-Reader Paperwhite</td>
+                        <td>SKU-0123-41</td>
+                        <td>$119.00</td>
+                        <td>55</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Kettle Smart</td>
+                        <td>SKU-4567-81</td>
+                        <td>$65.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Blender High-Speed</td>
+                        <td>SKU-8901-21</td>
+                        <td>$99.00</td>
+                        <td>35</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Espresso Machine</td>
+                        <td>SKU-1234-52</td>
+                        <td>$499.00</td>
+                        <td>8</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Home Theater System</td>
+                        <td>SKU-5678-92</td>
+                        <td>$699.99</td>
+                        <td>6</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Mesh Wi-Fi System</td>
+                        <td>SKU-9012-32</td>
+                        <td>$199.99</td>
+                        <td>25</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Network Attached Storage (NAS)</td>
+                        <td>SKU-3456-72</td>
+                        <td>$299.00</td>
+                        <td>10</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Plug Mini</td>
+                        <td>SKU-7890-12</td>
+                        <td>$15.00</td>
+                        <td>300</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Dash Cam Front & Rear</td>
+                        <td>SKU-2345-62</td>
+                        <td>$120.00</td>
+                        <td>40</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Car Jump Starter Portable</td>
+                        <td>SKU-6789-02</td>
+                        <td>$80.00</td>
+                        <td>15</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Bike Trainer Smart</td>
+                        <td>SKU-0123-42</td>
+                        <td>$299.00</td>
+                        <td>7</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>GPS Running Watch</td>
+                        <td>SKU-4567-82</td>
+                        <td>$199.00</td>
+                        <td>20</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Blood Pressure Monitor Smart</td>
+                        <td>SKU-8901-22</td>
+                        <td>$49.99</td>
+                        <td>50</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Scale Smart Body Fat</td>
+                        <td>SKU-1234-53</td>
+                        <td>$35.00</td>
+                        <td>70</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Massage Gun Percussion</td>
+                        <td>SKU-5678-93</td>
+                        <td>$149.00</td>
+                        <td>10</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Heated Blanket Electric</td>
+                        <td>SKU-9012-33</td>
+                        <td>$79.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Humidifier Smart</td>
+                        <td>SKU-3456-73</td>
+                        <td>$55.00</td>
+                        <td>45</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Air Purifier HEPA</td>
+                        <td>SKU-7890-13</td>
+                        <td>$159.00</td>
+                        <td>18</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable AC Unit</td>
+                        <td>SKU-2345-63</td>
+                        <td>$399.00</td>
+                        <td>5</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Thermostat</td>
+                        <td>SKU-6789-03</td>
+                        <td>$149.00</td>
+                        <td>22</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Video Doorbell Pro</td>
+                        <td>SKU-0123-43</td>
+                        <td>$179.00</td>
+                        <td>12</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Lock Keyless</td>
+                        <td>SKU-4567-83</td>
+                        <td>$129.00</td>
+                        <td>9</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Scooter Folding</td>
+                        <td>SKU-8901-23</td>
+                        <td>$599.00</td>
+                        <td>3</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Skateboard</td>
+                        <td>SKU-1234-54</td>
+                        <td>$449.00</td>
+                        <td>2</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Bicycle</td>
+                        <td>SKU-5678-94</td>
+                        <td>$899.00</td>
+                        <td>1</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Workout Headphones</td>
+                        <td>SKU-9012-34</td>
+                        <td>$79.00</td>
+                        <td>80</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Outdoor Smart Plug</td>
+                        <td>SKU-3456-74</td>
+                        <td>$29.00</td>
+                        <td>110</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Garden Sprinkler Smart</td>
+                        <td>SKU-7890-14</td>
+                        <td>$69.00</td>
+                        <td>20</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Pet Feeder Smart</td>
+                        <td>SKU-2345-64</td>
+                        <td>$75.00</td>
+                        <td>15</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Dog Camera Treat Dispenser</td>
+                        <td>SKU-6789-04</td>
+                        <td>$120.00</td>
+                        <td>10</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Cat Litter Box Self-Cleaning</td>
+                        <td>SKU-0123-44</td>
+                        <td>$499.00</td>
+                        <td>4</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Wi-Fi Router AX6000</td>
+                        <td>SKU-4567-84</td>
+                        <td>$189.99</td>
+                        <td>28</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Espresso Maker</td>
+                        <td>SKU-8901-24</td>
+                        <td>$79.99</td>
+                        <td>35</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Instant Photo Printer</td>
+                        <td>SKU-1234-55</td>
+                        <td>$119.00</td>
+                        <td>17</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Fireplace Heater</td>
+                        <td>SKU-5678-95</td>
+                        <td>$159.00</td>
+                        <td>6</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Light Bulbs 4-Pack</td>
+                        <td>SKU-9012-35</td>
+                        <td>$49.99</td>
+                        <td>190</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Headset Wireless</td>
+                        <td>SKU-3456-75</td>
+                        <td>$110.00</td>
+                        <td>50</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>UV Sanitizer for Phone</td>
+                        <td>SKU-7890-15</td>
+                        <td>$39.99</td>
+                        <td>85</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Grill Indoor</td>
+                        <td>SKU-2345-65</td>
+                        <td>$95.00</td>
+                        <td>11</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Digital Voice Recorder</td>
+                        <td>SKU-6789-05</td>
+                        <td>$49.00</td>
+                        <td>60</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Air Compressor</td>
+                        <td>SKU-0123-45</td>
+                        <td>$65.00</td>
+                        <td>25</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Fitness Trampoline Mini</td>
+                        <td>SKU-4567-85</td>
+                        <td>$85.00</td>
+                        <td>8</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Window Cleaning Robot</td>
+                        <td>SKU-8901-25</td>
+                        <td>$249.00</td>
+                        <td>5</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Plant Pot</td>
+                        <td>SKU-1234-56</td>
+                        <td>$55.00</td>
+                        <td>30</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Wine Opener Set</td>
+                        <td>SKU-5678-96</td>
+                        <td>$39.00</td>
+                        <td>70</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Car Phone Mount Wireless Charger</td>
+                        <td>SKU-9012-36</td>
+                        <td>$29.99</td>
+                        <td>140</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Document Scanner</td>
+                        <td>SKU-3456-76</td>
+                        <td>$169.00</td>
+                        <td>12</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Solar Garden Lights 10-Pack</td>
+                        <td>SKU-7890-16</td>
+                        <td>$45.00</td>
+                        <td>90</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Mirror for Bathroom</td>
+                        <td>SKU-2345-66</td>
+                        <td>$299.00</td>
+                        <td>3</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
                 </tbody>
             </table>
-        </section>
+        </div>
 
-        <section class="card" style="margin-bottom: 2rem">
-            <h2>Recent Orders (March 2026)</h2>
-            <table>
-                <thead><tr><th>ID</th><th>Customer</th><th>Amount</th><th>Date</th><th>Status</th></tr></thead>
+        <!-- Orders Table -->
+        <h2 class="section-header">Recent Orders</h2>
+        <div class="table-wrapper">
+            <table class="data-table">
+                <thead>
+                    <tr>
+                        <th>Order ID</th>
+                        <th>Customer</th>
+                        <th>Amount</th>
+                        <th>Order Date</th>
+                        <th>Status</th>
+                    </tr>
+                </thead>
                 <tbody>
-                    <script>
-                        for(let i=1; i<=40; i++) {
-                            document.write(`<tr><td>#ORD-${5000+i}</td><td>User ${i}</td><td>$${(Math.random()*500).toFixed(2)}</td><td>2023-10-${(i%28)+1}</td><td><span class="badge badge-pending">Pending</span></td></tr>`);
-                        }
-                        for(let i=1; i<=15; i++) {
-                            document.write(`<tr><td>#MAR-${9000+i}</td><td>Customer X</td><td>$${(Math.random()*500).toFixed(2)}</td><td>2026-03-${i.toString().padStart(2, '0')}</td><td><span class="badge badge-active">Completed</span></td></tr>`);
-                        }
-                    </script>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-473950</a></td>
+                        <td>Charlie Brown</td>
+                        <td>$145.00</td>
+                        <td>2023-10-26</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-894723</a></td>
+                        <td>Henry Wilson</td>
+                        <td>$780.25</td>
+                        <td>2023-10-22</td>
+                        <td><span class="badge badge-delivered">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-120567</a></td>
+                        <td>Alice Johnson</td>
+                        <td>$320.50</td>
+                        <td>2023-10-28</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-678910</a></td>
+                        <td>Bob Williams</td>
+                        <td>$89.99</td>
+                        <td>2023-10-27</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-345678</a></td>
+                        <td>Diana Prince</td>
+                        <td>$1200.00</td>
+                        <td>2023-10-25</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-987654</a></td>
+                        <td>Eve Davis</td>
+                        <td>$45.75</td>
+                        <td>2023-10-24</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-112233</a></td>
+                        <td>Frank Miller</td>
+                        <td>$210.00</td>
+                        <td>2023-10-23</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-554433</a></td>
+                        <td>Grace Taylor</td>
+                        <td>$75.50</td>
+                        <td>2023-10-21</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-678543</a></td>
+                        <td>Ivy Moore</td>
+                        <td>$550.00</td>
+                        <td>2023-10-20</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-234567</a></td>
+                        <td>Jack White</td>
+                        <td>$19.99</td>
+                        <td>2023-10-19</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-876543</a></td>
+                        <td>Karen Green</td>
+                        <td>$123.45</td>
+                        <td>2023-10-18</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-098765</a></td>
+                        <td>Liam Hall</td>
+                        <td>$999.99</td>
+                        <td>2023-10-17</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-111222</a></td>
+                        <td>Mia King</td>
+                        <td>$67.89</td>
+                        <td>2023-10-16</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-333444</a></td>
+                        <td>Noah Wright</td>
+                        <td>$345.60</td>
+                        <td>2023-10-15</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-555666</a></td>
+                        <td>Olivia Scott</td>
+                        <td>$12.30</td>
+                        <td>2023-10-14</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-777888</a></td>
+                        <td>Peter Adams</td>
+                        <td>$78.90</td>
+                        <td>2023-10-13</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-999000</a></td>
+                        <td>Quinn Lewis</td>
+                        <td>$150.00</td>
+                        <td>2023-10-12</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-222111</a></td>
+                        <td>Rachel Lee</td>
+                        <td>$29.99</td>
+                        <td>2023-10-11</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-444555</a></td>
+                        <td>Sam Clark</td>
+                        <td>$499.00</td>
+                        <td>2023-10-10</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-666777</a></td>
+                        <td>Tina Young</td>
+                        <td>$18.50</td>
+                        <td>2023-10-09</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-888999</a></td>
+                        <td>Uma Hernandez</td>
+                        <td>$670.00</td>
+                        <td>2023-10-08</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-000111</a></td>
+                        <td>Victor Garcia</td>
+                        <td>$25.00</td>
+                        <td>2023-10-07</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-121314</a></td>
+                        <td>Wendy Lopez</td>
+                        <td>$99.00</td>
+                        <td>2023-10-06</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-151617</a></td>
+                        <td>Xavier Rodriguez</td>
+                        <td>$300.00</td>
+                        <td>2023-10-05</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-181920</a></td>
+                        <td>Yara Martinez</td>
+                        <td>$79.00</td>
+                        <td>2023-10-04</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-212223</a></td>
+                        <td>Zack Anderson</td>
+                        <td>$149.00</td>
+                        <td>2023-10-03</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-242526</a></td>
+                        <td>Alice Johnson</td>
+                        <td>$50.00</td>
+                        <td>2023-10-02</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-272829</a></td>
+                        <td>Bob Williams</td>
+                        <td>$12.99</td>
+                        <td>2023-10-01</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-303132</a></td>
+                        <td>Charlie Brown</td>
+                        <td>$80.00</td>
+                        <td>2023-09-30</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-333435</a></td>
+                        <td>Diana Prince</td>
+                        <td>$240.00</td>
+                        <td>2023-09-29</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-363738</a></td>
+                        <td>Eve Davis</td>
+                        <td>$1500.00</td>
+                        <td>2023-09-28</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-394041</a></td>
+                        <td>Frank Miller</td>
+                        <td>$65.00</td>
+                        <td>2023-09-27</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-424344</a></td>
+                        <td>Grace Taylor</td>
+                        <td>$199.00</td>
+                        <td>2023-09-26</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-454647</a></td>
+                        <td>Henry Wilson</td>
+                        <td>$30.00</td>
+                        <td>2023-09-25</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-484950</a></td>
+                        <td>Ivy Moore</td>
+                        <td>$450.00</td>
+                        <td>2023-09-24</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-515253</a></td>
+                        <td>Jack White</td>
+                        <td>$22.00</td>
+                        <td>2023-09-23</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-545556</a></td>
+                        <td>Karen Green</td>
+                        <td>$88.88</td>
+                        <td>2023-09-22</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-575859</a></td>
+                        <td>Liam Hall</td>
+                        <td>$765.00</td>
+                        <td>2023-09-21</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-606162</a></td>
+                        <td>Mia King</td>
+                        <td>$120.00</td>
+                        <td>2023-09-20</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-636465</a></td>
+                        <td>Noah Wright</td>
+                        <td>$33.50</td>
+                        <td>2023-09-19</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-666768</a></td>
+                        <td>Olivia Scott</td>
+                        <td>$99.99</td>
+                        <td>2023-09-18</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-697071</a></td>
+                        <td>Peter Adams</td>
+                        <td>$55.00</td>
+                        <td>2023-09-17</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-727374</a></td>
+                        <td>Quinn Lewis</td>
+                        <td>$12.00</td>
+                        <td>2023-09-16</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-757677</a></td>
+                        <td>Rachel Lee</td>
+                        <td>$250.00</td>
+                        <td>2023-09-15</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-787980</a></td>
+                        <td>Sam Clark</td>
+                        <td>$75.00</td>
+                        <td>2023-09-14</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-818283</a></td>
+                        <td>Tina Young</td>
+                        <td>$110.00</td>
+                        <td>2023-09-13</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-848586</a></td>
+                        <td>Uma Hernandez</td>
+                        <td>$400.00</td>
+                        <td>2023-09-12</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <!-- New Orders from March 2026 -->
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900001</a></td>
+                        <td>Laura Croft</td>
+                        <td>$210.50</td>
+                        <td>2026-03-31</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900002</a></td>
+                        <td>Markus Jensen</td>
+                        <td>$85.00</td>
+                        <td>2026-03-30</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900003</a></td>
+                        <td>Nadia Khan</td>
+                        <td>$15.99</td>
+                        <td>2026-03-29</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900004</a></td>
+                        <td>Oscar Reed</td>
+                        <td>$340.00</td>
+                        <td>2026-03-28</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900005</a></td>
+                        <td>Penny Lane</td>
+                        <td>$55.25</td>
+                        <td>2026-03-27</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900006</a></td>
+                        <td>Quentin Blake</td>
+                        <td>$1299.00</td>
+                        <td>2026-03-26</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900007</a></td>
+                        <td>Renee Dupont</td>
+                        <td>$72.80</td>
+                        <td>2026-03-25</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900008</a></td>
+                        <td>Steven King</td>
+                        <td>$450.00</td>
+                        <td>2026-03-24</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900009</a></td>
+                        <td>Tanya Adams</td>
+                        <td>$22.00</td>
+                        <td>2026-03-23</td>
+                        <td><span class="badge badge-cancelled">Cancelled</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900010</a></td>
+                        <td>Ulysses Grant</td>
+                        <td>$180.00</td>
+                        <td>2026-03-22</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900011</a></td>
+                        <td>Violet Stone</td>
+                        <td>$39.99</td>
+                        <td>2026-03-21</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900012</a></td>
+                        <td>Walter White</td>
+                        <td>$799.00</td>
+                        <td>2026-03-20</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900013</a></td>
+                        <td>Xenia Bell</td>
+                        <td>$99.00</td>
+                        <td>2026-03-19</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900014</a></td>
+                        <td>Yusuf Amir</td>
+                        <td>$25.50</td>
+                        <td>2026-03-18</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900015</a></td>
+                        <td>Zara Chen</td>
+                        <td>$112.75</td>
+                        <td>2026-03-17</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
                 </tbody>
             </table>
-        </section>
+        </div>
 
-        <section class="card">
-            <h2>Account Settings</h2>
+        <!-- Account Settings Form -->
+        <h2 class="section-header">Account Settings</h2>
+        <div class="settings-form">
             <form>
-                <label>Full Name</label><input type="text" value="John Doe">
-                <label>Email</label><input type="email" value="john@example.com">
-                <label><input type="checkbox" checked> Receive Email Notifications</label>
-                <button class="btn" type="button" style="margin-top: 1rem">Save Changes</button>
+                <div class="form-group">
+                    <label for="name">Full Name</label>
+                    <input type="text" id="name" value="John Doe">
+                </div>
+                <div class="form-group">
+                    <label for="email">Email Address</label>
+                    <input type="email" id="email" value="john.doe@example.com">
+                </div>
+                <div class="form-group">
+                    <label for="password">Password</label>
+                    <input type="password" id="password" value="********">
+                </div>
+                <div class="form-group">
+                    <label for="address">Shipping Address</label>
+                    <input type="text" id="address" value="123 Main St, Anytown, CA 90210">
+                </div>
+                <div class="form-group">
+                    <label for="phone">Phone Number</label>
+                    <input type="text" id="phone" value="+1 (555) 123-4567">
+                </div>
+
+                <h3 class="mt-30" style="font-size: 20px; color: #2c3e50; margin-bottom: 20px; font-weight: 600;">Notification Preferences</h3>
+
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="email-notif" checked>
+                    <label for="email-notif">Email notifications for new orders</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="sms-notif">
+                    <label for="sms-notif">SMS notifications for critical alerts</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="promo-notif" checked>
+                    <label for="promo-notif">Receive marketing and promotional emails</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="newsletter-notif">
+                    <label for="newsletter-notif">Subscribe to weekly newsletter</label>
+                </div>
+
+                <div class="form-actions">
+                    <button type="submit" class="btn-primary">Save Changes</button>
+                </div>
             </form>
-        </section>
+        </div>
+
     </div>
 </body>
 </html>
\ No newline at end of file
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-4.html b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-4.html
index c61a2a0..4ab4b8f 100644
--- a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-4.html
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/base/turn-4.html
@@ -2,97 +2,1595 @@
 <html lang="en">
 <head>
     <meta charset="UTF-8">
-    <title>Admin Dashboard</title>
-    <style>
-        :root { --primary: #8b5cf6; --bg: #f3f4f6; --text: #1f2937; }
-        body { font-family: sans-serif; background: var(--bg); color: var(--text); margin: 0; }
-        nav { background: #fff; padding: 1rem 2rem; display: flex; justify-content: space-between; align-items: center; border-bottom: 1px solid #e5e7eb; }
-        .container { padding: 2rem; max-width: 1200px; margin: auto; }
-        .stats-grid { display: grid; grid-template-columns: repeat(4, 1fr); gap: 1rem; margin-bottom: 2rem; }
-        .card { background: #fff; padding: 1.5rem; border-radius: 8px; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
-        table { width: 100%; border-collapse: collapse; background: #fff; border-radius: 8px; overflow: hidden; margin-top: 1rem; }
-        th { background: #f9fafb; text-align: left; padding: 1rem; border-bottom: 2px solid #e5e7eb; }
-        td { padding: 1rem; border-bottom: 1px solid #e5e7eb; }
-        .badge { padding: 0.25rem 0.5rem; border-radius: 999px; font-size: 0.75rem; font-weight: bold; }
-        .badge-active { background: #ede9fe; color: #5b21b6; }
-        .badge-pending { background: #fef3c7; color: #92400e; }
-        input, select { width: 100%; padding: 0.5rem; margin: 0.5rem 0; border: 1px solid #d1d5db; border-radius: 4px; }
-        .btn { padding: 0.5rem 1rem; border-radius: 4px; cursor: pointer; border: none; background: var(--primary); color: white; }
-        .activity-list { list-style: none; padding: 0; }
-        .activity-item { padding: 0.75rem 0; border-bottom: 1px solid #eee; display: flex; justify-content: space-between; }
-    </style>
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>E-commerce Admin Dashboard</title>
 </head>
 <body>
-    <nav>
-        <div style="font-weight: bold; font-size: 1.5rem; color: var(--primary);">ADMIN.IO</div>
-        <div>Dashboard | Reports | Settings</div>
-        <div><img src="data:image/svg+xml;utf8,<svg width='32' height='32' viewBox='0 0 32 32'><circle cx='16' cy='16' r='16' fill='%238b5cf6'/></svg>" width="32"> User <button class="btn" style="background:#ef4444">Sign Out</button></div>
-    </nav>
+    <style>
+        /* General Styles */
+        body {
+            font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";
+            margin: 0;
+            background-color: #f4f7f6;
+            color: #333;
+            line-height: 1.6;
+            -webkit-font-smoothing: antialiased;
+            -moz-osx-font-smoothing: grayscale;
+        }
+
+        *, *::before, *::after {
+            box-sizing: border-box;
+        }
+
+        .container {
+            max-width: 1200px;
+            margin: 20px auto;
+            padding: 0 20px;
+        }
+
+        /* Top Navigation Bar */
+        .navbar {
+            display: flex;
+            justify-content: space-between;
+            align-items: center;
+            background-color: #ffffff;
+            padding: 15px 20px;
+            box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05);
+            margin-bottom: 20px;
+        }
+
+        .navbar-brand {
+            font-weight: bold;
+            font-size: 24px;
+            color: #2c3e50;
+            text-decoration: none;
+        }
+
+        .navbar-links {
+            display: flex;
+            gap: 25px;
+        }
+
+        .navbar-links a {
+            color: #555;
+            text-decoration: none;
+            font-size: 16px;
+            padding: 5px 0;
+            position: relative;
+        }
+
+        .navbar-links a:hover {
+            color: #8b5cf6; /* Changed from #007bff */
+        }
+
+        .navbar-links a.active::after {
+            content: '';
+            position: absolute;
+            bottom: -5px;
+            left: 0;
+            width: 100%;
+            height: 2px;
+            background-color: #8b5cf6; /* Changed from #007bff */
+        }
+
+        .navbar-user {
+            display: flex;
+            align-items: center;
+            gap: 15px;
+        }
+
+        .navbar-avatar {
+            width: 38px;
+            height: 38px;
+            border-radius: 50%;
+            background-color: #e0e0e0;
+            display: flex;
+            justify-content: center;
+            align-items: center;
+            font-weight: bold;
+            color: #777;
+            font-size: 14px;
+            text-transform: uppercase;
+        }
+
+        .navbar-signout {
+            background-color: #dc3545;
+            color: white;
+            border: none;
+            padding: 8px 15px;
+            border-radius: 5px;
+            cursor: pointer;
+            font-size: 14px;
+            transition: background-color 0.2s ease;
+        }
+
+        .navbar-signout:hover {
+            background-color: #c82333;
+        }
+
+        /* Stat Cards */
+        .stat-cards {
+            display: grid;
+            grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));
+            gap: 20px;
+            margin-bottom: 30px;
+        }
+
+        .card {
+            background-color: #ffffff;
+            padding: 25px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            display: flex;
+            flex-direction: column;
+            justify-content: space-between;
+            transition: transform 0.2s ease;
+        }
+
+        .card:hover {
+            transform: translateY(-5px);
+        }
+
+        .card-title {
+            font-size: 16px;
+            color: #777;
+            margin-bottom: 10px;
+        }
+
+        .card-value {
+            font-size: 32px;
+            font-weight: bold;
+            color: #333;
+            margin-bottom: 10px;
+        }
+
+        .card-trend {
+            display: flex;
+            align-items: center;
+            font-size: 14px;
+            gap: 5px;
+        }
+
+        .card-trend.positive {
+            color: #28a745; /* Green */
+        }
+
+        .card-trend.negative {
+            color: #dc3545; /* Red */
+        }
+
+        .card-trend span {
+            font-weight: bold;
+        }
+
+        /* Section Header */
+        .section-header {
+            font-size: 24px;
+            color: #2c3e50;
+            margin-bottom: 20px;
+            font-weight: 600;
+        }
+
+        /* Tables */
+        .table-wrapper {
+            background-color: #ffffff;
+            padding: 25px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            margin-bottom: 30px;
+            overflow-x: auto; /* For responsive tables */
+        }
+
+        .data-table {
+            width: 100%;
+            border-collapse: collapse;
+            text-align: left;
+            min-width: 600px; /* Ensure table is scrollable on smaller screens */
+        }
+
+        .data-table th, .data-table td {
+            padding: 12px 15px;
+            border-bottom: 1px solid #eee;
+        }
+
+        .data-table th {
+            background-color: #f8f8f8;
+            color: #555;
+            font-weight: 600;
+            text-transform: uppercase;
+            font-size: 13px;
+        }
+
+        .data-table tbody tr:hover {
+            background-color: #fcfcfc;
+        }
+
+        .data-table tbody tr:last-child td {
+            border-bottom: none;
+        }
+
+        /* Status Badges */
+        .badge {
+            display: inline-block;
+            padding: 6px 10px;
+            border-radius: 5px;
+            font-size: 12px;
+            font-weight: 600;
+            text-transform: capitalize;
+            color: #fff;
+        }
+
+        .badge-success { background-color: #28a745; } /* Green */
+        .badge-warning { background-color: #ffc107; color: #333; } /* Yellow */
+        .badge-danger { background-color: #dc3545; } /* Red */
+        .badge-info { background-color: #17a2b8; } /* Blue-green */
+        .badge-primary { background-color: #8b5cf6; } /* Purple accent */
+        .badge-secondary { background-color: #6c757d; } /* Gray */
+        .badge-dark { background-color: #343a40; } /* Dark Gray */
+
+        /* Custom Order Badges */
+        .badge-pending { background-color: #ffc107; color: #333; }
+        .badge-shipped { background-color: #8b5cf6; } /* Changed from #007bff */
+        .badge-delivered { background-color: #28a745; }
+        .badge-cancelled { background-color: #dc3545; }
+
+
+        /* Account Settings Form */
+        .settings-form {
+            background-color: #ffffff;
+            padding: 30px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            margin-bottom: 30px;
+        }
+
+        .form-group {
+            margin-bottom: 20px;
+        }
+
+        .form-group label {
+            display: block;
+            margin-bottom: 8px;
+            font-weight: 600;
+            color: #555;
+            font-size: 15px;
+        }
+
+        .form-group input[type="text"],
+        .form-group input[type="email"],
+        .form-group input[type="password"] {
+            width: 100%;
+            padding: 12px;
+            border: 1px solid #ddd;
+            border-radius: 5px;
+            font-size: 16px;
+            color: #333;
+            transition: border-color 0.2s ease;
+        }
+
+        .form-group input[type="text"]:focus,
+        .form-group input[type="email"]:focus,
+        .form-group input[type="password"]:focus {
+            border-color: #8b5cf6; /* Changed from #007bff */
+            outline: none;
+        }
+
+        .form-group-checkbox {
+            display: flex;
+            align-items: center;
+            margin-bottom: 15px;
+        }
+
+        .form-group-checkbox input[type="checkbox"] {
+            margin-right: 10px;
+            width: 18px;
+            height: 18px;
+            cursor: pointer;
+        }
+
+        .form-group-checkbox label {
+            margin-bottom: 0;
+            cursor: pointer;
+            font-weight: normal;
+        }
+
+        .form-actions {
+            margin-top: 30px;
+            text-align: right;
+        }
+
+        .btn-primary {
+            background-color: #8b5cf6; /* Changed from #007bff */
+            color: white;
+            border: none;
+            padding: 12px 25px;
+            border-radius: 5px;
+            cursor: pointer;
+            font-size: 16px;
+            font-weight: 500;
+            transition: background-color 0.2s ease;
+        }
+
+        .btn-primary:hover {
+            background-color: #7c4af0; /* Darker shade of #8b5cf6 */
+        }
+
+        /* Recent Activity Section */
+        .activity-log {
+            background-color: #ffffff;
+            padding: 25px;
+            border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+            margin-bottom: 30px;
+        }
+
+        .activity-log ul {
+            list-style: none;
+            padding: 0;
+            margin: 0;
+        }
+
+        .activity-log li {
+            padding: 10px 0;
+            border-bottom: 1px solid #eee;
+            display: flex;
+            justify-content: space-between;
+            align-items: center;
+            font-size: 15px;
+        }
+
+        .activity-log li:last-child {
+            border-bottom: none;
+        }
+
+        .activity-log .activity-description {
+            color: #333;
+            font-weight: 500;
+        }
+
+        .activity-log .activity-timestamp {
+            color: #999;
+            font-size: 13px;
+        }
+
+        /* Utility classes */
+        .mt-30 { margin-top: 30px; }
+    </style>
+
+    <div class="navbar">
+        <a href="#" class="navbar-brand">Shop Admin</a>
+        <div class="navbar-links">
+            <a href="#" class="active">Dashboard</a>
+            <a href="#">Products</a>
+            <a href="#">Orders</a>
+            <a href="#">Customers</a>
+            <a href="#">Settings</a>
+        </div>
+        <div class="navbar-user">
+            <div class="navbar-avatar">JD</div>
+            <span>John Doe</span>
+            <button class="navbar-signout">Sign Out</button>
+        </div>
+    </div>
 
     <div class="container">
-        <div class="stats-grid">
+        <!-- Stat Cards -->
+        <div class="stat-cards">
+            <div class="card">
+                <div class="card-title">Total Revenue</div>
+                <div class="card-value">$215,430</div>
+                <div class="card-trend positive">
+                    ▲ <span>12.3%</span> this month
+                </div>
+            </div>
+            <div class="card">
+                <div class="card-title">Orders</div>
+                <div class="card-value">2,890</div>
+                <div class="card-trend positive">
+                    ▲ <span>8.2%</span> this month
+                </div>
+            </div>
+            <div class="card">
+                <div class="card-title">Customers</div>
+                <div class="card-value">1,540</div>
+                <div class="card-trend negative">
+                    ▼ <span>1.3%</span> this month
+                </div>
+            </div>
             <div class="card">
-                <h3>Total Revenue</h3>
-                <p style="font-size: 1.5rem; font-weight: bold;">$215,430</p>
-                <small style="color: green; font-weight: bold;">+12.3%</small>
+                <div class="card-title">Conversion Rate</div>
+                <div class="card-value">3.45%</div>
+                <div class="card-trend positive">
+                    ▲ <span>0.5%</span> this month
+                </div>
             </div>
-            <div class="card"><h3>Orders</h3><p style="font-size: 1.5rem">1,204</p><small style="color: green">↑ 5%</small></div>
-            <div class="card"><h3>Customers</h3><p style="font-size: 1.5rem">842</p><small style="color: green">↑ 2%</small></div>
-            <div class="card"><h3>Conversion</h3><p style="font-size: 1.5rem">3.2%</p><small style="color: red">↓ 0.5%</small></div>
         </div>
 
-        <section class="card" style="margin-bottom: 2rem">
-            <h2>Recent Activity</h2>
-            <div class="activity-list">
-                <script>
-                    const actions = ['Logged in', 'Updated profile', 'Added product', 'Placed order', 'Changed password', 'Viewed report', 'Deleted item', 'Edited SKU', 'Logged out', 'Created invoice'];
-                    for(let i=0; i<10; i++) {
-                        document.write(`<div class="activity-item"><span>User ${i+1}: ${actions[i]}</span><small>Just now</small></div>`);
-                    }
-                </script>
-            </div>
-        </section>
+        <!-- Recent Activity Section -->
+        <h2 class="section-header">Recent Activity</h2>
+        <div class="activity-log">
+            <ul>
+                <li>
+                    <span class="activity-description">Updated product "Wireless Bluetooth Headphones" stock to 125</span>
+                    <span class="activity-timestamp">2026-04-01 10:30 AM</span>
+                </li>
+                <li>
+                    <span class="activity-description">New order <a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900015</a> placed by Zara Chen</span>
+                    <span class="activity-timestamp">2026-03-31 09:15 AM</span>
+                </li>
+                <li>
+                    <span class="activity-description">Added new product "Smart Mirror for Bathroom"</span>
+                    <span class="activity-timestamp">2026-03-30 04:00 PM</span>
+                </li>
+                <li>
+                    <span class="activity-description">Customer "Markus Jensen" updated shipping address</span>
+                    <span class="activity-timestamp">2026-03-30 11:00 AM</span>
+                </li>
+                <li>
+                    <span class="activity-description">Order <a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900004</a> changed status to "Delivered"</span>
+                    <span class="activity-timestamp">2026-03-29 02:45 PM</span>
+                </li>
+                <li>
+                    <span class="activity-description">User "AdminUser" logged in successfully</span>
+                    <span class="activity-timestamp">2026-03-29 08:00 AM</span>
+                </li>
+                <li>
+                    <span class="activity-description">Product "Coffee Maker Programmable" is now out of stock</span>
+                    <span class="activity-timestamp">2026-03-28 01:20 PM</span>
+                </li>
+                <li>
+                    <span class="activity-description">New order <a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900005</a> placed by Penny Lane</span>
+                    <span class="activity-timestamp">2026-03-27 05:00 PM</span>
+                </li>
+                <li>
+                    <span class="activity-description">Changed password for "John Doe" account</span>
+                    <span class="activity-timestamp">2026-03-27 10:00 AM</span>
+                </li>
+                <li>
+                    <span class="activity-description">Reviewed pending order <a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900007</a></span>
+                    <span class="activity-timestamp">2026-03-26 03:30 PM</span>
+                </li>
+            </ul>
+        </div>
 
-        <section class="card" style="margin-bottom: 2rem">
-            <h2>Products Inventory</h2>
-            <table id="productsTable">
-                <thead><tr><th>Name</th><th>SKU</th><th>Price</th><th>Stock</th><th>Status</th></tr></thead>
+        <!-- Products Table -->
+        <h2 class="section-header">Products</h2>
+        <div class="table-wrapper">
+            <table class="data-table">
+                <thead>
+                    <tr>
+                        <th>Product Name</th>
+                        <th>SKU</th>
+                        <th>Price</th>
+                        <th>Stock</th>
+                        <th>Category</th>
+                        <th>Status</th>
+                    </tr>
+                </thead>
                 <tbody>
-                    <script>
-                        for(let i=1; i<=60; i++) {
-                            document.write(`<tr><td>Product ${i}</td><td>SKU-${1000+i}</td><td>$${(Math.random()*100).toFixed(2)}</td><td>${Math.floor(Math.random()*500)}</td><td><span class="badge badge-active">Active</span></td></tr>`);
-                        }
-                    </script>
+                    <tr>
+                        <td>Wireless Bluetooth Headphones</td>
+                        <td>SKU-8345-78</td>
+                        <td>$89.99</td>
+                        <td>125</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>4K Ultra HD Smart TV</td>
+                        <td>SKU-1234-56</td>
+                        <td>$799.00</td>
+                        <td>45</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smartwatch Fitness Tracker</td>
+                        <td>SKU-5678-12</td>
+                        <td>$129.50</td>
+                        <td>8</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Power Bank 20000mAh</td>
+                        <td>SKU-9012-34</td>
+                        <td>$34.99</td>
+                        <td>210</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Noise Cancelling Earbuds</td>
+                        <td>SKU-3456-78</td>
+                        <td>$149.99</td>
+                        <td>60</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Laptop 15-inch</td>
+                        <td>SKU-7890-12</td>
+                        <td>$1199.99</td>
+                        <td>15</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Mechanical Keyboard RGB</td>
+                        <td>SKU-2345-67</td>
+                        <td>$99.99</td>
+                        <td>90</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Ergonomic Office Chair</td>
+                        <td>SKU-6789-01</td>
+                        <td>$249.00</td>
+                        <td>5</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>USB-C Hub Multiport</td>
+                        <td>SKU-0123-45</td>
+                        <td>$49.99</td>
+                        <td>150</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>External SSD 1TB</td>
+                        <td>SKU-4567-89</td>
+                        <td>$119.99</td>
+                        <td>30</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Robot Vacuum Cleaner</td>
+                        <td>SKU-8901-23</td>
+                        <td>$299.00</td>
+                        <td>12</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Air Fryer 5L</td>
+                        <td>SKU-1234-50</td>
+                        <td>$89.99</td>
+                        <td>70</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Coffee Maker Programmable</td>
+                        <td>SKU-5678-90</td>
+                        <td>$75.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Home Security Camera</td>
+                        <td>SKU-9012-30</td>
+                        <td>$69.99</td>
+                        <td>18</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>LED Desk Lamp</td>
+                        <td>SKU-3456-70</td>
+                        <td>$29.99</td>
+                        <td>100</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Toothbrush Sonic</td>
+                        <td>SKU-7890-10</td>
+                        <td>$59.99</td>
+                        <td>40</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Water Bottle Smart</td>
+                        <td>SKU-2345-60</td>
+                        <td>$24.99</td>
+                        <td>130</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Travel Backpack Anti-Theft</td>
+                        <td>SKU-6789-00</td>
+                        <td>$55.00</td>
+                        <td>22</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Digital Camera Mirrorless</td>
+                        <td>SKU-0123-40</td>
+                        <td>$899.99</td>
+                        <td>7</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Drone with 4K Camera</td>
+                        <td>SKU-4567-80</td>
+                        <td>$499.00</td>
+                        <td>10</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Projector</td>
+                        <td>SKU-8901-20</td>
+                        <td>$199.00</td>
+                        <td>25</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Virtual Reality Headset</td>
+                        <td>SKU-1234-51</td>
+                        <td>$399.99</td>
+                        <td>18</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart LED Strip Lights</td>
+                        <td>SKU-5678-91</td>
+                        <td>$25.00</td>
+                        <td>200</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Standing Desk Converter</td>
+                        <td>SKU-9012-31</td>
+                        <td>$179.99</td>
+                        <td>30</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Wireless Charging Pad</td>
+                        <td>SKU-3456-71</td>
+                        <td>$19.99</td>
+                        <td>180</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Mouse RGB</td>
+                        <td>SKU-7890-11</td>
+                        <td>$45.00</td>
+                        <td>95</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Monitor Ultra-Wide</td>
+                        <td>SKU-2345-61</td>
+                        <td>$349.00</td>
+                        <td>12</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Soundbar with Subwoofer</td>
+                        <td>SKU-6789-01</td>
+                        <td>$189.99</td>
+                        <td>20</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>E-Reader Paperwhite</td>
+                        <td>SKU-0123-41</td>
+                        <td>$119.00</td>
+                        <td>55</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Kettle Smart</td>
+                        <td>SKU-4567-81</td>
+                        <td>$65.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Blender High-Speed</td>
+                        <td>SKU-8901-21</td>
+                        <td>$99.00</td>
+                        <td>35</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Espresso Machine</td>
+                        <td>SKU-1234-52</td>
+                        <td>$499.00</td>
+                        <td>8</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Home Theater System</td>
+                        <td>SKU-5678-92</td>
+                        <td>$699.99</td>
+                        <td>6</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Mesh Wi-Fi System</td>
+                        <td>SKU-9012-32</td>
+                        <td>$199.99</td>
+                        <td>25</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Network Attached Storage (NAS)</td>
+                        <td>SKU-3456-72</td>
+                        <td>$299.00</td>
+                        <td>10</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Plug Mini</td>
+                        <td>SKU-7890-12</td>
+                        <td>$15.00</td>
+                        <td>300</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Dash Cam Front & Rear</td>
+                        <td>SKU-2345-62</td>
+                        <td>$120.00</td>
+                        <td>40</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Car Jump Starter Portable</td>
+                        <td>SKU-6789-02</td>
+                        <td>$80.00</td>
+                        <td>15</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Bike Trainer Smart</td>
+                        <td>SKU-0123-42</td>
+                        <td>$299.00</td>
+                        <td>7</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>GPS Running Watch</td>
+                        <td>SKU-4567-82</td>
+                        <td>$199.00</td>
+                        <td>20</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Blood Pressure Monitor Smart</td>
+                        <td>SKU-8901-22</td>
+                        <td>$49.99</td>
+                        <td>50</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Scale Smart Body Fat</td>
+                        <td>SKU-1234-53</td>
+                        <td>$35.00</td>
+                        <td>70</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Massage Gun Percussion</td>
+                        <td>SKU-5678-93</td>
+                        <td>$149.00</td>
+                        <td>10</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Heated Blanket Electric</td>
+                        <td>SKU-9012-33</td>
+                        <td>$79.00</td>
+                        <td>0</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-danger">Out of Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Humidifier Smart</td>
+                        <td>SKU-3456-73</td>
+                        <td>$55.00</td>
+                        <td>45</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Air Purifier HEPA</td>
+                        <td>SKU-7890-13</td>
+                        <td>$159.00</td>
+                        <td>18</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable AC Unit</td>
+                        <td>SKU-2345-63</td>
+                        <td>$399.00</td>
+                        <td>5</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Thermostat</td>
+                        <td>SKU-6789-03</td>
+                        <td>$149.00</td>
+                        <td>22</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Video Doorbell Pro</td>
+                        <td>SKU-0123-43</td>
+                        <td>$179.00</td>
+                        <td>12</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Lock Keyless</td>
+                        <td>SKU-4567-83</td>
+                        <td>$129.00</td>
+                        <td>9</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Scooter Folding</td>
+                        <td>SKU-8901-23</td>
+                        <td>$599.00</td>
+                        <td>3</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Skateboard</td>
+                        <td>SKU-1234-54</td>
+                        <td>$449.00</td>
+                        <td>2</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Bicycle</td>
+                        <td>SKU-5678-94</td>
+                        <td>$899.00</td>
+                        <td>1</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Workout Headphones</td>
+                        <td>SKU-9012-34</td>
+                        <td>$79.00</td>
+                        <td>80</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Outdoor Smart Plug</td>
+                        <td>SKU-3456-74</td>
+                        <td>$29.00</td>
+                        <td>110</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Garden Sprinkler Smart</td>
+                        <td>SKU-7890-14</td>
+                        <td>$69.00</td>
+                        <td>20</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Pet Feeder Smart</td>
+                        <td>SKU-2345-64</td>
+                        <td>$75.00</td>
+                        <td>15</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Dog Camera Treat Dispenser</td>
+                        <td>SKU-6789-04</td>
+                        <td>$120.00</td>
+                        <td>10</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Cat Litter Box Self-Cleaning</td>
+                        <td>SKU-0123-44</td>
+                        <td>$499.00</td>
+                        <td>4</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Wi-Fi Router AX6000</td>
+                        <td>SKU-4567-84</td>
+                        <td>$189.99</td>
+                        <td>28</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Espresso Maker</td>
+                        <td>SKU-8901-24</td>
+                        <td>$79.99</td>
+                        <td>35</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Instant Photo Printer</td>
+                        <td>SKU-1234-55</td>
+                        <td>$119.00</td>
+                        <td>17</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Fireplace Heater</td>
+                        <td>SKU-5678-95</td>
+                        <td>$159.00</td>
+                        <td>6</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Light Bulbs 4-Pack</td>
+                        <td>SKU-9012-35</td>
+                        <td>$49.99</td>
+                        <td>190</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Gaming Headset Wireless</td>
+                        <td>SKU-3456-75</td>
+                        <td>$110.00</td>
+                        <td>50</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>UV Sanitizer for Phone</td>
+                        <td>SKU-7890-15</td>
+                        <td>$39.99</td>
+                        <td>85</td>
+                        <td>Personal Care</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Grill Indoor</td>
+                        <td>SKU-2345-65</td>
+                        <td>$95.00</td>
+                        <td>11</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Digital Voice Recorder</td>
+                        <td>SKU-6789-05</td>
+                        <td>$49.00</td>
+                        <td>60</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Air Compressor</td>
+                        <td>SKU-0123-45</td>
+                        <td>$65.00</td>
+                        <td>25</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Fitness Trampoline Mini</td>
+                        <td>SKU-4567-85</td>
+                        <td>$85.00</td>
+                        <td>8</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Window Cleaning Robot</td>
+                        <td>SKU-8901-25</td>
+                        <td>$249.00</td>
+                        <td>5</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Plant Pot</td>
+                        <td>SKU-1234-56</td>
+                        <td>$55.00</td>
+                        <td>30</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Electric Wine Opener Set</td>
+                        <td>SKU-5678-96</td>
+                        <td>$39.00</td>
+                        <td>70</td>
+                        <td>Home & Kitchen</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Car Phone Mount Wireless Charger</td>
+                        <td>SKU-9012-36</td>
+                        <td>$29.99</td>
+                        <td>140</td>
+                        <td>Electronics</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Portable Document Scanner</td>
+                        <td>SKU-3456-76</td>
+                        <td>$169.00</td>
+                        <td>12</td>
+                        <td>Office</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Solar Garden Lights 10-Pack</td>
+                        <td>SKU-7890-16</td>
+                        <td>$45.00</td>
+                        <td>90</td>
+                        <td>Outdoors</td>
+                        <td><span class="badge badge-success">In Stock</span></td>
+                    </tr>
+                    <tr>
+                        <td>Smart Mirror for Bathroom</td>
+                        <td>SKU-2345-66</td>
+                        <td>$299.00</td>
+                        <td>3</td>
+                        <td>Smart Home</td>
+                        <td><span class="badge badge-warning">Low Stock</span></td>
+                    </tr>
                 </tbody>
             </table>
-        </section>
+        </div>
 
-        <section class="card" style="margin-bottom: 2rem">
-            <h2>Recent Orders (March 2026)</h2>
-            <table>
-                <thead><tr><th>ID</th><th>Customer</th><th>Amount</th><th>Date</th><th>Status</th></tr></thead>
+        <!-- Orders Table -->
+        <h2 class="section-header">Recent Orders</h2>
+        <div class="table-wrapper">
+            <table class="data-table">
+                <thead>
+                    <tr>
+                        <th>Order ID</th>
+                        <th>Customer</th>
+                        <th>Amount</th>
+                        <th>Order Date</th>
+                        <th>Status</th>
+                    </tr>
+                </thead>
                 <tbody>
-                    <script>
-                        for(let i=1; i<=40; i++) {
-                            document.write(`<tr><td>#ORD-${5000+i}</td><td>User ${i}</td><td>$${(Math.random()*500).toFixed(2)}</td><td>2023-10-${(i%28)+1}</td><td><span class="badge badge-pending">Pending</span></td></tr>`);
-                        }
-                        for(let i=1; i<=15; i++) {
-                            document.write(`<tr><td>#MAR-${9000+i}</td><td>Customer X</td><td>$${(Math.random()*500).toFixed(2)}</td><td>2026-03-${i.toString().padStart(2, '0')}</td><td><span class="badge badge-active">Completed</span></td></tr>`);
-                        }
-                    </script>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-473950</a></td>
+                        <td>Charlie Brown</td>
+                        <td>$145.00</td>
+                        <td>2023-10-26</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-894723</a></td>
+                        <td>Henry Wilson</td>
+                        <td>$780.25</td>
+                        <td>2023-10-22</td>
+                        <td><span class="badge badge-delivered">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-120567</a></td>
+                        <td>Alice Johnson</td>
+                        <td>$320.50</td>
+                        <td>2023-10-28</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-678910</a></td>
+                        <td>Bob Williams</td>
+                        <td>$89.99</td>
+                        <td>2023-10-27</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-345678</a></td>
+                        <td>Diana Prince</td>
+                        <td>$1200.00</td>
+                        <td>2023-10-25</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-987654</a></td>
+                        <td>Eve Davis</td>
+                        <td>$45.75</td>
+                        <td>2023-10-24</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-112233</a></td>
+                        <td>Frank Miller</td>
+                        <td>$210.00</td>
+                        <td>2023-10-23</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-554433</a></td>
+                        <td>Grace Taylor</td>
+                        <td>$75.50</td>
+                        <td>2023-10-21</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-678543</a></td>
+                        <td>Ivy Moore</td>
+                        <td>$550.00</td>
+                        <td>2023-10-20</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-234567</a></td>
+                        <td>Jack White</td>
+                        <td>$19.99</td>
+                        <td>2023-10-19</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-876543</a></td>
+                        <td>Karen Green</td>
+                        <td>$123.45</td>
+                        <td>2023-10-18</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-098765</a></td>
+                        <td>Liam Hall</td>
+                        <td>$999.99</td>
+                        <td>2023-10-17</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-111222</a></td>
+                        <td>Mia King</td>
+                        <td>$67.89</td>
+                        <td>2023-10-16</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-333444</a></td>
+                        <td>Noah Wright</td>
+                        <td>$345.60</td>
+                        <td>2023-10-15</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-555666</a></td>
+                        <td>Olivia Scott</td>
+                        <td>$12.30</td>
+                        <td>2023-10-14</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-777888</a></td>
+                        <td>Peter Adams</td>
+                        <td>$78.90</td>
+                        <td>2023-10-13</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-999000</a></td>
+                        <td>Quinn Lewis</td>
+                        <td>$150.00</td>
+                        <td>2023-10-12</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-222111</a></td>
+                        <td>Rachel Lee</td>
+                        <td>$29.99</td>
+                        <td>2023-10-11</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-444555</a></td>
+                        <td>Sam Clark</td>
+                        <td>$499.00</td>
+                        <td>2023-10-10</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-666777</a></td>
+                        <td>Tina Young</td>
+                        <td>$18.50</td>
+                        <td>2023-10-09</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-888999</a></td>
+                        <td>Uma Hernandez</td>
+                        <td>$670.00</td>
+                        <td>2023-10-08</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-000111</a></td>
+                        <td>Victor Garcia</td>
+                        <td>$25.00</td>
+                        <td>2023-10-07</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-121314</a></td>
+                        <td>Wendy Lopez</td>
+                        <td>$99.00</td>
+                        <td>2023-10-06</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-151617</a></td>
+                        <td>Xavier Rodriguez</td>
+                        <td>$300.00</td>
+                        <td>2023-10-05</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-181920</a></td>
+                        <td>Yara Martinez</td>
+                        <td>$79.00</td>
+                        <td>2023-10-04</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-212223</a></td>
+                        <td>Zack Anderson</td>
+                        <td>$149.00</td>
+                        <td>2023-10-03</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-242526</a></td>
+                        <td>Alice Johnson</td>
+                        <td>$50.00</td>
+                        <td>2023-10-02</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-272829</a></td>
+                        <td>Bob Williams</td>
+                        <td>$12.99</td>
+                        <td>2023-10-01</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-303132</a></td>
+                        <td>Charlie Brown</td>
+                        <td>$80.00</td>
+                        <td>2023-09-30</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-333435</a></td>
+                        <td>Diana Prince</td>
+                        <td>$240.00</td>
+                        <td>2023-09-29</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-363738</a></td>
+                        <td>Eve Davis</td>
+                        <td>$1500.00</td>
+                        <td>2023-09-28</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-394041</a></td>
+                        <td>Frank Miller</td>
+                        <td>$65.00</td>
+                        <td>2023-09-27</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-424344</a></td>
+                        <td>Grace Taylor</td>
+                        <td>$199.00</td>
+                        <td>2023-09-26</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-454647</a></td>
+                        <td>Henry Wilson</td>
+                        <td>$30.00</td>
+                        <td>2023-09-25</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-484950</a></td>
+                        <td>Ivy Moore</td>
+                        <td>$450.00</td>
+                        <td>2023-09-24</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-515253</a></td>
+                        <td>Jack White</td>
+                        <td>$22.00</td>
+                        <td>2023-09-23</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-545556</a></td>
+                        <td>Karen Green</td>
+                        <td>$88.88</td>
+                        <td>2023-09-22</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-575859</a></td>
+                        <td>Liam Hall</td>
+                        <td>$765.00</td>
+                        <td>2023-09-21</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-606162</a></td>
+                        <td>Mia King</td>
+                        <td>$120.00</td>
+                        <td>2023-09-20</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-636465</a></td>
+                        <td>Noah Wright</td>
+                        <td>$33.50</td>
+                        <td>2023-09-19</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-666768</a></td>
+                        <td>Olivia Scott</td>
+                        <td>$99.99</td>
+                        <td>2023-09-18</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-697071</a></td>
+                        <td>Peter Adams</td>
+                        <td>$55.00</td>
+                        <td>2023-09-17</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-727374</a></td>
+                        <td>Quinn Lewis</td>
+                        <td>$12.00</td>
+                        <td>2023-09-16</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-757677</a></td>
+                        <td>Rachel Lee</td>
+                        <td>$250.00</td>
+                        <td>2023-09-15</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-787980</a></td>
+                        <td>Sam Clark</td>
+                        <td>$75.00</td>
+                        <td>2023-09-14</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-818283</a></td>
+                        <td>Tina Young</td>
+                        <td>$110.00</td>
+                        <td>2023-09-13</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-848586</a></td>
+                        <td>Uma Hernandez</td>
+                        <td>$400.00</td>
+                        <td>2023-09-12</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <!-- New Orders from March 2026 -->
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900001</a></td>
+                        <td>Laura Croft</td>
+                        <td>$210.50</td>
+                        <td>2026-03-31</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900002</a></td>
+                        <td>Markus Jensen</td>
+                        <td>$85.00</td>
+                        <td>2026-03-30</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900003</a></td>
+                        <td>Nadia Khan</td>
+                        <td>$15.99</td>
+                        <td>2026-03-29</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900004</a></td>
+                        <td>Oscar Reed</td>
+                        <td>$340.00</td>
+                        <td>2026-03-28</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900005</a></td>
+                        <td>Penny Lane</td>
+                        <td>$55.25</td>
+                        <td>2026-03-27</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900006</a></td>
+                        <td>Quentin Blake</td>
+                        <td>$1299.00</td>
+                        <td>2026-03-26</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900007</a></td>
+                        <td>Renee Dupont</td>
+                        <td>$72.80</td>
+                        <td>2026-03-25</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900008</a></td>
+                        <td>Steven King</td>
+                        <td>$450.00</td>
+                        <td>2026-03-24</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900009</a></td>
+                        <td>Tanya Adams</td>
+                        <td>$22.00</td>
+                        <td>2026-03-23</td>
+                        <td><span class="badge badge-cancelled">Cancelled</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900010</a></td>
+                        <td>Ulysses Grant</td>
+                        <td>$180.00</td>
+                        <td>2026-03-22</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900011</a></td>
+                        <td>Violet Stone</td>
+                        <td>$39.99</td>
+                        <td>2026-03-21</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900012</a></td>
+                        <td>Walter White</td>
+                        <td>$799.00</td>
+                        <td>2026-03-20</td>
+                        <td><span class="badge badge-success">Delivered</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900013</a></td>
+                        <td>Xenia Bell</td>
+                        <td>$99.00</td>
+                        <td>2026-03-19</td>
+                        <td><span class="badge badge-pending">Pending</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900014</a></td>
+                        <td>Yusuf Amir</td>
+                        <td>$25.50</td>
+                        <td>2026-03-18</td>
+                        <td><span class="badge badge-info">Processing</span></td>
+                    </tr>
+                    <tr>
+                        <td><a href="#" style="text-decoration: none; color: #8b5cf6;">ORD-900015</a></td>
+                        <td>Zara Chen</td>
+                        <td>$112.75</td>
+                        <td>2026-03-17</td>
+                        <td><span class="badge badge-shipped">Shipped</span></td>
+                    </tr>
                 </tbody>
             </table>
-        </section>
+        </div>
 
-        <section class="card">
-            <h2>Account Settings</h2>
+        <!-- Account Settings Form -->
+        <h2 class="section-header">Account Settings</h2>
+        <div class="settings-form">
             <form>
-                <label>Full Name</label><input type="text" value="John Doe">
-                <label>Email</label><input type="email" value="john@example.com">
-                <label><input type="checkbox" checked> Receive Email Notifications</label>
-                <button class="btn" type="button" style="margin-top: 1rem">Save Changes</button>
+                <div class="form-group">
+                    <label for="name">Full Name</label>
+                    <input type="text" id="name" value="John Doe">
+                </div>
+                <div class="form-group">
+                    <label for="email">Email Address</label>
+                    <input type="email" id="email" value="john.doe@example.com">
+                </div>
+                <div class="form-group">
+                    <label for="password">Password</label>
+                    <input type="password" id="password" value="********">
+                </div>
+                <div class="form-group">
+                    <label for="address">Shipping Address</label>
+                    <input type="text" id="address" value="123 Main St, Anytown, CA 90210">
+                </div>
+                <div class="form-group">
+                    <label for="phone">Phone Number</label>
+                    <input type="text" id="phone" value="+1 (555) 123-4567">
+                </div>
+
+                <h3 class="mt-30" style="font-size: 20px; color: #2c3e50; margin-bottom: 20px; font-weight: 600;">Notification Preferences</h3>
+
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="email-notif" checked>
+                    <label for="email-notif">Email notifications for new orders</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="sms-notif">
+                    <label for="sms-notif">SMS notifications for critical alerts</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="promo-notif" checked>
+                    <label for="promo-notif">Receive marketing and promotional emails</label>
+                </div>
+                <div class="form-group-checkbox">
+                    <input type="checkbox" id="newsletter-notif">
+                    <label for="newsletter-notif">Subscribe to weekly newsletter</label>
+                </div>
+
+                <div class="form-actions">
+                    <button type="submit" class="btn-primary">Save Changes</button>
+                </div>
             </form>
-        </section>
+        </div>
+
     </div>
 </body>
 </html>
\ No newline at end of file
diff --git a/evals/data/experiments/002-html-dashboard-analytics/eval.json b/evals/data/experiments/002-html-dashboard-analytics/eval.json
deleted file mode 100644
index 89f3001..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/eval.json
+++ /dev/null
@@ -1,71 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.2009,
-      "token_f1": 0.5509,
-      "base_char_count": 3785,
-      "aap_char_count": 2815,
-      "char_delta_pct": -25.6,
-      "lines_added": 62,
-      "lines_removed": 74,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.2036,
-      "token_f1": 0.526,
-      "base_char_count": 3968,
-      "aap_char_count": 2879,
-      "char_delta_pct": -27.4,
-      "lines_added": 62,
-      "lines_removed": 80,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.2034,
-      "token_f1": 0.4793,
-      "base_char_count": 4511,
-      "aap_char_count": 4624,
-      "char_delta_pct": 2.5,
-      "lines_added": 79,
-      "lines_removed": 88,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 3,
-      "sequence_similarity": 0.1782,
-      "token_f1": 0.4602,
-      "base_char_count": 4746,
-      "aap_char_count": 5175,
-      "char_delta_pct": 9.0,
-      "lines_added": 89,
-      "lines_removed": 91,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 4,
-      "sequence_similarity": 0.1521,
-      "token_f1": 0.4212,
-      "base_char_count": 5495,
-      "aap_char_count": 5933,
-      "char_delta_pct": 8.0,
-      "lines_added": 111,
-      "lines_removed": 104,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.1876,
-  "mean_token_f1": 0.4875,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/002-html-dashboard-analytics/metrics.json b/evals/data/experiments/002-html-dashboard-analytics/metrics.json
deleted file mode 100644
index f4e29ea..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/metrics.json
+++ /dev/null
@@ -1,274 +0,0 @@
-{
-  "experiment_id": "002-html-dashboard-analytics",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:46:29.366805+00:00",
-  "format": "text/html",
-  "base_turn0": {
-    "input_tokens": 124,
-    "output_tokens": 1342,
-    "latency_ms": 6789,
-    "artifact_bytes": 4037
-  },
-  "aap_turn0": {
-    "input_tokens": 463,
-    "output_tokens": 920,
-    "latency_ms": 4060,
-    "artifact_bytes": 2747
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Update the Bounce Rate KPI card to show 34.2% with a -5.1% improvement trend",
-        "input_tokens": 1491,
-        "output_tokens": 1426,
-        "latency_ms": 5423,
-        "output_bytes": 4252,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Add 20 new rows to the traffic sources table with social media referral data fro",
-        "input_tokens": 2943,
-        "output_tokens": 1666,
-        "latency_ms": 6430,
-        "output_bytes": 4868,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Replace the top referrers list with a new list of 15 referrers focused on develo",
-        "input_tokens": 4633,
-        "output_tokens": 1733,
-        "latency_ms": 7088,
-        "output_bytes": 5099,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 4,
-        "edit": "Add a new 'Conversion Funnel' section after the KPI cards showing 5 funnel stage",
-        "input_tokens": 6391,
-        "output_tokens": 2026,
-        "latency_ms": 8640,
-        "output_bytes": 5965,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 15458,
-    "total_output_tokens": 6851,
-    "total_latency_ms": 27581
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Update the Bounce Rate KPI card to show 34.2% with a -5.1% improvement trend",
-        "input_tokens": 2051,
-        "output_tokens": 179,
-        "latency_ms": 1650,
-        "output_bytes": 352,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Add 20 new rows to the traffic sources table with social media referral data fro",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 2701,
-        "output_bytes": 352,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Replace the top referrers list with a new list of 15 referrers focused on develo",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 2980,
-        "output_bytes": 352,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 4,
-        "edit": "Add a new 'Conversion Funnel' section after the KPI cards showing 5 funnel stage",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 3144,
-        "output_bytes": 352,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 2051,
-    "total_output_tokens": 179,
-    "total_latency_ms": 10475,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.25
-  },
-  "comparison": {
-    "output_token_savings_pct": 97.4,
-    "input_token_savings_pct": 86.7,
-    "latency_savings_pct": 62.0
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 124,
-        "base_output": 1342,
-        "base_latency_ms": 6789,
-        "aap_input": 463,
-        "aap_output": 920,
-        "aap_latency_ms": 4060
-      },
-      {
-        "turn": 1,
-        "base_input": 1491,
-        "base_output": 1426,
-        "base_latency_ms": 5423,
-        "aap_input": 2051,
-        "aap_output": 179,
-        "aap_latency_ms": 1650,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 2943,
-        "base_output": 1666,
-        "base_latency_ms": 6430,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 2701,
-        "envelope_name": "edit",
-        "apply_ok": false
-      },
-      {
-        "turn": 3,
-        "base_input": 4633,
-        "base_output": 1733,
-        "base_latency_ms": 7088,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 2980,
-        "envelope_name": "edit",
-        "apply_ok": false
-      },
-      {
-        "turn": 4,
-        "base_input": 6391,
-        "base_output": 2026,
-        "base_latency_ms": 8640,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 3144,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 15582,
-      "base_output": 8193,
-      "base_combined": 23775,
-      "aap_input": 2514,
-      "aap_output": 1099,
-      "aap_combined": 3613,
-      "base_latency_ms": 34370,
-      "aap_latency_ms": 14535,
-      "output_savings_pct": 86.6,
-      "input_delta_pct": -83.9,
-      "combined_savings_pct": 84.8,
-      "latency_savings_pct": 57.7
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.162,
-        "token_f1": 0.4644,
-        "base_char_count": 4037,
-        "aap_char_count": 2407,
-        "char_delta_pct": -40.4,
-        "lines_added": 51,
-        "lines_removed": 71,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.0169,
-        "token_f1": 0.03,
-        "base_char_count": 4250,
-        "aap_char_count": 352,
-        "char_delta_pct": -91.7,
-        "lines_added": 15,
-        "lines_removed": 82,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0149,
-        "token_f1": 0.0265,
-        "base_char_count": 4866,
-        "aap_char_count": 352,
-        "char_delta_pct": -92.8,
-        "lines_added": 15,
-        "lines_removed": 91,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0143,
-        "token_f1": 0.0257,
-        "base_char_count": 5097,
-        "aap_char_count": 352,
-        "char_delta_pct": -93.1,
-        "lines_added": 15,
-        "lines_removed": 91,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 4,
-        "sequence_similarity": 0.0124,
-        "token_f1": 0.0224,
-        "base_char_count": 5963,
-        "aap_char_count": 352,
-        "char_delta_pct": -94.1,
-        "lines_added": 15,
-        "lines_removed": 101,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.0441,
-    "mean_token_f1": 0.1138,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-0.html b/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-0.html
deleted file mode 100644
index c4216fe..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-0.html
+++ /dev/null
@@ -1,58 +0,0 @@
-<style>
-  body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif; background: #f4f7f6; margin: 0; color: #333; }
-  .navbar { background: #fff; padding: 1rem 2rem; border-bottom: 1px solid #ddd; display: flex; justify-content: space-between; align-items: center; }
-  .dashboard { padding: 2rem; display: grid; grid-template-columns: repeat(4, 1fr); gap: 1rem; }
-  .card { background: #fff; padding: 1.5rem; border-radius: 8px; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
-  .table-container { background: #fff; margin: 0 2rem 2rem; padding: 1rem; border-radius: 8px; overflow-x: auto; }
-  table { width: 100%; border-collapse: collapse; margin-top: 1rem; }
-  th { text-align: left; background: #f8f9fa; padding: 0.75rem; border-bottom: 2px solid #eee; }
-  td { padding: 0.75rem; border-bottom: 1px solid #eee; }
-  .kpi-val { font-size: 1.5rem; font-weight: bold; }
-</style>
-
-<nav class="navbar">
-  <div>Analytics / Dashboard / Overview</div>
-  <div><input type="date"> to <input type="date"></div>
-</nav>
-
-<aap:target id="kpi-section">
-<div class="dashboard">
-  <div class="card"><div>Page Views</div><aap:target id="page-views"><div class="kpi-val">124,502</div></aap:target></div>
-  <div class="card"><div>Unique Visitors</div><aap:target id="visitors"><div class="kpi-val">88,210</div></aap:target></div>
-  <div class="card"><div>Bounce Rate</div><aap:target id="bounce-rate"><div class="kpi-val">42.5%</div></aap:target></div>
-  <div class="card"><div>Avg. Session</div><aap:target id="session-duration"><div class="kpi-val">2m 45s</div></aap:target></div>
-</div>
-</aap:target>
-
-<div class="table-container">
-  <h3>Traffic Sources</h3>
-  <aap:target id="traffic-table">
-    <table>
-      <thead><tr><th>Source</th><th>Medium</th><th>Sessions</th><th>Bounce Rate</th><th>Conversions</th></tr></thead>
-      <tbody>
-        <!-- Simplified for brevity, assume 50 rows injected here -->
-        <tr><td>Google</td><td>Organic</td><td>45,000</td><td>32%</td><td>1,200</td></tr>
-        <tr><td>Direct</td><td>None</td><td>22,000</td><td>45%</td><td>400</td></tr>
-      </tbody>
-    </table>
-  </aap:target>
-</div>
-
-<div style="display: flex; gap: 2rem; margin: 0 2rem;">
-  <div class="table-container" style="flex: 1;">
-    <h3>Top Referrers</h3>
-    <aap:target id="referrers-list">
-      <ul><li>github.com</li><li>stackoverflow.com</li><li>reddit.com</li></ul>
-    </aap:target>
-  </div>
-  <div class="table-container" style="flex: 1;">
-    <h3>Geographic Breakdown</h3>
-    <aap:target id="geo-table">
-      <table>
-        <tr><th>Country</th><th>Visits</th></tr>
-        <tr><td>United States</td><td>40,000</td></tr>
-        <tr><td>Germany</td><td>12,000</td></tr>
-      </table>
-    </aap:target>
-  </div>
-</div>
\ No newline at end of file
diff --git a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-1.html b/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-1.html
deleted file mode 100644
index 2bd0aaf..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-1.html
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "dashboard-artifact",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "bounce-rate"
-      },
-      "content": "<div class=\"kpi-val\">34.2%</div><div style=\"color: green; font-size: 0.85rem;\">-5.1% improvement</div>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-1.json b/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-1.json
deleted file mode 100644
index b7b97b7..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "dashboard-artifact",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"dashboard-artifact\",\n  \"version\": 2,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"replace\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"bounce-rate\"\n      },\n      \"content\": \"<div class=\\\"kpi-val\\\">34.2%</div><div style=\\\"color: green; font-size: 0.85rem;\\\">-5.1% improvement</div>\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-2.html b/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-2.html
deleted file mode 100644
index 2bd0aaf..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-2.html
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "dashboard-artifact",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "bounce-rate"
-      },
-      "content": "<div class=\"kpi-val\">34.2%</div><div style=\"color: green; font-size: 0.85rem;\">-5.1% improvement</div>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-2.json b/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-2.json
deleted file mode 100644
index 5743e1a..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "dashboard-artifact",
-  "version": 3,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "traffic-sources-table-body"
-      },
-      "content": "<tr><td>Twitter</td><td>4,120</td><td>15.2%</td></tr><tr><td>LinkedIn</td><td>3,850</td><td>14.1%</td></tr><tr><td>Instagram</td><td>3,500</td><td>12.8%</td></tr><tr><td>Facebook</td><td>3,200</td><td>11.7%</td></tr><tr><td>Reddit</td><td>2,950</td><td>10.8%</td></tr><tr><td>TikTok</td><td>2,800</td><td>10.3%</td></tr><tr><td>Pinterest</td><td>2,450</td><td>9.0%</td></tr><tr><td>YouTube</td><td>2,100</td><td>7.7%</td></tr><tr><td>Discord</td><td>1,900</td><td>7.0%</td></tr><tr><td>Snapchat</td><td>1,750</td><td>6.4%</td></tr><tr><td>Threads</td><td>1,600</td><td>5.9%</td></tr><tr><td>Mastodon</td><td>1,450</td><td>5.3%</td></tr><tr><td>Bluesky</td><td>1,300</td><td>4.8%</td></tr><tr><td>Twitch</td><td>1,150</td><td>4.2%</td></tr><tr><td>WhatsApp</td><td>1,000</td><td>3.7%</td></tr><tr><td>Telegram</td><td>900</td><td>3.3%</td></tr><tr><td>Signal</td><td>850</td><td>3.1%</td></tr><tr><td>Tumblr</td><td>750</td><td>2.7%</td></tr><tr><td>Medium</td><td>650</td><td>2.4%</td></tr><tr><td>Substack</td><td>550</td><td>2.0%</td></tr>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-3.html b/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-3.html
deleted file mode 100644
index 2bd0aaf..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-3.html
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "dashboard-artifact",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "bounce-rate"
-      },
-      "content": "<div class=\"kpi-val\">34.2%</div><div style=\"color: green; font-size: 0.85rem;\">-5.1% improvement</div>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-3.json b/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-3.json
deleted file mode 100644
index 60a3210..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "dashboard-artifact",
-  "version": 3,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "top-referrers-list"
-      },
-      "content": "<ol>\n<li><aap:target id=\"ref-1\">GitHub</aap:target></li>\n<li><aap:target id=\"ref-2\">Stack Overflow</aap:target></li>\n<li><aap:target id=\"ref-3\">Hacker News</aap:target></li>\n<li><aap:target id=\"ref-4\">Reddit (r/programming)</aap:target></li>\n<li><aap:target id=\"ref-5\">Dev.to</aap:target></li>\n<li><aap:target id=\"ref-6\">Medium (Engineering)</aap:target></li>\n<li><aap:target id=\"ref-7\">Hashnode</aap:target></li>\n<li><aap:target id=\"ref-8\">Twitter (Dev Community)</aap:target></li>\n<li><aap:target id=\"ref-9\">Reddit (r/webdev)</aap:target></li>\n<li><aap:target id=\"ref-10\">Lobste.rs</aap:target></li>\n<li><aap:target id=\"ref-11\">Indie Hackers</aap:target></li>\n<li><aap:target id=\"ref-12\">Product Hunt</aap:target></li>\n<li><aap:target id=\"ref-13\">YouTube (Dev Tutorials)</aap:target></li>\n<li><aap:target id=\"ref-14\">Discord (Tech Servers)</aap:target></li>\n<li><aap:target id=\"ref-15\">Substack (Dev Newsletters)</aap:target></li>\n</ol>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-4.html b/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-4.html
deleted file mode 100644
index 2bd0aaf..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-4.html
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "dashboard-artifact",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "bounce-rate"
-      },
-      "content": "<div class=\"kpi-val\">34.2%</div><div style=\"color: green; font-size: 0.85rem;\">-5.1% improvement</div>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-4.json b/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-4.json
deleted file mode 100644
index 6b89f67..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/outputs/aap/turn-4.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "dashboard-artifact",
-  "version": 3,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "kpi-cards-section"
-      },
-      "content": "<section id=\"conversion-funnel\">\n  <h2>Conversion Funnel</h2>\n  <div style=\"display: flex; gap: 10px; align-items: center; margin-top: 15px;\">\n    <aap:target id=\"funnel-step-1\">\n      <div style=\"padding: 10px; background: #eee; flex: 1; text-align: center;\">View<br>100%</div>\n    </aap:target>\n    <div style=\"font-size: 20px;\">→</div>\n    <aap:target id=\"funnel-step-2\">\n      <div style=\"padding: 10px; background: #eee; flex: 1; text-align: center;\">Add to Cart<br>85%</div>\n    </aap:target>\n    <div style=\"font-size: 20px;\">→</div>\n    <aap:target id=\"funnel-step-3\">\n      <div style=\"padding: 10px; background: #eee; flex: 1; text-align: center;\">Checkout<br>60%</div>\n    </aap:target>\n    <div style=\"font-size: 20px;\">→</div>\n    <aap:target id=\"funnel-step-4\">\n      <div style=\"padding: 10px; background: #eee; flex: 1; text-align: center;\">Payment<br>45%</div>\n    </aap:target>\n    <div style=\"font-size: 20px;\">→</div>\n    <aap:target id=\"funnel-step-5\">\n      <div style=\"padding: 10px; background: #eee; flex: 1; text-align: center;\">Purchase<br>40%</div>\n    </aap:target>\n  </div>\n</section>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-0.html b/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-0.html
deleted file mode 100644
index b465dac..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-0.html
+++ /dev/null
@@ -1,78 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <title>Analytics Dashboard</title>
-    <style>
-        :root { --bg: #f4f7f6; --card: #ffffff; --primary: #2563eb; --text: #1e293b; }
-        body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif; background: var(--bg); color: var(--text); margin: 0; padding: 0; }
-        nav { background: var(--card); padding: 1rem 2rem; display: flex; justify-content: space-between; border-bottom: 1px solid #e2e8f0; align-items: center; }
-        .breadcrumbs { font-size: 0.875rem; color: #64748b; }
-        .kpi-grid { display: grid; grid-template-columns: repeat(4, 1fr); gap: 1rem; padding: 2rem; }
-        .card { background: var(--card); padding: 1.5rem; border-radius: 8px; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
-        .card h3 { margin: 0; font-size: 0.8rem; color: #64748b; text-transform: uppercase; }
-        .card .value { font-size: 1.8rem; font-weight: bold; margin-top: 0.5rem; }
-        .container { display: grid; grid-template-columns: 2fr 1fr; gap: 2rem; padding: 0 2rem 2rem; }
-        table { width: 100%; border-collapse: collapse; background: var(--card); border-radius: 8px; overflow: hidden; }
-        th { background: #f8fafc; padding: 1rem; text-align: left; font-size: 0.85rem; border-bottom: 1px solid #e2e8f0; }
-        td { padding: 0.75rem 1rem; border-bottom: 1px solid #f1f5f9; font-size: 0.9rem; }
-        .list-group { background: var(--card); border-radius: 8px; padding: 1rem; }
-        .list-item { padding: 0.75rem 0; border-bottom: 1px solid #f1f5f9; display: flex; justify-content: space-between; }
-    </style>
-</head>
-<body>
-
-<nav>
-    <div class="breadcrumbs">Analytics / Overview / Dashboard</div>
-    <div><input type="date" value="2023-10-01"> to <input type="date" value="2023-10-31"></div>
-</nav>
-
-<div class="kpi-grid">
-    <div class="card"><h3>Page Views</h3><div class="value">124.5k</div></div>
-    <div class="card"><h3>Unique Visitors</h3><div class="value">88.2k</div></div>
-    <div class="card"><h3>Bounce Rate</h3><div class="value">42.3%</div></div>
-    <div class="card"><h3>Avg Session</h3><div class="value">04:12</div></div>
-</div>
-
-<div class="container">
-    <section>
-        <h3>Traffic Sources</h3>
-        <table>
-            <thead><tr><th>Source</th><th>Medium</th><th>Sessions</th><th>Bounce Rate</th><th>Conv.</th></tr></thead>
-            <tbody id="trafficTable"></tbody>
-        </table>
-    </section>
-    
-    <aside>
-        <div class="list-group">
-            <h3>Top Referrers</h3>
-            <div id="referrerList"></div>
-        </div>
-        <div class="list-group" style="margin-top:2rem">
-            <h3>Geo Breakdown</h3>
-            <table id="geoTable"></table>
-        </div>
-    </aside>
-</div>
-
-<script>
-    const sources = ['google', 'facebook', 'twitter', 'linkedin', 'direct', 'email', 'reddit', 'bing', 'youtube', 'instagram'];
-    const table = document.getElementById('trafficTable');
-    for(let i=1; i<=50; i++) {
-        table.innerHTML += `<tr><td>${sources[i%10]}</td><td>organic</td><td>${Math.floor(Math.random()*5000)}</td><td>${(Math.random()*40+20).toFixed(1)}%</td><td>${(Math.random()*5).toFixed(1)}%</td></tr>`;
-    }
-
-    const refList = document.getElementById('referrerList');
-    for(let i=1; i<=20; i++) {
-        refList.innerHTML += `<div class="list-item"><span>referral-${i}.com</span><span>${Math.floor(Math.random()*1000)}</span></div>`;
-    }
-
-    const geoTable = document.getElementById('geoTable');
-    const countries = ['USA', 'UK', 'Canada', 'Germany', 'France', 'Japan', 'Australia', 'Brazil', 'India', 'Italy', 'Spain', 'Mexico', 'Netherlands', 'Sweden', 'Norway', 'Denmark', 'Finland', 'Poland', 'Greece', 'Portugal', 'Ireland', 'Belgium', 'Austria', 'Switzerland', 'China', 'South Korea', 'Singapore', 'New Zealand', 'Turkey', 'Vietnam'];
-    countries.forEach(c => {
-        geoTable.innerHTML += `<tr><td>${c}</td><td>${Math.floor(Math.random()*10000)}</td></tr>`;
-    });
-</script>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-1.html b/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-1.html
deleted file mode 100644
index bc3ee56..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-1.html
+++ /dev/null
@@ -1,83 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <title>Analytics Dashboard</title>
-    <style>
-        :root { --bg: #f4f7f6; --card: #ffffff; --primary: #2563eb; --text: #1e293b; --success: #16a34a; }
-        body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif; background: var(--bg); color: var(--text); margin: 0; padding: 0; }
-        nav { background: var(--card); padding: 1rem 2rem; display: flex; justify-content: space-between; border-bottom: 1px solid #e2e8f0; align-items: center; }
-        .breadcrumbs { font-size: 0.875rem; color: #64748b; }
-        .kpi-grid { display: grid; grid-template-columns: repeat(4, 1fr); gap: 1rem; padding: 2rem; }
-        .card { background: var(--card); padding: 1.5rem; border-radius: 8px; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
-        .card h3 { margin: 0; font-size: 0.8rem; color: #64748b; text-transform: uppercase; }
-        .card .value { font-size: 1.8rem; font-weight: bold; margin-top: 0.5rem; }
-        .trend { font-size: 0.875rem; font-weight: 600; margin-left: 0.5rem; }
-        .trend-down { color: var(--success); }
-        .container { display: grid; grid-template-columns: 2fr 1fr; gap: 2rem; padding: 0 2rem 2rem; }
-        table { width: 100%; border-collapse: collapse; background: var(--card); border-radius: 8px; overflow: hidden; }
-        th { background: #f8fafc; padding: 1rem; text-align: left; font-size: 0.85rem; border-bottom: 1px solid #e2e8f0; }
-        td { padding: 0.75rem 1rem; border-bottom: 1px solid #f1f5f9; font-size: 0.9rem; }
-        .list-group { background: var(--card); border-radius: 8px; padding: 1rem; }
-        .list-item { padding: 0.75rem 0; border-bottom: 1px solid #f1f5f9; display: flex; justify-content: space-between; }
-    </style>
-</head>
-<body>
-
-<nav>
-    <div class="breadcrumbs">Analytics / Overview / Dashboard</div>
-    <div><input type="date" value="2023-10-01"> to <input type="date" value="2023-10-31"></div>
-</nav>
-
-<div class="kpi-grid">
-    <div class="card"><h3>Page Views</h3><div class="value">124.5k</div></div>
-    <div class="card"><h3>Unique Visitors</h3><div class="value">88.2k</div></div>
-    <div class="card">
-        <h3>Bounce Rate</h3>
-        <div class="value">34.2%<span class="trend trend-down">↓ 5.1%</span></div>
-    </div>
-    <div class="card"><h3>Avg Session</h3><div class="value">04:12</div></div>
-</div>
-
-<div class="container">
-    <section>
-        <h3>Traffic Sources</h3>
-        <table>
-            <thead><tr><th>Source</th><th>Medium</th><th>Sessions</th><th>Bounce Rate</th><th>Conv.</th></tr></thead>
-            <tbody id="trafficTable"></tbody>
-        </table>
-    </section>
-    
-    <aside>
-        <div class="list-group">
-            <h3>Top Referrers</h3>
-            <div id="referrerList"></div>
-        </div>
-        <div class="list-group" style="margin-top:2rem">
-            <h3>Geo Breakdown</h3>
-            <table id="geoTable"></table>
-        </div>
-    </aside>
-</div>
-
-<script>
-    const sources = ['google', 'facebook', 'twitter', 'linkedin', 'direct', 'email', 'reddit', 'bing', 'youtube', 'instagram'];
-    const table = document.getElementById('trafficTable');
-    for(let i=1; i<=50; i++) {
-        table.innerHTML += `<tr><td>${sources[i%10]}</td><td>organic</td><td>${Math.floor(Math.random()*5000)}</td><td>${(Math.random()*40+20).toFixed(1)}%</td><td>${(Math.random()*5).toFixed(1)}%</td></tr>`;
-    }
-
-    const refList = document.getElementById('referrerList');
-    for(let i=1; i<=20; i++) {
-        refList.innerHTML += `<div class="list-item"><span>referral-${i}.com</span><span>${Math.floor(Math.random()*1000)}</span></div>`;
-    }
-
-    const geoTable = document.getElementById('geoTable');
-    const countries = ['USA', 'UK', 'Canada', 'Germany', 'France', 'Japan', 'Australia', 'Brazil', 'India', 'Italy', 'Spain', 'Mexico', 'Netherlands', 'Sweden', 'Norway', 'Denmark', 'Finland', 'Poland', 'Greece', 'Portugal', 'Ireland', 'Belgium', 'Austria', 'Switzerland', 'China', 'South Korea', 'Singapore', 'New Zealand', 'Turkey', 'Vietnam'];
-    countries.forEach(c => {
-        geoTable.innerHTML += `<tr><td>${c}</td><td>${Math.floor(Math.random()*10000)}</td></tr>`;
-    });
-</script>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-2.html b/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-2.html
deleted file mode 100644
index fd7f632..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-2.html
+++ /dev/null
@@ -1,92 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <title>Analytics Dashboard</title>
-    <style>
-        :root { --bg: #f4f7f6; --card: #ffffff; --primary: #2563eb; --text: #1e293b; --success: #16a34a; }
-        body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif; background: var(--bg); color: var(--text); margin: 0; padding: 0; }
-        nav { background: var(--card); padding: 1rem 2rem; display: flex; justify-content: space-between; border-bottom: 1px solid #e2e8f0; align-items: center; }
-        .breadcrumbs { font-size: 0.875rem; color: #64748b; }
-        .kpi-grid { display: grid; grid-template-columns: repeat(4, 1fr); gap: 1rem; padding: 2rem; }
-        .card { background: var(--card); padding: 1.5rem; border-radius: 8px; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
-        .card h3 { margin: 0; font-size: 0.8rem; color: #64748b; text-transform: uppercase; }
-        .card .value { font-size: 1.8rem; font-weight: bold; margin-top: 0.5rem; }
-        .trend { font-size: 0.875rem; font-weight: 600; margin-left: 0.5rem; }
-        .trend-down { color: var(--success); }
-        .container { display: grid; grid-template-columns: 2fr 1fr; gap: 2rem; padding: 0 2rem 2rem; }
-        table { width: 100%; border-collapse: collapse; background: var(--card); border-radius: 8px; overflow: hidden; }
-        th { background: #f8fafc; padding: 1rem; text-align: left; font-size: 0.85rem; border-bottom: 1px solid #e2e8f0; }
-        td { padding: 0.75rem 1rem; border-bottom: 1px solid #f1f5f9; font-size: 0.9rem; }
-        .list-group { background: var(--card); border-radius: 8px; padding: 1rem; }
-        .list-item { padding: 0.75rem 0; border-bottom: 1px solid #f1f5f9; display: flex; justify-content: space-between; }
-        .q1-tag { font-size: 0.7rem; background: #dbeafe; color: #1e40af; padding: 2px 6px; border-radius: 4px; margin-left: 5px; }
-    </style>
-</head>
-<body>
-
-<nav>
-    <div class="breadcrumbs">Analytics / Overview / Dashboard</div>
-    <div><input type="date" value="2026-01-01"> to <input type="date" value="2026-03-31"></div>
-</nav>
-
-<div class="kpi-grid">
-    <div class="card"><h3>Page Views</h3><div class="value">124.5k</div></div>
-    <div class="card"><h3>Unique Visitors</h3><div class="value">88.2k</div></div>
-    <div class="card">
-        <h3>Bounce Rate</h3>
-        <div class="value">34.2%<span class="trend trend-down">↓ 5.1%</span></div>
-    </div>
-    <div class="card"><h3>Avg Session</h3><div class="value">04:12</div></div>
-</div>
-
-<div class="container">
-    <section>
-        <h3>Traffic Sources</h3>
-        <table>
-            <thead><tr><th>Source</th><th>Medium</th><th>Sessions</th><th>Bounce Rate</th><th>Conv.</th></tr></thead>
-            <tbody id="trafficTable"></tbody>
-        </table>
-    </section>
-    
-    <aside>
-        <div class="list-group">
-            <h3>Top Referrers</h3>
-            <div id="referrerList"></div>
-        </div>
-        <div class="list-group" style="margin-top:2rem">
-            <h3>Geo Breakdown</h3>
-            <table id="geoTable"></table>
-        </div>
-    </aside>
-</div>
-
-<script>
-    const sources = ['google', 'facebook', 'twitter', 'linkedin', 'direct', 'email', 'reddit', 'bing', 'youtube', 'instagram'];
-    const socialPlatforms = ['TikTok', 'Threads', 'Bluesky', 'Discord', 'Mastodon'];
-    const table = document.getElementById('trafficTable');
-    
-    // Original 50 rows
-    for(let i=1; i<=50; i++) {
-        table.innerHTML += `<tr><td>${sources[i%10]}</td><td>organic</td><td>${Math.floor(Math.random()*5000)}</td><td>${(Math.random()*40+20).toFixed(1)}%</td><td>${(Math.random()*5).toFixed(1)}%</td></tr>`;
-    }
-    
-    // New 20 Q1 2026 social media rows
-    for(let i=1; i<=20; i++) {
-        table.innerHTML += `<tr style="background: #f0f9ff;"><td>${socialPlatforms[i%5]} <span class="q1-tag">Q1 2026</span></td><td>social</td><td>${Math.floor(Math.random()*2000 + 500)}</td><td>${(Math.random()*20+15).toFixed(1)}%</td><td>${(Math.random()*8+2).toFixed(1)}%</td></tr>`;
-    }
-
-    const refList = document.getElementById('referrerList');
-    for(let i=1; i<=20; i++) {
-        refList.innerHTML += `<div class="list-item"><span>referral-${i}.com</span><span>${Math.floor(Math.random()*1000)}</span></div>`;
-    }
-
-    const geoTable = document.getElementById('geoTable');
-    const countries = ['USA', 'UK', 'Canada', 'Germany', 'France', 'Japan', 'Australia', 'Brazil', 'India', 'Italy', 'Spain', 'Mexico', 'Netherlands', 'Sweden', 'Norway', 'Denmark', 'Finland', 'Poland', 'Greece', 'Portugal', 'Ireland', 'Belgium', 'Austria', 'Switzerland', 'China', 'South Korea', 'Singapore', 'New Zealand', 'Turkey', 'Vietnam'];
-    countries.forEach(c => {
-        geoTable.innerHTML += `<tr><td>${c}</td><td>${Math.floor(Math.random()*10000)}</td></tr>`;
-    });
-</script>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-3.html b/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-3.html
deleted file mode 100644
index 3506252..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-3.html
+++ /dev/null
@@ -1,92 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <title>Analytics Dashboard</title>
-    <style>
-        :root { --bg: #f4f7f6; --card: #ffffff; --primary: #2563eb; --text: #1e293b; --success: #16a34a; }
-        body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif; background: var(--bg); color: var(--text); margin: 0; padding: 0; }
-        nav { background: var(--card); padding: 1rem 2rem; display: flex; justify-content: space-between; border-bottom: 1px solid #e2e8f0; align-items: center; }
-        .breadcrumbs { font-size: 0.875rem; color: #64748b; }
-        .kpi-grid { display: grid; grid-template-columns: repeat(4, 1fr); gap: 1rem; padding: 2rem; }
-        .card { background: var(--card); padding: 1.5rem; border-radius: 8px; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
-        .card h3 { margin: 0; font-size: 0.8rem; color: #64748b; text-transform: uppercase; }
-        .card .value { font-size: 1.8rem; font-weight: bold; margin-top: 0.5rem; }
-        .trend { font-size: 0.875rem; font-weight: 600; margin-left: 0.5rem; }
-        .trend-down { color: var(--success); }
-        .container { display: grid; grid-template-columns: 2fr 1fr; gap: 2rem; padding: 0 2rem 2rem; }
-        table { width: 100%; border-collapse: collapse; background: var(--card); border-radius: 8px; overflow: hidden; }
-        th { background: #f8fafc; padding: 1rem; text-align: left; font-size: 0.85rem; border-bottom: 1px solid #e2e8f0; }
-        td { padding: 0.75rem 1rem; border-bottom: 1px solid #f1f5f9; font-size: 0.9rem; }
-        .list-group { background: var(--card); border-radius: 8px; padding: 1rem; }
-        .list-item { padding: 0.75rem 0; border-bottom: 1px solid #f1f5f9; display: flex; justify-content: space-between; align-items: center; }
-        .q1-tag { font-size: 0.7rem; background: #dbeafe; color: #1e40af; padding: 2px 6px; border-radius: 4px; margin-left: 5px; }
-    </style>
-</head>
-<body>
-
-<nav>
-    <div class="breadcrumbs">Analytics / Overview / Dashboard</div>
-    <div><input type="date" value="2026-01-01"> to <input type="date" value="2026-03-31"></div>
-</nav>
-
-<div class="kpi-grid">
-    <div class="card"><h3>Page Views</h3><div class="value">124.5k</div></div>
-    <div class="card"><h3>Unique Visitors</h3><div class="value">88.2k</div></div>
-    <div class="card">
-        <h3>Bounce Rate</h3>
-        <div class="value">34.2%<span class="trend trend-down">↓ 5.1%</span></div>
-    </div>
-    <div class="card"><h3>Avg Session</h3><div class="value">04:12</div></div>
-</div>
-
-<div class="container">
-    <section>
-        <h3>Traffic Sources</h3>
-        <table>
-            <thead><tr><th>Source</th><th>Medium</th><th>Sessions</th><th>Bounce Rate</th><th>Conv.</th></tr></thead>
-            <tbody id="trafficTable"></tbody>
-        </table>
-    </section>
-    
-    <aside>
-        <div class="list-group">
-            <h3>Dev Community Referrers</h3>
-            <div id="devReferrerList"></div>
-        </div>
-        <div class="list-group" style="margin-top:2rem">
-            <h3>Geo Breakdown</h3>
-            <table id="geoTable"></table>
-        </div>
-    </aside>
-</div>
-
-<script>
-    const sources = ['google', 'facebook', 'twitter', 'linkedin', 'direct', 'email', 'reddit', 'bing', 'youtube', 'instagram'];
-    const socialPlatforms = ['TikTok', 'Threads', 'Bluesky', 'Discord', 'Mastodon'];
-    const devSites = ['GitHub', 'Stack Overflow', 'Hacker News', 'Dev.to', 'Medium (Dev)', 'Hashnode', 'FreeCodeCamp', 'Reddit/r/programming', 'Lobsters', 'CodePen', 'CSS-Tricks', 'DZone', 'InfoQ', 'Auth0 Blog', 'DevOps Weekly'];
-    
-    const table = document.getElementById('trafficTable');
-    
-    for(let i=1; i<=50; i++) {
-        table.innerHTML += `<tr><td>${sources[i%10]}</td><td>organic</td><td>${Math.floor(Math.random()*5000)}</td><td>${(Math.random()*40+20).toFixed(1)}%</td><td>${(Math.random()*5).toFixed(1)}%</td></tr>`;
-    }
-    
-    for(let i=1; i<=20; i++) {
-        table.innerHTML += `<tr style="background: #f0f9ff;"><td>${socialPlatforms[i%5]} <span class="q1-tag">Q1 2026</span></td><td>social</td><td>${Math.floor(Math.random()*2000 + 500)}</td><td>${(Math.random()*20+15).toFixed(1)}%</td><td>${(Math.random()*8+2).toFixed(1)}%</td></tr>`;
-    }
-
-    const devList = document.getElementById('devReferrerList');
-    devSites.forEach(site => {
-        devList.innerHTML += `<div class="list-item"><span>${site}</span><span style="font-weight:bold">${Math.floor(Math.random()*2500 + 100)}</span></div>`;
-    });
-
-    const geoTable = document.getElementById('geoTable');
-    const countries = ['USA', 'UK', 'Canada', 'Germany', 'France', 'Japan', 'Australia', 'Brazil', 'India', 'Italy', 'Spain', 'Mexico', 'Netherlands', 'Sweden', 'Norway', 'Denmark', 'Finland', 'Poland', 'Greece', 'Portugal', 'Ireland', 'Belgium', 'Austria', 'Switzerland', 'China', 'South Korea', 'Singapore', 'New Zealand', 'Turkey', 'Vietnam'];
-    countries.forEach(c => {
-        geoTable.innerHTML += `<tr><td>${c}</td><td>${Math.floor(Math.random()*10000)}</td></tr>`;
-    });
-</script>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-4.html b/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-4.html
deleted file mode 100644
index 2a5bcb6..0000000
--- a/evals/data/experiments/002-html-dashboard-analytics/outputs/base/turn-4.html
+++ /dev/null
@@ -1,102 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <title>Analytics Dashboard</title>
-    <style>
-        :root { --bg: #f4f7f6; --card: #ffffff; --primary: #2563eb; --text: #1e293b; --success: #16a34a; --accent: #8b5cf6; }
-        body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif; background: var(--bg); color: var(--text); margin: 0; padding: 0; }
-        nav { background: var(--card); padding: 1rem 2rem; display: flex; justify-content: space-between; border-bottom: 1px solid #e2e8f0; align-items: center; }
-        .breadcrumbs { font-size: 0.875rem; color: #64748b; }
-        .kpi-grid { display: grid; grid-template-columns: repeat(4, 1fr); gap: 1rem; padding: 2rem 2rem 0; }
-        .card { background: var(--card); padding: 1.5rem; border-radius: 8px; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
-        .card h3 { margin: 0; font-size: 0.8rem; color: #64748b; text-transform: uppercase; }
-        .card .value { font-size: 1.8rem; font-weight: bold; margin-top: 0.5rem; }
-        .trend { font-size: 0.875rem; font-weight: 600; margin-left: 0.5rem; }
-        .trend-down { color: var(--success); }
-        .funnel-section { padding: 2rem; }
-        .funnel-container { display: flex; gap: 10px; height: 80px; align-items: flex-end; }
-        .funnel-stage { flex: 1; background: var(--primary); color: white; display: flex; flex-direction: column; align-items: center; justify-content: center; position: relative; border-radius: 4px; }
-        .container { display: grid; grid-template-columns: 2fr 1fr; gap: 2rem; padding: 0 2rem 2rem; }
-        table { width: 100%; border-collapse: collapse; background: var(--card); border-radius: 8px; overflow: hidden; }
-        th { background: #f8fafc; padding: 1rem; text-align: left; font-size: 0.85rem; border-bottom: 1px solid #e2e8f0; }
-        td { padding: 0.75rem 1rem; border-bottom: 1px solid #f1f5f9; font-size: 0.9rem; }
-        .list-group { background: var(--card); border-radius: 8px; padding: 1rem; }
-        .list-item { padding: 0.75rem 0; border-bottom: 1px solid #f1f5f9; display: flex; justify-content: space-between; align-items: center; }
-        .q1-tag { font-size: 0.7rem; background: #dbeafe; color: #1e40af; padding: 2px 6px; border-radius: 4px; margin-left: 5px; }
-    </style>
-</head>
-<body>
-
-<nav>
-    <div class="breadcrumbs">Analytics / Overview / Dashboard</div>
-    <div><input type="date" value="2026-01-01"> to <input type="date" value="2026-03-31"></div>
-</nav>
-
-<div class="kpi-grid">
-    <div class="card"><h3>Page Views</h3><div class="value">124.5k</div></div>
-    <div class="card"><h3>Unique Visitors</h3><div class="value">88.2k</div></div>
-    <div class="card"><h3>Bounce Rate</h3><div class="value">34.2%<span class="trend trend-down">↓ 5.1%</span></div></div>
-    <div class="card"><h3>Avg Session</h3><div class="value">04:12</div></div>
-</div>
-
-<section class="funnel-section">
-    <h3>Conversion Funnel</h3>
-    <div class="funnel-container">
-        <div class="funnel-stage" style="height: 100%;">Landing<br>100%</div>
-        <div class="funnel-stage" style="height: 80%;">Product<br>80%</div>
-        <div class="funnel-stage" style="height: 60%;">Cart<br>60%</div>
-        <div class="funnel-stage" style="height: 40%;">Checkout<br>40%</div>
-        <div class="funnel-stage" style="height: 20%; background: var(--accent);">Purchase<br>20%</div>
-    </div>
-</section>
-
-<div class="container">
-    <section>
-        <h3>Traffic Sources</h3>
-        <table>
-            <thead><tr><th>Source</th><th>Medium</th><th>Sessions</th><th>Bounce Rate</th><th>Conv.</th></tr></thead>
-            <tbody id="trafficTable"></tbody>
-        </table>
-    </section>
-    
-    <aside>
-        <div class="list-group">
-            <h3>Dev Community Referrers</h3>
-            <div id="devReferrerList"></div>
-        </div>
-        <div class="list-group" style="margin-top:2rem">
-            <h3>Geo Breakdown</h3>
-            <table id="geoTable"></table>
-        </div>
-    </aside>
-</div>
-
-<script>
-    const sources = ['google', 'facebook', 'twitter', 'linkedin', 'direct', 'email', 'reddit', 'bing', 'youtube', 'instagram'];
-    const socialPlatforms = ['TikTok', 'Threads', 'Bluesky', 'Discord', 'Mastodon'];
-    const devSites = ['GitHub', 'Stack Overflow', 'Hacker News', 'Dev.to', 'Medium (Dev)', 'Hashnode', 'FreeCodeCamp', 'Reddit/r/programming', 'Lobsters', 'CodePen', 'CSS-Tricks', 'DZone', 'InfoQ', 'Auth0 Blog', 'DevOps Weekly'];
-    
-    const table = document.getElementById('trafficTable');
-    for(let i=1; i<=50; i++) {
-        table.innerHTML += `<tr><td>${sources[i%10]}</td><td>organic</td><td>${Math.floor(Math.random()*5000)}</td><td>${(Math.random()*40+20).toFixed(1)}%</td><td>${(Math.random()*5).toFixed(1)}%</td></tr>`;
-    }
-    
-    for(let i=1; i<=20; i++) {
-        table.innerHTML += `<tr style="background: #f0f9ff;"><td>${socialPlatforms[i%5]} <span class="q1-tag">Q1 2026</span></td><td>social</td><td>${Math.floor(Math.random()*2000 + 500)}</td><td>${(Math.random()*20+15).toFixed(1)}%</td><td>${(Math.random()*8+2).toFixed(1)}%</td></tr>`;
-    }
-
-    const devList = document.getElementById('devReferrerList');
-    devSites.forEach(site => {
-        devList.innerHTML += `<div class="list-item"><span>${site}</span><span style="font-weight:bold">${Math.floor(Math.random()*2500 + 100)}</span></div>`;
-    });
-
-    const geoTable = document.getElementById('geoTable');
-    const countries = ['USA', 'UK', 'Canada', 'Germany', 'France', 'Japan', 'Australia', 'Brazil', 'India', 'Italy', 'Spain', 'Mexico', 'Netherlands', 'Sweden', 'Norway', 'Denmark', 'Finland', 'Poland', 'Greece', 'Portugal', 'Ireland', 'Belgium', 'Austria', 'Switzerland', 'China', 'South Korea', 'Singapore', 'New Zealand', 'Turkey', 'Vietnam'];
-    countries.forEach(c => {
-        geoTable.innerHTML += `<tr><td>${c}</td><td>${Math.floor(Math.random()*10000)}</td></tr>`;
-    });
-</script>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/003-html-landing-saas/eval.json b/evals/data/experiments/003-html-landing-saas/eval.json
deleted file mode 100644
index bd762e5..0000000
--- a/evals/data/experiments/003-html-landing-saas/eval.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.1408,
-      "token_f1": 0.4469,
-      "base_char_count": 5585,
-      "aap_char_count": 4357,
-      "char_delta_pct": -22.0,
-      "lines_added": 83,
-      "lines_removed": 79,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.161,
-      "token_f1": 0.4819,
-      "base_char_count": 7510,
-      "aap_char_count": 4327,
-      "char_delta_pct": -42.4,
-      "lines_added": 83,
-      "lines_removed": 103,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.076,
-      "token_f1": 0.1392,
-      "base_char_count": 6320,
-      "aap_char_count": 1521,
-      "char_delta_pct": -75.9,
-      "lines_added": 14,
-      "lines_removed": 89,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 3,
-      "sequence_similarity": 0.0662,
-      "token_f1": 0.2902,
-      "base_char_count": 7806,
-      "aap_char_count": 2250,
-      "char_delta_pct": -71.2,
-      "lines_added": 40,
-      "lines_removed": 117,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.111,
-  "mean_token_f1": 0.3396,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/003-html-landing-saas/metrics.json b/evals/data/experiments/003-html-landing-saas/metrics.json
deleted file mode 100644
index 204ad21..0000000
--- a/evals/data/experiments/003-html-landing-saas/metrics.json
+++ /dev/null
@@ -1,228 +0,0 @@
-{
-  "experiment_id": "003-html-landing-saas",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:47:18.336043+00:00",
-  "format": "text/html",
-  "base_turn0": {
-    "input_tokens": 128,
-    "output_tokens": 1925,
-    "latency_ms": 8737,
-    "artifact_bytes": 5712
-  },
-  "aap_turn0": {
-    "input_tokens": 467,
-    "output_tokens": 1414,
-    "latency_ms": 6528,
-    "artifact_bytes": 4227
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Change the hero headline to 'Sync Everything. Everywhere.' and the subheadline t",
-        "input_tokens": 2081,
-        "output_tokens": 2951,
-        "latency_ms": 11238,
-        "output_bytes": 8936,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the pricing section to have 4 tiers instead of 3: Free, Starter $19/mo, ",
-        "input_tokens": 5066,
-        "output_tokens": 3063,
-        "latency_ms": 10802,
-        "output_bytes": 9275,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new 'Integrations' section between features and pricing showing a grid of ",
-        "input_tokens": 8153,
-        "output_tokens": 3307,
-        "latency_ms": 11751,
-        "output_bytes": 10023,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 15300,
-    "total_output_tokens": 9321,
-    "total_latency_ms": 33791
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Change the hero headline to 'Sync Everything. Everywhere.' and the subheadline t",
-        "input_tokens": 2548,
-        "output_tokens": 105,
-        "latency_ms": 1385,
-        "output_bytes": 4174,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the pricing section to have 4 tiers instead of 3: Free, Starter $19/mo, ",
-        "input_tokens": 2544,
-        "output_tokens": 438,
-        "latency_ms": 2538,
-        "output_bytes": 1098,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new 'Integrations' section between features and pricing showing a grid of ",
-        "input_tokens": 1527,
-        "output_tokens": 857,
-        "latency_ms": 3878,
-        "output_bytes": 2252,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 6619,
-    "total_output_tokens": 1400,
-    "total_latency_ms": 7801,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 85.0,
-    "input_token_savings_pct": 56.7,
-    "latency_savings_pct": 76.9
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 128,
-        "base_output": 1925,
-        "base_latency_ms": 8737,
-        "aap_input": 467,
-        "aap_output": 1414,
-        "aap_latency_ms": 6528
-      },
-      {
-        "turn": 1,
-        "base_input": 2081,
-        "base_output": 2951,
-        "base_latency_ms": 11238,
-        "aap_input": 2548,
-        "aap_output": 105,
-        "aap_latency_ms": 1385,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 5066,
-        "base_output": 3063,
-        "base_latency_ms": 10802,
-        "aap_input": 2544,
-        "aap_output": 438,
-        "aap_latency_ms": 2538,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 8153,
-        "base_output": 3307,
-        "base_latency_ms": 11751,
-        "aap_input": 1527,
-        "aap_output": 857,
-        "aap_latency_ms": 3878,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 15428,
-      "base_output": 11246,
-      "base_combined": 26674,
-      "aap_input": 7086,
-      "aap_output": 2814,
-      "aap_combined": 9900,
-      "base_latency_ms": 42528,
-      "aap_latency_ms": 14329,
-      "output_savings_pct": 75.0,
-      "input_delta_pct": -54.1,
-      "combined_savings_pct": 62.9,
-      "latency_savings_pct": 66.3
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.0539,
-        "token_f1": 0.3938,
-        "base_char_count": 5712,
-        "aap_char_count": 3489,
-        "char_delta_pct": -38.9,
-        "lines_added": 48,
-        "lines_removed": 79,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.0364,
-        "token_f1": 0.3307,
-        "base_char_count": 8936,
-        "aap_char_count": 3436,
-        "char_delta_pct": -61.5,
-        "lines_added": 48,
-        "lines_removed": 116,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0188,
-        "token_f1": 0.0782,
-        "base_char_count": 9275,
-        "aap_char_count": 961,
-        "char_delta_pct": -89.6,
-        "lines_added": 16,
-        "lines_removed": 129,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0294,
-        "token_f1": 0.2,
-        "base_char_count": 10023,
-        "aap_char_count": 2024,
-        "char_delta_pct": -79.8,
-        "lines_added": 31,
-        "lines_removed": 136,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.0346,
-    "mean_token_f1": 0.2507,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-0.html b/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-0.html
deleted file mode 100644
index 6398d0b..0000000
--- a/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-0.html
+++ /dev/null
@@ -1,57 +0,0 @@
-<div style="font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; color: #333; line-height: 1.6; margin: 0; padding: 0;">
-  <aap:target id="page-content">
-    <header style="background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 80px 20px; text-align: center;">
-      <aap:target id="hero-section">
-        <h1 style="font-size: 3rem; margin-bottom: 20px;"><aap:target id="hero-headline">Sync Your Data, Effortlessly.</aap:target></h1>
-        <p style="font-size: 1.2rem; margin-bottom: 30px; opacity: 0.9;"><aap:target id="hero-subheadline">The cloud infrastructure designed to keep your teams in perfect harmony, anywhere in the world.</aap:target></p>
-        <button style="background: white; color: #764ba2; border: none; padding: 15px 30px; border-radius: 5px; font-weight: bold; cursor: pointer;">Get Started</button>
-      </aap:target>
-    </header>
-
-    <section style="padding: 60px 20px; max-width: 1200px; margin: auto;">
-      <h2 style="text-align: center; margin-bottom: 40px;">Core Features</h2>
-      <aap:target id="features-grid" style="display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 20px;">
-        <div style="padding: 20px; border: 1px solid #eee; border-radius: 8px;">[Icon] <h3>Real-time Sync</h3><p>Your files update across all devices instantly.</p></div>
-        <div style="padding: 20px; border: 1px solid #eee; border-radius: 8px;">[Icon] <h3>End-to-End Encryption</h3><p>Military-grade security for your sensitive data.</p></div>
-        <div style="padding: 20px; border: 1px solid #eee; border-radius: 8px;">[Icon] <h3>Collaborative Folders</h3><p>Work together with seamless team permissions.</p></div>
-        <div style="padding: 20px; border: 1px solid #eee; border-radius: 8px;">[Icon] <h3>Version History</h3><p>Never lose your work with 30-day backups.</p></div>
-        <div style="padding: 20px; border: 1px solid #eee; border-radius: 8px;">[Icon] <h3>Global CDN</h3><p>Lightning fast access from anywhere.</p></div>
-        <div style="padding: 20px; border: 1px solid #eee; border-radius: 8px;">[Icon] <h3>24/7 Support</h3><p>Expert assistance whenever you need it.</p></div>
-      </aap:target>
-    </section>
-
-    <section style="background: #f9f9f9; padding: 60px 20px;">
-      <div style="max-width: 1000px; margin: auto;">
-        <h2 style="text-align: center; margin-bottom: 40px;">Simple Pricing</h2>
-        <aap:target id="pricing-section" style="display: flex; justify-content: center; gap: 20px; flex-wrap: wrap;">
-          <div style="background: white; padding: 30px; border-radius: 8px; width: 250px; text-align: center; border: 1px solid #ddd;">
-            <h3>Starter</h3><p><strong><aap:target id="price-starter">$9</aap:target></strong>/mo</p>
-          </div>
-          <div style="background: white; padding: 30px; border-radius: 8px; width: 250px; text-align: center; border: 2px solid #764ba2;">
-            <h3>Pro</h3><p><strong><aap:target id="price-pro">$29</aap:target></strong>/mo</p>
-          </div>
-          <div style="background: white; padding: 30px; border-radius: 8px; width: 250px; text-align: center; border: 1px solid #ddd;">
-            <h3>Enterprise</h3><p><strong><aap:target id="price-enterprise">$99</aap:target></strong>/mo</p>
-          </div>
-        </aap:target>
-      </div>
-    </section>
-
-    <section style="padding: 60px 20px; max-width: 1000px; margin: auto;">
-      <h2 style="text-align: center; margin-bottom: 40px;">What People Say</h2>
-      <aap:target id="testimonials-section" style="display: grid; grid-template-columns: repeat(2, 1fr); gap: 20px;">
-        <p>"Life-changing sync speeds." - Jane D.</p>
-        <p>"Secure and reliable for our firm." - Marcus A.</p>
-        <p>"Finally, a cloud tool that makes sense." - Sarah K.</p>
-        <p>"Support team is top notch." - Alex P.</p>
-      </aap:target>
-    </section>
-
-    <footer style="background: #333; color: white; padding: 40px; text-align: center;">
-      <aap:target id="footer-content">
-        <p>&copy; 2023 CloudSync Inc. All rights reserved.</p>
-        <div style="margin-top: 10px;">[Links] [Social Icons]</div>
-      </aap:target>
-    </footer>
-  </aap:target>
-</div>
\ No newline at end of file
diff --git a/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-1.html b/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-1.html
deleted file mode 100644
index 453b819..0000000
--- a/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-1.html
+++ /dev/null
@@ -1,57 +0,0 @@
-<div style="font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; color: #333; line-height: 1.6; margin: 0; padding: 0;">
-  <aap:target id="page-content">
-    <header style="background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 80px 20px; text-align: center;">
-      <aap:target id="hero-section">
-        <h1 style="font-size: 3rem; margin-bottom: 20px;"><aap:target id="hero-headline">Sync Everything. Everywhere.</aap:target></h1>
-        <p style="font-size: 1.2rem; margin-bottom: 30px; opacity: 0.9;"><aap:target id="hero-subheadline">CloudSync connects your tools in real time.</aap:target></p>
-        <button style="background: white; color: #764ba2; border: none; padding: 15px 30px; border-radius: 5px; font-weight: bold; cursor: pointer;">Get Started</button>
-      </aap:target>
-    </header>
-
-    <section style="padding: 60px 20px; max-width: 1200px; margin: auto;">
-      <h2 style="text-align: center; margin-bottom: 40px;">Core Features</h2>
-      <aap:target id="features-grid" style="display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 20px;">
-        <div style="padding: 20px; border: 1px solid #eee; border-radius: 8px;">[Icon] <h3>Real-time Sync</h3><p>Your files update across all devices instantly.</p></div>
-        <div style="padding: 20px; border: 1px solid #eee; border-radius: 8px;">[Icon] <h3>End-to-End Encryption</h3><p>Military-grade security for your sensitive data.</p></div>
-        <div style="padding: 20px; border: 1px solid #eee; border-radius: 8px;">[Icon] <h3>Collaborative Folders</h3><p>Work together with seamless team permissions.</p></div>
-        <div style="padding: 20px; border: 1px solid #eee; border-radius: 8px;">[Icon] <h3>Version History</h3><p>Never lose your work with 30-day backups.</p></div>
-        <div style="padding: 20px; border: 1px solid #eee; border-radius: 8px;">[Icon] <h3>Global CDN</h3><p>Lightning fast access from anywhere.</p></div>
-        <div style="padding: 20px; border: 1px solid #eee; border-radius: 8px;">[Icon] <h3>24/7 Support</h3><p>Expert assistance whenever you need it.</p></div>
-      </aap:target>
-    </section>
-
-    <section style="background: #f9f9f9; padding: 60px 20px;">
-      <div style="max-width: 1000px; margin: auto;">
-        <h2 style="text-align: center; margin-bottom: 40px;">Simple Pricing</h2>
-        <aap:target id="pricing-section" style="display: flex; justify-content: center; gap: 20px; flex-wrap: wrap;">
-          <div style="background: white; padding: 30px; border-radius: 8px; width: 250px; text-align: center; border: 1px solid #ddd;">
-            <h3>Starter</h3><p><strong><aap:target id="price-starter">$9</aap:target></strong>/mo</p>
-          </div>
-          <div style="background: white; padding: 30px; border-radius: 8px; width: 250px; text-align: center; border: 2px solid #764ba2;">
-            <h3>Pro</h3><p><strong><aap:target id="price-pro">$29</aap:target></strong>/mo</p>
-          </div>
-          <div style="background: white; padding: 30px; border-radius: 8px; width: 250px; text-align: center; border: 1px solid #ddd;">
-            <h3>Enterprise</h3><p><strong><aap:target id="price-enterprise">$99</aap:target></strong>/mo</p>
-          </div>
-        </aap:target>
-      </div>
-    </section>
-
-    <section style="padding: 60px 20px; max-width: 1000px; margin: auto;">
-      <h2 style="text-align: center; margin-bottom: 40px;">What People Say</h2>
-      <aap:target id="testimonials-section" style="display: grid; grid-template-columns: repeat(2, 1fr); gap: 20px;">
-        <p>"Life-changing sync speeds." - Jane D.</p>
-        <p>"Secure and reliable for our firm." - Marcus A.</p>
-        <p>"Finally, a cloud tool that makes sense." - Sarah K.</p>
-        <p>"Support team is top notch." - Alex P.</p>
-      </aap:target>
-    </section>
-
-    <footer style="background: #333; color: white; padding: 40px; text-align: center;">
-      <aap:target id="footer-content">
-        <p>&copy; 2023 CloudSync Inc. All rights reserved.</p>
-        <div style="margin-top: 10px;">[Links] [Social Icons]</div>
-      </aap:target>
-    </footer>
-  </aap:target>
-</div>
\ No newline at end of file
diff --git a/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-1.json b/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-1.json
deleted file mode 100644
index 6616aee..0000000
--- a/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,30 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "artifact-1",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "hero-headline"
-      },
-      "content": "Sync Everything. Everywhere."
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "hero-subheadline"
-      },
-      "content": "CloudSync connects your tools in real time."
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-2.html b/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-2.html
deleted file mode 100644
index 6b8ff79..0000000
--- a/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-2.html
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "pricing-section",
-  "version": 1,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "pricing-section"
-      },
-      "content": "<div style=\"background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 1px solid #ddd;\"><h3>Free</h3><p><strong>$0</strong>/mo</p></div><div style=\"background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 1px solid #ddd;\"><h3>Starter</h3><p><strong><aap:target id=\"price-starter\">$19</aap:target></strong>/mo</p></div><div style=\"background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 2px solid #764ba2;\"><h3>Pro</h3><p><strong><aap:target id=\"price-pro\">$49</aap:target></strong>/mo</p></div><div style=\"background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 1px solid #ddd;\"><h3>Enterprise</h3><p><strong><aap:target id=\"price-enterprise\">Custom</aap:target></strong></p></div>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-2.json b/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-2.json
deleted file mode 100644
index 745dd54..0000000
--- a/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "pricing-section",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"pricing-section\",\n  \"version\": 1,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"replace\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"pricing-section\"\n      },\n      \"content\": \"<div style=\\\"background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 1px solid #ddd;\\\"><h3>Free</h3><p><strong>$0</strong>/mo</p></div><div style=\\\"background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 1px solid #ddd;\\\"><h3>Starter</h3><p><strong><aap:target id=\\\"price-starter\\\">$19</aap:target></strong>/mo</p></div><div style=\\\"background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 2px solid #764ba2;\\\"><h3>Pro</h3><p><strong><aap:target id=\\\"price-pro\\\">$49</aap:target></strong>/mo</p></div><div style=\\\"background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 1px solid #ddd;\\\"><h3>Enterprise</h3><p><strong><aap:target id=\\\"price-enterprise\\\">Custom</aap:target></strong></p></div>\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-3.html b/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-3.html
deleted file mode 100644
index a8e7984..0000000
--- a/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-3.html
+++ /dev/null
@@ -1,36 +0,0 @@
-<aap:target id="integrations-section">
-  <div style="padding: 40px 0;">
-    <h2 style="text-align: center;">Integrations</h2>
-    <div style="display: grid; grid-template-columns: repeat(4, 1fr); gap: 20px; padding: 20px; max-width: 800px; margin: 0 auto;">
-      <div style="text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;">Slack</div>
-      <div style="text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;">GitHub</div>
-      <div style="text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;">Jira</div>
-      <div style="text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;">Zapier</div>
-      <div style="text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;">Stripe</div>
-      <div style="text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;">Salesforce</div>
-      <div style="text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;">Notion</div>
-      <div style="text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;">Figma</div>
-    </div>
-  </div>
-</aap:target>
-
-<aap:target id="pricing-section">
-  <div style="display: flex; gap: 20px; justify-content: center; padding: 30px;">
-    <div style="background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 1px solid #ddd;">
-      <h3>Free</h3>
-      <p><strong>$0</strong>/mo</p>
-    </div>
-    <div style="background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 1px solid #ddd;">
-      <h3>Starter</h3>
-      <p><strong><aap:target id="price-starter">$19</aap:target></strong>/mo</p>
-    </div>
-    <div style="background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 2px solid #764ba2;">
-      <h3>Pro</h3>
-      <p><strong><aap:target id="price-pro">$49</aap:target></strong>/mo</p>
-    </div>
-    <div style="background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 1px solid #ddd;">
-      <h3>Enterprise</h3>
-      <p><strong><aap:target id="price-enterprise">Custom</aap:target></strong></p>
-    </div>
-  </div>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-3.json b/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-3.json
deleted file mode 100644
index ace97c9..0000000
--- a/evals/data/experiments/003-html-landing-saas/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "pricing-page-sections",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<aap:target id=\"integrations-section\">\n  <div style=\"padding: 40px 0;\">\n    <h2 style=\"text-align: center;\">Integrations</h2>\n    <div style=\"display: grid; grid-template-columns: repeat(4, 1fr); gap: 20px; padding: 20px; max-width: 800px; margin: 0 auto;\">\n      <div style=\"text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;\">Slack</div>\n      <div style=\"text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;\">GitHub</div>\n      <div style=\"text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;\">Jira</div>\n      <div style=\"text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;\">Zapier</div>\n      <div style=\"text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;\">Stripe</div>\n      <div style=\"text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;\">Salesforce</div>\n      <div style=\"text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;\">Notion</div>\n      <div style=\"text-align: center; border: 1px solid #eee; padding: 15px; border-radius: 8px;\">Figma</div>\n    </div>\n  </div>\n</aap:target>\n\n<aap:target id=\"pricing-section\">\n  <div style=\"display: flex; gap: 20px; justify-content: center; padding: 30px;\">\n    <div style=\"background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 1px solid #ddd;\">\n      <h3>Free</h3>\n      <p><strong>$0</strong>/mo</p>\n    </div>\n    <div style=\"background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 1px solid #ddd;\">\n      <h3>Starter</h3>\n      <p><strong><aap:target id=\"price-starter\">$19</aap:target></strong>/mo</p>\n    </div>\n    <div style=\"background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 2px solid #764ba2;\">\n      <h3>Pro</h3>\n      <p><strong><aap:target id=\"price-pro\">$49</aap:target></strong>/mo</p>\n    </div>\n    <div style=\"background: white; padding: 30px; border-radius: 8px; width: 200px; text-align: center; border: 1px solid #ddd;\">\n      <h3>Enterprise</h3>\n      <p><strong><aap:target id=\"price-enterprise\">Custom</aap:target></strong></p>\n    </div>\n  </div>\n</aap:target>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/003-html-landing-saas/outputs/base/turn-0.html b/evals/data/experiments/003-html-landing-saas/outputs/base/turn-0.html
deleted file mode 100644
index dd145a0..0000000
--- a/evals/data/experiments/003-html-landing-saas/outputs/base/turn-0.html
+++ /dev/null
@@ -1,88 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>CloudSync | Seamless Data Synchronization</title>
-</head>
-<body style="margin: 0; font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; color: #333; background: #f9fafb;">
-
-    <!-- Navbar -->
-    <nav style="display: flex; justify-content: space-between; align-items: center; padding: 20px 10%; background: white;">
-        <div style="font-weight: 800; font-size: 24px; color: #4f46e5;">CloudSync</div>
-        <div style="display: flex; gap: 20px; font-weight: 500;">
-            <a href="#" style="text-decoration: none; color: #666;">Features</a>
-            <a href="#" style="text-decoration: none; color: #666;">Pricing</a>
-            <button style="padding: 8px 20px; background: #4f46e5; color: white; border: none; border-radius: 6px; cursor: pointer;">Get Started</button>
-        </div>
-    </nav>
-
-    <!-- Hero -->
-    <header style="background: linear-gradient(135deg, #4f46e5 0%, #7c3aed 100%); color: white; padding: 100px 10%; text-align: center;">
-        <h1 style="font-size: 48px; margin-bottom: 20px;">Sync your workflow in the cloud.</h1>
-        <p style="font-size: 20px; opacity: 0.9; margin-bottom: 40px; max-width: 600px; margin-left: auto; margin-right: auto;">The fastest, most secure way to synchronize your data across all your devices in real-time.</p>
-        <button style="padding: 15px 40px; font-size: 18px; border: none; border-radius: 8px; background: white; color: #4f46e5; font-weight: bold; cursor: pointer;">Start Free Trial</button>
-    </header>
-
-    <!-- Features -->
-    <section style="padding: 80px 10%;">
-        <h2 style="text-align: center; margin-bottom: 50px;">Everything you need to scale</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 30px;">
-            {[1,2,3,4,5,6].map(i => `<div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">Feature ${i}</h3>
-                <p style="color: #666; line-height: 1.6;">Automate your daily tasks with our smart sync technology and industry-leading encryption protocols.</p>
-            </div>`).join('')}
-        </div>
-    </section>
-
-    <!-- Pricing -->
-    <section style="padding: 80px 10%; background: #f3f4f6;">
-        <h2 style="text-align: center; margin-bottom: 50px;">Simple, transparent pricing</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(280px, 1fr)); gap: 30px;">
-            <div style="background: white; padding: 40px; border-radius: 16px; text-align: center;">
-                <h3>Starter</h3><p style="font-size: 32px; font-weight: bold;">$9<span style="font-size: 16px; color: #666;">/mo</span></p>
-                <button style="width: 100%; padding: 12px; border: 1px solid #4f46e5; background: none; color: #4f46e5; border-radius: 6px; margin-top: 20px;">Select</button>
-            </div>
-            <div style="background: #4f46e5; padding: 40px; border-radius: 16px; text-align: center; color: white;">
-                <h3>Pro</h3><p style="font-size: 32px; font-weight: bold;">$29<span style="font-size: 16px; color: #ddd;">/mo</span></p>
-                <button style="width: 100%; padding: 12px; border: none; background: white; color: #4f46e5; border-radius: 6px; margin-top: 20px;">Select</button>
-            </div>
-            <div style="background: white; padding: 40px; border-radius: 16px; text-align: center;">
-                <h3>Enterprise</h3><p style="font-size: 32px; font-weight: bold;">$99<span style="font-size: 16px; color: #666;">/mo</span></p>
-                <button style="width: 100%; padding: 12px; border: 1px solid #4f46e5; background: none; color: #4f46e5; border-radius: 6px; margin-top: 20px;">Select</button>
-            </div>
-        </div>
-    </section>
-
-    <!-- Testimonials -->
-    <section style="padding: 80px 10%;">
-        <h2 style="text-align: center; margin-bottom: 50px;">Trusted by teams worldwide</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(250px, 1fr)); gap: 20px;">
-            {[1,2,3,4].map(i => `<div style="padding: 20px; background: white; border-left: 4px solid #4f46e5;">
-                <p style="font-style: italic;">"CloudSync has completely transformed how our remote team handles project assets."</p>
-                <p style="font-weight: bold; margin-top: 15px;">- Client ${i}</p>
-            </div>`).join('')}
-        </div>
-    </section>
-
-    <!-- Footer -->
-    <footer style="background: #1f2937; color: white; padding: 50px 10%;">
-        <div style="display: flex; justify-content: space-between; flex-wrap: wrap; gap: 30px;">
-            <div>
-                <h3 style="margin-bottom: 10px;">CloudSync</h3>
-                <p style="color: #9ca3af;">Securing your data since 2024.</p>
-            </div>
-            <div style="display: flex; gap: 40px;">
-                <a href="#" style="color: #9ca3af; text-decoration: none;">Privacy</a>
-                <a href="#" style="color: #9ca3af; text-decoration: none;">Terms</a>
-                <a href="#" style="color: #9ca3af; text-decoration: none;">Contact</a>
-            </div>
-        </div>
-        <div style="margin-top: 40px; border-top: 1px solid #374151; pt: 20px; text-align: center; color: #6b7280;">
-            &copy; 2024 CloudSync Inc. All rights reserved.
-        </div>
-    </footer>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/003-html-landing-saas/outputs/base/turn-1.html b/evals/data/experiments/003-html-landing-saas/outputs/base/turn-1.html
deleted file mode 100644
index 3c86580..0000000
--- a/evals/data/experiments/003-html-landing-saas/outputs/base/turn-1.html
+++ /dev/null
@@ -1,125 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>CloudSync | Seamless Data Synchronization</title>
-</head>
-<body style="margin: 0; font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; color: #333; background: #f9fafb;">
-
-    <!-- Navbar -->
-    <nav style="display: flex; justify-content: space-between; align-items: center; padding: 20px 10%; background: white;">
-        <div style="font-weight: 800; font-size: 24px; color: #4f46e5;">CloudSync</div>
-        <div style="display: flex; gap: 20px; font-weight: 500;">
-            <a href="#" style="text-decoration: none; color: #666;">Features</a>
-            <a href="#" style="text-decoration: none; color: #666;">Pricing</a>
-            <button style="padding: 8px 20px; background: #4f46e5; color: white; border: none; border-radius: 6px; cursor: pointer;">Get Started</button>
-        </div>
-    </nav>
-
-    <!-- Hero -->
-    <header style="background: linear-gradient(135deg, #4f46e5 0%, #7c3aed 100%); color: white; padding: 100px 10%; text-align: center;">
-        <h1 style="font-size: 48px; margin-bottom: 20px;">Sync Everything. Everywhere.</h1>
-        <p style="font-size: 20px; opacity: 0.9; margin-bottom: 40px; max-width: 600px; margin-left: auto; margin-right: auto;">CloudSync connects your tools in real time.</p>
-        <button style="padding: 15px 40px; font-size: 18px; border: none; border-radius: 8px; background: white; color: #4f46e5; font-weight: bold; cursor: pointer;">Start Free Trial</button>
-    </header>
-
-    <!-- Features -->
-    <section style="padding: 80px 10%;">
-        <h2 style="text-align: center; margin-bottom: 50px;">Everything you need to scale</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 30px;">
-            <div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">Instant Sync</h3>
-                <p style="color: #666; line-height: 1.6;">Automate your daily tasks with our smart sync technology and industry-leading encryption protocols.</p>
-            </div>
-            <div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">End-to-End Security</h3>
-                <p style="color: #666; line-height: 1.6;">Your data is protected by bank-grade encryption at every stage of the synchronization process.</p>
-            </div>
-            <div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">Universal Access</h3>
-                <p style="color: #666; line-height: 1.6;">Access your synced data from any device, anytime, anywhere in the world.</p>
-            </div>
-            <div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">Automated Backups</h3>
-                <p style="color: #666; line-height: 1.6;">Never lose a file again with our automated background backup system.</p>
-            </div>
-            <div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">Team Collaboration</h3>
-                <p style="color: #666; line-height: 1.6;">Work together in real-time with granular permissions and shared workspaces.</p>
-            </div>
-            <div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">24/7 Support</h3>
-                <p style="color: #666; line-height: 1.6;">Our dedicated support team is here to assist you whenever you need help.</p>
-            </div>
-        </div>
-    </section>
-
-    <!-- Pricing -->
-    <section style="padding: 80px 10%; background: #f3f4f6;">
-        <h2 style="text-align: center; margin-bottom: 50px;">Simple, transparent pricing</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(280px, 1fr)); gap: 30px;">
-            <div style="background: white; padding: 40px; border-radius: 16px; text-align: center;">
-                <h3>Starter</h3><p style="font-size: 32px; font-weight: bold;">$9<span style="font-size: 16px; color: #666;">/mo</span></p>
-                <button style="width: 100%; padding: 12px; border: 1px solid #4f46e5; background: none; color: #4f46e5; border-radius: 6px; margin-top: 20px;">Select</button>
-            </div>
-            <div style="background: #4f46e5; padding: 40px; border-radius: 16px; text-align: center; color: white;">
-                <h3>Pro</h3><p style="font-size: 32px; font-weight: bold;">$29<span style="font-size: 16px; color: #ddd;">/mo</span></p>
-                <button style="width: 100%; padding: 12px; border: none; background: white; color: #4f46e5; border-radius: 6px; margin-top: 20px;">Select</button>
-            </div>
-            <div style="background: white; padding: 40px; border-radius: 16px; text-align: center;">
-                <h3>Enterprise</h3><p style="font-size: 32px; font-weight: bold;">$99<span style="font-size: 16px; color: #666;">/mo</span></p>
-                <button style="width: 100%; padding: 12px; border: 1px solid #4f46e5; background: none; color: #4f46e5; border-radius: 6px; margin-top: 20px;">Select</button>
-            </div>
-        </div>
-    </section>
-
-    <!-- Testimonials -->
-    <section style="padding: 80px 10%;">
-        <h2 style="text-align: center; margin-bottom: 50px;">Trusted by teams worldwide</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(250px, 1fr)); gap: 20px;">
-            <div style="padding: 20px; background: white; border-left: 4px solid #4f46e5;">
-                <p style="font-style: italic;">"CloudSync has completely transformed how our remote team handles project assets."</p>
-                <p style="font-weight: bold; margin-top: 15px;">- Sarah J.</p>
-            </div>
-            <div style="padding: 20px; background: white; border-left: 4px solid #4f46e5;">
-                <p style="font-style: italic;">"The speed of synchronization is simply unmatched in the current market."</p>
-                <p style="font-weight: bold; margin-top: 15px;">- Mark T.</p>
-            </div>
-            <div style="padding: 20px; background: white; border-left: 4px solid #4f46e5;">
-                <p style="font-style: italic;">"Finally, a tool that just works without any complex setup or configuration."</p>
-                <p style="font-weight: bold; margin-top: 15px;">- Elena R.</p>
-            </div>
-            <div style="padding: 20px; background: white; border-left: 4px solid #4f46e5;">
-                <p style="font-style: italic;">"Our productivity has soared since we started using CloudSync across our devices."</p>
-                <p style="font-weight: bold; margin-top: 15px;">- David B.</p>
-            </div>
-        </div>
-    </section>
-
-    <!-- Footer -->
-    <footer style="background: #1f2937; color: white; padding: 50px 10%;">
-        <div style="display: flex; justify-content: space-between; flex-wrap: wrap; gap: 30px;">
-            <div>
-                <h3 style="margin-bottom: 10px;">CloudSync</h3>
-                <p style="color: #9ca3af;">Securing your data since 2024.</p>
-            </div>
-            <div style="display: flex; gap: 40px;">
-                <a href="#" style="color: #9ca3af; text-decoration: none;">Privacy</a>
-                <a href="#" style="color: #9ca3af; text-decoration: none;">Terms</a>
-                <a href="#" style="color: #9ca3af; text-decoration: none;">Contact</a>
-            </div>
-        </div>
-        <div style="margin-top: 40px; border-top: 1px solid #374151; padding-top: 20px; text-align: center; color: #6b7280;">
-            &copy; 2024 CloudSync Inc. All rights reserved.
-        </div>
-    </footer>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/003-html-landing-saas/outputs/base/turn-2.html b/evals/data/experiments/003-html-landing-saas/outputs/base/turn-2.html
deleted file mode 100644
index 4252796..0000000
--- a/evals/data/experiments/003-html-landing-saas/outputs/base/turn-2.html
+++ /dev/null
@@ -1,129 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>CloudSync | Sync Everything. Everywhere.</title>
-</head>
-<body style="margin: 0; font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; color: #333; background: #f9fafb;">
-
-    <!-- Navbar -->
-    <nav style="display: flex; justify-content: space-between; align-items: center; padding: 20px 10%; background: white;">
-        <div style="font-weight: 800; font-size: 24px; color: #4f46e5;">CloudSync</div>
-        <div style="display: flex; gap: 20px; font-weight: 500;">
-            <a href="#" style="text-decoration: none; color: #666;">Features</a>
-            <a href="#" style="text-decoration: none; color: #666;">Pricing</a>
-            <button style="padding: 8px 20px; background: #4f46e5; color: white; border: none; border-radius: 6px; cursor: pointer;">Get Started</button>
-        </div>
-    </nav>
-
-    <!-- Hero -->
-    <header style="background: linear-gradient(135deg, #4f46e5 0%, #7c3aed 100%); color: white; padding: 100px 10%; text-align: center;">
-        <h1 style="font-size: 48px; margin-bottom: 20px;">Sync Everything. Everywhere.</h1>
-        <p style="font-size: 20px; opacity: 0.9; margin-bottom: 40px; max-width: 600px; margin-left: auto; margin-right: auto;">CloudSync connects your tools in real time.</p>
-        <button style="padding: 15px 40px; font-size: 18px; border: none; border-radius: 8px; background: white; color: #4f46e5; font-weight: bold; cursor: pointer;">Start Free Trial</button>
-    </header>
-
-    <!-- Features -->
-    <section style="padding: 80px 10%;">
-        <h2 style="text-align: center; margin-bottom: 50px;">Everything you need to scale</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 30px;">
-            <div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">Instant Sync</h3>
-                <p style="color: #666; line-height: 1.6;">Automate your daily tasks with our smart sync technology and industry-leading encryption protocols.</p>
-            </div>
-            <div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">End-to-End Security</h3>
-                <p style="color: #666; line-height: 1.6;">Your data is protected by bank-grade encryption at every stage of the synchronization process.</p>
-            </div>
-            <div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">Universal Access</h3>
-                <p style="color: #666; line-height: 1.6;">Access your synced data from any device, anytime, anywhere in the world.</p>
-            </div>
-            <div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">Automated Backups</h3>
-                <p style="color: #666; line-height: 1.6;">Never lose a file again with our automated background backup system.</p>
-            </div>
-            <div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">Team Collaboration</h3>
-                <p style="color: #666; line-height: 1.6;">Work together in real-time with granular permissions and shared workspaces.</p>
-            </div>
-            <div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">24/7 Support</h3>
-                <p style="color: #666; line-height: 1.6;">Our dedicated support team is here to assist you whenever you need help.</p>
-            </div>
-        </div>
-    </section>
-
-    <!-- Pricing -->
-    <section style="padding: 80px 10%; background: #f3f4f6;">
-        <h2 style="text-align: center; margin-bottom: 50px;">Simple, transparent pricing</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(220px, 1fr)); gap: 20px;">
-            <div style="background: white; padding: 30px; border-radius: 16px; text-align: center;">
-                <h3>Free</h3><p style="font-size: 28px; font-weight: bold;">$0</p>
-                <button style="width: 100%; padding: 10px; border: 1px solid #4f46e5; background: none; color: #4f46e5; border-radius: 6px; margin-top: 20px;">Get Started</button>
-            </div>
-            <div style="background: white; padding: 30px; border-radius: 16px; text-align: center;">
-                <h3>Starter</h3><p style="font-size: 28px; font-weight: bold;">$19<span style="font-size: 14px; color: #666;">/mo</span></p>
-                <button style="width: 100%; padding: 10px; border: 1px solid #4f46e5; background: none; color: #4f46e5; border-radius: 6px; margin-top: 20px;">Select</button>
-            </div>
-            <div style="background: #4f46e5; padding: 30px; border-radius: 16px; text-align: center; color: white;">
-                <h3>Pro</h3><p style="font-size: 28px; font-weight: bold;">$49<span style="font-size: 14px; color: #ddd;">/mo</span></p>
-                <button style="width: 100%; padding: 10px; border: none; background: white; color: #4f46e5; border-radius: 6px; margin-top: 20px;">Select</button>
-            </div>
-            <div style="background: white; padding: 30px; border-radius: 16px; text-align: center;">
-                <h3>Enterprise</h3><p style="font-size: 28px; font-weight: bold;">Custom</p>
-                <button style="width: 100%; padding: 10px; border: 1px solid #4f46e5; background: none; color: #4f46e5; border-radius: 6px; margin-top: 20px;">Contact Sales</button>
-            </div>
-        </div>
-    </section>
-
-    <!-- Testimonials -->
-    <section style="padding: 80px 10%;">
-        <h2 style="text-align: center; margin-bottom: 50px;">Trusted by teams worldwide</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(250px, 1fr)); gap: 20px;">
-            <div style="padding: 20px; background: white; border-left: 4px solid #4f46e5;">
-                <p style="font-style: italic;">"CloudSync has completely transformed how our remote team handles project assets."</p>
-                <p style="font-weight: bold; margin-top: 15px;">- Sarah J.</p>
-            </div>
-            <div style="padding: 20px; background: white; border-left: 4px solid #4f46e5;">
-                <p style="font-style: italic;">"The speed of synchronization is simply unmatched in the current market."</p>
-                <p style="font-weight: bold; margin-top: 15px;">- Mark T.</p>
-            </div>
-            <div style="padding: 20px; background: white; border-left: 4px solid #4f46e5;">
-                <p style="font-style: italic;">"Finally, a tool that just works without any complex setup or configuration."</p>
-                <p style="font-weight: bold; margin-top: 15px;">- Elena R.</p>
-            </div>
-            <div style="padding: 20px; background: white; border-left: 4px solid #4f46e5;">
-                <p style="font-style: italic;">"Our productivity has soared since we started using CloudSync across our devices."</p>
-                <p style="font-weight: bold; margin-top: 15px;">- David B.</p>
-            </div>
-        </div>
-    </section>
-
-    <!-- Footer -->
-    <footer style="background: #1f2937; color: white; padding: 50px 10%;">
-        <div style="display: flex; justify-content: space-between; flex-wrap: wrap; gap: 30px;">
-            <div>
-                <h3 style="margin-bottom: 10px;">CloudSync</h3>
-                <p style="color: #9ca3af;">Securing your data since 2024.</p>
-            </div>
-            <div style="display: flex; gap: 40px;">
-                <a href="#" style="color: #9ca3af; text-decoration: none;">Privacy</a>
-                <a href="#" style="color: #9ca3af; text-decoration: none;">Terms</a>
-                <a href="#" style="color: #9ca3af; text-decoration: none;">Contact</a>
-            </div>
-        </div>
-        <div style="margin-top: 40px; border-top: 1px solid #374151; padding-top: 20px; text-align: center; color: #6b7280;">
-            &copy; 2024 CloudSync Inc. All rights reserved.
-        </div>
-    </footer>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/003-html-landing-saas/outputs/base/turn-3.html b/evals/data/experiments/003-html-landing-saas/outputs/base/turn-3.html
deleted file mode 100644
index 8995bf4..0000000
--- a/evals/data/experiments/003-html-landing-saas/outputs/base/turn-3.html
+++ /dev/null
@@ -1,140 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>CloudSync | Sync Everything. Everywhere.</title>
-</head>
-<body style="margin: 0; font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; color: #333; background: #f9fafb;">
-
-    <!-- Navbar -->
-    <nav style="display: flex; justify-content: space-between; align-items: center; padding: 20px 10%; background: white;">
-        <div style="font-weight: 800; font-size: 24px; color: #4f46e5;">CloudSync</div>
-        <div style="display: flex; gap: 20px; font-weight: 500;">
-            <a href="#" style="text-decoration: none; color: #666;">Features</a>
-            <a href="#" style="text-decoration: none; color: #666;">Pricing</a>
-            <button style="padding: 8px 20px; background: #4f46e5; color: white; border: none; border-radius: 6px; cursor: pointer;">Get Started</button>
-        </div>
-    </nav>
-
-    <!-- Hero -->
-    <header style="background: linear-gradient(135deg, #4f46e5 0%, #7c3aed 100%); color: white; padding: 100px 10%; text-align: center;">
-        <h1 style="font-size: 48px; margin-bottom: 20px;">Sync Everything. Everywhere.</h1>
-        <p style="font-size: 20px; opacity: 0.9; margin-bottom: 40px; max-width: 600px; margin-left: auto; margin-right: auto;">CloudSync connects your tools in real time.</p>
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-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">Instant Sync</h3>
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-                <p style="color: #666; line-height: 1.6;">Access your synced data from any device, anytime, anywhere in the world.</p>
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-                <h3 style="margin-bottom: 10px;">Automated Backups</h3>
-                <p style="color: #666; line-height: 1.6;">Never lose a file again with our automated background backup system.</p>
-            </div>
-            <div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">Team Collaboration</h3>
-                <p style="color: #666; line-height: 1.6;">Work together in real-time with granular permissions and shared workspaces.</p>
-            </div>
-            <div style="padding: 30px; background: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.05);">
-                <div style="width: 50px; height: 50px; background: #eef2ff; border-radius: 10px; margin-bottom: 20px;"></div>
-                <h3 style="margin-bottom: 10px;">24/7 Support</h3>
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-            {['Slack', 'GitHub', 'Notion', 'Figma', 'Jira', 'Zoom', 'Trello', 'Asana'].map(name => `<div style="display:flex; flex-direction:column; align-items:center; gap:10px;">
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-                <h3>Starter</h3><p style="font-size: 28px; font-weight: bold;">$19<span style="font-size: 14px; color: #666;">/mo</span></p>
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-                <h3>Pro</h3><p style="font-size: 28px; font-weight: bold;">$49<span style="font-size: 14px; color: #ddd;">/mo</span></p>
-                <button style="width: 100%; padding: 10px; border: none; background: white; color: #4f46e5; border-radius: 6px; margin-top: 20px;">Select</button>
-            </div>
-            <div style="background: white; padding: 30px; border-radius: 16px; text-align: center;">
-                <h3>Enterprise</h3><p style="font-size: 28px; font-weight: bold;">Custom</p>
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-    <!-- Testimonials -->
-    <section style="padding: 80px 10%;">
-        <h2 style="text-align: center; margin-bottom: 50px;">Trusted by teams worldwide</h2>
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-            <div style="padding: 20px; background: white; border-left: 4px solid #4f46e5;">
-                <p style="font-style: italic;">"CloudSync has completely transformed how our remote team handles project assets."</p>
-                <p style="font-weight: bold; margin-top: 15px;">- Sarah J.</p>
-            </div>
-            <div style="padding: 20px; background: white; border-left: 4px solid #4f46e5;">
-                <p style="font-style: italic;">"The speed of synchronization is simply unmatched in the current market."</p>
-                <p style="font-weight: bold; margin-top: 15px;">- Mark T.</p>
-            </div>
-            <div style="padding: 20px; background: white; border-left: 4px solid #4f46e5;">
-                <p style="font-style: italic;">"Finally, a tool that just works without any complex setup or configuration."</p>
-                <p style="font-weight: bold; margin-top: 15px;">- Elena R.</p>
-            </div>
-            <div style="padding: 20px; background: white; border-left: 4px solid #4f46e5;">
-                <p style="font-style: italic;">"Our productivity has soared since we started using CloudSync across our devices."</p>
-                <p style="font-weight: bold; margin-top: 15px;">- David B.</p>
-            </div>
-        </div>
-    </section>
-
-    <!-- Footer -->
-    <footer style="background: #1f2937; color: white; padding: 50px 10%;">
-        <div style="display: flex; justify-content: space-between; flex-wrap: wrap; gap: 30px;">
-            <div>
-                <h3 style="margin-bottom: 10px;">CloudSync</h3>
-                <p style="color: #9ca3af;">Securing your data since 2024.</p>
-            </div>
-            <div style="display: flex; gap: 40px;">
-                <a href="#" style="color: #9ca3af; text-decoration: none;">Privacy</a>
-                <a href="#" style="color: #9ca3af; text-decoration: none;">Terms</a>
-                <a href="#" style="color: #9ca3af; text-decoration: none;">Contact</a>
-            </div>
-        </div>
-        <div style="margin-top: 40px; border-top: 1px solid #374151; padding-top: 20px; text-align: center; color: #6b7280;">
-            &copy; 2024 CloudSync Inc. All rights reserved.
-        </div>
-    </footer>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/004-html-email-receipt/eval.json b/evals/data/experiments/004-html-email-receipt/eval.json
deleted file mode 100644
index 93a7e64..0000000
--- a/evals/data/experiments/004-html-email-receipt/eval.json
+++ /dev/null
@@ -1,47 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.213,
-      "token_f1": 0.3489,
-      "base_char_count": 5667,
-      "aap_char_count": 2944,
-      "char_delta_pct": -48.1,
-      "lines_added": 63,
-      "lines_removed": 107,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.2461,
-      "token_f1": 0.3523,
-      "base_char_count": 5671,
-      "aap_char_count": 2953,
-      "char_delta_pct": -47.9,
-      "lines_added": 63,
-      "lines_removed": 107,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.257,
-      "token_f1": 0.3203,
-      "base_char_count": 6455,
-      "aap_char_count": 3204,
-      "char_delta_pct": -50.4,
-      "lines_added": 65,
-      "lines_removed": 119,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.2387,
-  "mean_token_f1": 0.3405,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/004-html-email-receipt/metrics.json b/evals/data/experiments/004-html-email-receipt/metrics.json
deleted file mode 100644
index 46d70d8..0000000
--- a/evals/data/experiments/004-html-email-receipt/metrics.json
+++ /dev/null
@@ -1,182 +0,0 @@
-{
-  "experiment_id": "004-html-email-receipt",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:48:15.244446+00:00",
-  "format": "text/html",
-  "base_turn0": {
-    "input_tokens": 119,
-    "output_tokens": 1671,
-    "latency_ms": 5836,
-    "artifact_bytes": 6711
-  },
-  "aap_turn0": {
-    "input_tokens": 458,
-    "output_tokens": 780,
-    "latency_ms": 4091,
-    "artifact_bytes": 2521
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Change the order number to ORD-2026-03-4821 and the date to March 28, 2026",
-        "input_tokens": 1825,
-        "output_tokens": 1675,
-        "latency_ms": 6658,
-        "output_bytes": 6715,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Add 3 more products to the items table: Wireless Charger ($34.99, qty 1), USB-C ",
-        "input_tokens": 3554,
-        "output_tokens": 2005,
-        "latency_ms": 7583,
-        "output_bytes": 8131,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 5379,
-    "total_output_tokens": 3680,
-    "total_latency_ms": 14241
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Change the order number to ORD-2026-03-4821 and the date to March 28, 2026",
-        "input_tokens": 1921,
-        "output_tokens": 126,
-        "latency_ms": 1218,
-        "output_bytes": 2526,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Add 3 more products to the items table: Wireless Charger ($34.99, qty 1), USB-C ",
-        "input_tokens": 1947,
-        "output_tokens": 292,
-        "latency_ms": 1617,
-        "output_bytes": 2775,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 3868,
-    "total_output_tokens": 418,
-    "total_latency_ms": 2835,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 88.6,
-    "input_token_savings_pct": 28.1,
-    "latency_savings_pct": 80.1
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 119,
-        "base_output": 1671,
-        "base_latency_ms": 5836,
-        "aap_input": 458,
-        "aap_output": 780,
-        "aap_latency_ms": 4091
-      },
-      {
-        "turn": 1,
-        "base_input": 1825,
-        "base_output": 1675,
-        "base_latency_ms": 6658,
-        "aap_input": 1921,
-        "aap_output": 126,
-        "aap_latency_ms": 1218,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 3554,
-        "base_output": 2005,
-        "base_latency_ms": 7583,
-        "aap_input": 1947,
-        "aap_output": 292,
-        "aap_latency_ms": 1617,
-        "envelope_name": "edit",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 5498,
-      "base_output": 5351,
-      "base_combined": 10849,
-      "aap_input": 4326,
-      "aap_output": 1198,
-      "aap_combined": 5524,
-      "base_latency_ms": 20077,
-      "aap_latency_ms": 6926,
-      "output_savings_pct": 77.6,
-      "input_delta_pct": -21.3,
-      "combined_savings_pct": 49.1,
-      "latency_savings_pct": 65.5
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.1033,
-        "token_f1": 0.2884,
-        "base_char_count": 6711,
-        "aap_char_count": 2114,
-        "char_delta_pct": -68.5,
-        "lines_added": 50,
-        "lines_removed": 106,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.1438,
-        "token_f1": 0.2921,
-        "base_char_count": 6715,
-        "aap_char_count": 2119,
-        "char_delta_pct": -68.4,
-        "lines_added": 50,
-        "lines_removed": 106,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.1652,
-        "token_f1": 0.2524,
-        "base_char_count": 8131,
-        "aap_char_count": 2368,
-        "char_delta_pct": -70.9,
-        "lines_added": 52,
-        "lines_removed": 124,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.1374,
-    "mean_token_f1": 0.2776,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-0.html b/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-0.html
deleted file mode 100644
index d4639bb..0000000
--- a/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-0.html
+++ /dev/null
@@ -1,52 +0,0 @@
-<table width="100%" cellpadding="0" cellspacing="0" border="0" style="font-family: Arial, sans-serif; background-color: #f4f4f4; padding: 20px;">
-  <tr>
-    <td align="center">
-      <table width="600" cellpadding="0" cellspacing="0" border="0" style="background-color: #ffffff; padding: 20px; border-radius: 8px;">
-        <tr>
-          <td style="padding-bottom: 20px; border-bottom: 2px solid #eeeeee;">
-            <div style="font-size: 24px; font-weight: bold; color: #333;">[Company Logo]</div>
-            <h1 style="color: #444;">Order Confirmation</h1>
-          </td>
-        </tr>
-        <tr>
-          <td style="padding: 20px 0;">
-            <aap:target id="order-summary">
-              <p><strong>Order #:</strong> <aap:target id="order-number">ORD-99283</aap:target></p>
-              <p><strong>Date:</strong> <aap:target id="order-date">October 24, 2023</aap:target></p>
-              <p><strong>Shipping Address:</strong><br><aap:target id="shipping-address">123 Maple St, Springfield, IL 62704</aap:target></p>
-            </aap:target>
-          </td>
-        </tr>
-        <tr>
-          <td>
-            <table width="100%" cellpadding="10" cellspacing="0" border="0" style="border: 1px solid #ddd;">
-              <tr style="background-color: #f9f9f9;">
-                <th>Item</th>
-                <th>Qty</th>
-                <th>Price</th>
-                <th>Total</th>
-              </tr>
-              <aap:target id="items-list">
-                <tr><td>Wireless Mouse</td><td>1</td><td>$25.00</td><td>$25.00</td></tr>
-                <tr><td>Keyboard</td><td>1</td><td>$50.00</td><td>$50.00</td></tr>
-                <tr><td>USB-C Cable</td><td>2</td><td>$10.00</td><td>$20.00</td></tr>
-                <tr><td>Monitor Stand</td><td>1</td><td>$40.00</td><td>$40.00</td></tr>
-                <tr><td>Mouse Pad</td><td>1</td><td>$15.00</td><td>$15.00</td></tr>
-              </aap:target>
-            </table>
-          </td>
-        </tr>
-        <tr>
-          <td align="right" style="padding-top: 20px;">
-            <aap:target id="order-totals">
-              <p>Subtotal: <aap:target id="subtotal">$150.00</aap:target></p>
-              <p>Shipping: <aap:target id="shipping">$5.00</aap:target></p>
-              <p>Tax: <aap:target id="tax">$12.40</aap:target></p>
-              <p style="font-size: 18px; font-weight: bold;">Total: <aap:target id="total">$167.40</aap:target></p>
-            </aap:target>
-          </td>
-        </tr>
-      </table>
-    </td>
-  </tr>
-</table>
\ No newline at end of file
diff --git a/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-1.html b/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-1.html
deleted file mode 100644
index f9d8bad..0000000
--- a/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-1.html
+++ /dev/null
@@ -1,52 +0,0 @@
-<table width="100%" cellpadding="0" cellspacing="0" border="0" style="font-family: Arial, sans-serif; background-color: #f4f4f4; padding: 20px;">
-  <tr>
-    <td align="center">
-      <table width="600" cellpadding="0" cellspacing="0" border="0" style="background-color: #ffffff; padding: 20px; border-radius: 8px;">
-        <tr>
-          <td style="padding-bottom: 20px; border-bottom: 2px solid #eeeeee;">
-            <div style="font-size: 24px; font-weight: bold; color: #333;">[Company Logo]</div>
-            <h1 style="color: #444;">Order Confirmation</h1>
-          </td>
-        </tr>
-        <tr>
-          <td style="padding: 20px 0;">
-            <aap:target id="order-summary">
-              <p><strong>Order #:</strong> <aap:target id="order-number">ORD-2026-03-4821</aap:target></p>
-              <p><strong>Date:</strong> <aap:target id="order-date">March 28, 2026</aap:target></p>
-              <p><strong>Shipping Address:</strong><br><aap:target id="shipping-address">123 Maple St, Springfield, IL 62704</aap:target></p>
-            </aap:target>
-          </td>
-        </tr>
-        <tr>
-          <td>
-            <table width="100%" cellpadding="10" cellspacing="0" border="0" style="border: 1px solid #ddd;">
-              <tr style="background-color: #f9f9f9;">
-                <th>Item</th>
-                <th>Qty</th>
-                <th>Price</th>
-                <th>Total</th>
-              </tr>
-              <aap:target id="items-list">
-                <tr><td>Wireless Mouse</td><td>1</td><td>$25.00</td><td>$25.00</td></tr>
-                <tr><td>Keyboard</td><td>1</td><td>$50.00</td><td>$50.00</td></tr>
-                <tr><td>USB-C Cable</td><td>2</td><td>$10.00</td><td>$20.00</td></tr>
-                <tr><td>Monitor Stand</td><td>1</td><td>$40.00</td><td>$40.00</td></tr>
-                <tr><td>Mouse Pad</td><td>1</td><td>$15.00</td><td>$15.00</td></tr>
-              </aap:target>
-            </table>
-          </td>
-        </tr>
-        <tr>
-          <td align="right" style="padding-top: 20px;">
-            <aap:target id="order-totals">
-              <p>Subtotal: <aap:target id="subtotal">$150.00</aap:target></p>
-              <p>Shipping: <aap:target id="shipping">$5.00</aap:target></p>
-              <p>Tax: <aap:target id="tax">$12.40</aap:target></p>
-              <p style="font-size: 18px; font-weight: bold;">Total: <aap:target id="total">$167.40</aap:target></p>
-            </aap:target>
-          </td>
-        </tr>
-      </table>
-    </td>
-  </tr>
-</table>
\ No newline at end of file
diff --git a/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-1.json b/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-1.json
deleted file mode 100644
index 63fffdb..0000000
--- a/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,30 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "order-confirmation-email",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "order-number"
-      },
-      "content": "ORD-2026-03-4821"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "order-date"
-      },
-      "content": "March 28, 2026"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-2.html b/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-2.html
deleted file mode 100644
index cb67e8c..0000000
--- a/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-2.html
+++ /dev/null
@@ -1,54 +0,0 @@
-<table width="100%" cellpadding="0" cellspacing="0" border="0" style="font-family: Arial, sans-serif; background-color: #f4f4f4; padding: 20px;">
-  <tr>
-    <td align="center">
-      <table width="600" cellpadding="0" cellspacing="0" border="0" style="background-color: #ffffff; padding: 20px; border-radius: 8px;">
-        <tr>
-          <td style="padding-bottom: 20px; border-bottom: 2px solid #eeeeee;">
-            <div style="font-size: 24px; font-weight: bold; color: #333;">[Company Logo]</div>
-            <h1 style="color: #444;">Order Confirmation</h1>
-          </td>
-        </tr>
-        <tr>
-          <td style="padding: 20px 0;">
-            <aap:target id="order-summary">
-              <p><strong>Order #:</strong> <aap:target id="order-number">ORD-2026-03-4821</aap:target></p>
-              <p><strong>Date:</strong> <aap:target id="order-date">March 28, 2026</aap:target></p>
-              <p><strong>Shipping Address:</strong><br><aap:target id="shipping-address">123 Maple St, Springfield, IL 62704</aap:target></p>
-            </aap:target>
-          </td>
-        </tr>
-        <tr>
-          <td>
-            <table width="100%" cellpadding="10" cellspacing="0" border="0" style="border: 1px solid #ddd;">
-              <tr style="background-color: #f9f9f9;">
-                <th>Item</th>
-                <th>Qty</th>
-                <th>Price</th>
-                <th>Total</th>
-              </tr>
-              <aap:target id="items-list">                <tr><td>Wireless Mouse</td><td>1</td><td>$25.00</td><td>$25.00</td></tr>
-                <tr><td>Keyboard</td><td>1</td><td>$50.00</td><td>$50.00</td></tr>
-                <tr><td>USB-C Cable</td><td>2</td><td>$10.00</td><td>$20.00</td></tr>
-                <tr><td>Monitor Stand</td><td>1</td><td>$40.00</td><td>$40.00</td></tr>
-                <tr><td>Mouse Pad</td><td>1</td><td>$15.00</td><td>$15.00</td></tr>
-                <tr><td>Wireless Charger</td><td>1</td><td>$34.99</td><td>$34.99</td></tr>
-                <tr><td>USB-C Hub</td><td>1</td><td>$59.99</td><td>$59.99</td></tr>
-                <tr><td>Monitor Stand</td><td>2</td><td>$89.99</td><td>$179.98</td></tr>
-</aap:target>
-            </table>
-          </td>
-        </tr>
-        <tr>
-          <td align="right" style="padding-top: 20px;">
-            <aap:target id="order-totals">
-              <p>Subtotal: <aap:target id="subtotal">$150.00</aap:target></p>
-              <p>Shipping: <aap:target id="shipping">$5.00</aap:target></p>
-              <p>Tax: <aap:target id="tax">$12.40</aap:target></p>
-              <p style="font-size: 18px; font-weight: bold;">Total: <aap:target id="total">$167.40</aap:target></p>
-            </aap:target>
-          </td>
-        </tr>
-      </table>
-    </td>
-  </tr>
-</table>
\ No newline at end of file
diff --git a/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-2.json b/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-2.json
deleted file mode 100644
index b380e09..0000000
--- a/evals/data/experiments/004-html-email-receipt/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "artifact-id",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "items-list"
-      },
-      "content": "                <tr><td>Wireless Mouse</td><td>1</td><td>$25.00</td><td>$25.00</td></tr>\n                <tr><td>Keyboard</td><td>1</td><td>$50.00</td><td>$50.00</td></tr>\n                <tr><td>USB-C Cable</td><td>2</td><td>$10.00</td><td>$20.00</td></tr>\n                <tr><td>Monitor Stand</td><td>1</td><td>$40.00</td><td>$40.00</td></tr>\n                <tr><td>Mouse Pad</td><td>1</td><td>$15.00</td><td>$15.00</td></tr>\n                <tr><td>Wireless Charger</td><td>1</td><td>$34.99</td><td>$34.99</td></tr>\n                <tr><td>USB-C Hub</td><td>1</td><td>$59.99</td><td>$59.99</td></tr>\n                <tr><td>Monitor Stand</td><td>2</td><td>$89.99</td><td>$179.98</td></tr>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/004-html-email-receipt/outputs/base/turn-0.html b/evals/data/experiments/004-html-email-receipt/outputs/base/turn-0.html
deleted file mode 100644
index 8212648..0000000
--- a/evals/data/experiments/004-html-email-receipt/outputs/base/turn-0.html
+++ /dev/null
@@ -1,108 +0,0 @@
-<!DOCTYPE html>
-<html>
-<head>
-<meta charset="UTF-8">
-<meta name="viewport" content="width=device-width, initial-scale=1.0">
-<title>Order Confirmation</title>
-</head>
-<body style="margin: 0; padding: 0; font-family: Arial, sans-serif; background-color: #f4f4f4;">
-<table border="0" cellpadding="0" cellspacing="0" width="100%" style="background-color: #f4f4f4; padding: 20px 0;">
-    <tr>
-        <td align="center">
-            <table border="0" cellpadding="0" cellspacing="0" width="600" style="background-color: #ffffff; border: 1px solid #dddddd; border-radius: 5px;">
-                <!-- Header -->
-                <tr>
-                    <td style="padding: 30px; background-color: #333333; text-align: center; color: #ffffff;">
-                        <h1 style="margin: 0; font-size: 24px;">[COMPANY LOGO]</h1>
-                        <p style="margin: 5px 0 0 0; font-size: 16px;">Order Confirmation</p>
-                    </td>
-                </tr>
-                <!-- Order Details -->
-                <tr>
-                    <td style="padding: 20px;">
-                        <table width="100%" border="0" cellspacing="0" cellpadding="0">
-                            <tr>
-                                <td style="width: 50%; vertical-align: top;">
-                                    <p style="margin: 0 0 10px 0;"><strong>Order Number:</strong> #123456789</p>
-                                    <p style="margin: 0 0 10px 0;"><strong>Date:</strong> October 24, 2023</p>
-                                </td>
-                                <td style="width: 50%; vertical-align: top;">
-                                    <p style="margin: 0 0 5px 0;"><strong>Shipping Address:</strong></p>
-                                    <p style="margin: 0; font-size: 14px; color: #666666;">John Doe<br>123 Maple St, Apt 4B<br>Springfield, IL 62704</p>
-                                </td>
-                            </tr>
-                        </table>
-                    </td>
-                </tr>
-                <!-- Items Table -->
-                <tr>
-                    <td style="padding: 0 20px 20px 20px;">
-                        <table width="100%" border="0" cellspacing="0" cellpadding="10" style="border-collapse: collapse; border-top: 2px solid #eeeeee;">
-                            <tr style="background-color: #f9f9f9;">
-                                <th align="left" style="border-bottom: 1px solid #eeeeee;">Item</th>
-                                <th align="center" style="border-bottom: 1px solid #eeeeee;">Qty</th>
-                                <th align="right" style="border-bottom: 1px solid #eeeeee;">Price</th>
-                                <th align="right" style="border-bottom: 1px solid #eeeeee;">Total</th>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">Wireless Headphones</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">1</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$99.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$99.00</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">USB-C Charging Cable</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">2</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$15.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$30.00</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">Smartphone Case</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">1</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$25.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$25.00</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">Screen Protector</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">1</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$10.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$10.00</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">Bluetooth Adapter</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">1</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$35.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$35.00</td>
-                            </tr>
-                        </table>
-                    </td>
-                </tr>
-                <!-- Totals -->
-                <tr>
-                    <td style="padding: 0 20px 30px 20px;">
-                        <table width="100%" border="0" cellspacing="0" cellpadding="5">
-                            <tr>
-                                <td align="right" style="font-size: 14px;">Subtotal:</td>
-                                <td align="right" style="width: 100px;">$199.00</td>
-                            </tr>
-                            <tr>
-                                <td align="right" style="font-size: 14px;">Shipping:</td>
-                                <td align="right" style="width: 100px;">$5.00</td>
-                            </tr>
-                            <tr>
-                                <td align="right" style="font-size: 14px;">Tax:</td>
-                                <td align="right" style="width: 100px;">$16.32</td>
-                            </tr>
-                            <tr>
-                                <td align="right" style="font-size: 16px; font-weight: bold; border-top: 1px solid #333; padding-top: 10px;">Total:</td>
-                                <td align="right" style="font-size: 16px; font-weight: bold; border-top: 1px solid #333; padding-top: 10px;">$220.32</td>
-                            </tr>
-                        </table>
-                    </td>
-                </tr>
-            </table>
-        </td>
-    </tr>
-</table>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/004-html-email-receipt/outputs/base/turn-1.html b/evals/data/experiments/004-html-email-receipt/outputs/base/turn-1.html
deleted file mode 100644
index 4df7d48..0000000
--- a/evals/data/experiments/004-html-email-receipt/outputs/base/turn-1.html
+++ /dev/null
@@ -1,108 +0,0 @@
-<!DOCTYPE html>
-<html>
-<head>
-<meta charset="UTF-8">
-<meta name="viewport" content="width=device-width, initial-scale=1.0">
-<title>Order Confirmation</title>
-</head>
-<body style="margin: 0; padding: 0; font-family: Arial, sans-serif; background-color: #f4f4f4;">
-<table border="0" cellpadding="0" cellspacing="0" width="100%" style="background-color: #f4f4f4; padding: 20px 0;">
-    <tr>
-        <td align="center">
-            <table border="0" cellpadding="0" cellspacing="0" width="600" style="background-color: #ffffff; border: 1px solid #dddddd; border-radius: 5px;">
-                <!-- Header -->
-                <tr>
-                    <td style="padding: 30px; background-color: #333333; text-align: center; color: #ffffff;">
-                        <h1 style="margin: 0; font-size: 24px;">[COMPANY LOGO]</h1>
-                        <p style="margin: 5px 0 0 0; font-size: 16px;">Order Confirmation</p>
-                    </td>
-                </tr>
-                <!-- Order Details -->
-                <tr>
-                    <td style="padding: 20px;">
-                        <table width="100%" border="0" cellspacing="0" cellpadding="0">
-                            <tr>
-                                <td style="width: 50%; vertical-align: top;">
-                                    <p style="margin: 0 0 10px 0;"><strong>Order Number:</strong> ORD-2026-03-4821</p>
-                                    <p style="margin: 0 0 10px 0;"><strong>Date:</strong> March 28, 2026</p>
-                                </td>
-                                <td style="width: 50%; vertical-align: top;">
-                                    <p style="margin: 0 0 5px 0;"><strong>Shipping Address:</strong></p>
-                                    <p style="margin: 0; font-size: 14px; color: #666666;">John Doe<br>123 Maple St, Apt 4B<br>Springfield, IL 62704</p>
-                                </td>
-                            </tr>
-                        </table>
-                    </td>
-                </tr>
-                <!-- Items Table -->
-                <tr>
-                    <td style="padding: 0 20px 20px 20px;">
-                        <table width="100%" border="0" cellspacing="0" cellpadding="10" style="border-collapse: collapse; border-top: 2px solid #eeeeee;">
-                            <tr style="background-color: #f9f9f9;">
-                                <th align="left" style="border-bottom: 1px solid #eeeeee;">Item</th>
-                                <th align="center" style="border-bottom: 1px solid #eeeeee;">Qty</th>
-                                <th align="right" style="border-bottom: 1px solid #eeeeee;">Price</th>
-                                <th align="right" style="border-bottom: 1px solid #eeeeee;">Total</th>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">Wireless Headphones</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">1</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$99.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$99.00</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">USB-C Charging Cable</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">2</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$15.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$30.00</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">Smartphone Case</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">1</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$25.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$25.00</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">Screen Protector</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">1</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$10.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$10.00</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">Bluetooth Adapter</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">1</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$35.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$35.00</td>
-                            </tr>
-                        </table>
-                    </td>
-                </tr>
-                <!-- Totals -->
-                <tr>
-                    <td style="padding: 0 20px 30px 20px;">
-                        <table width="100%" border="0" cellspacing="0" cellpadding="5">
-                            <tr>
-                                <td align="right" style="font-size: 14px;">Subtotal:</td>
-                                <td align="right" style="width: 100px;">$199.00</td>
-                            </tr>
-                            <tr>
-                                <td align="right" style="font-size: 14px;">Shipping:</td>
-                                <td align="right" style="width: 100px;">$5.00</td>
-                            </tr>
-                            <tr>
-                                <td align="right" style="font-size: 14px;">Tax:</td>
-                                <td align="right" style="width: 100px;">$16.32</td>
-                            </tr>
-                            <tr>
-                                <td align="right" style="font-size: 16px; font-weight: bold; border-top: 1px solid #333; padding-top: 10px;">Total:</td>
-                                <td align="right" style="font-size: 16px; font-weight: bold; border-top: 1px solid #333; padding-top: 10px;">$220.32</td>
-                            </tr>
-                        </table>
-                    </td>
-                </tr>
-            </table>
-        </td>
-    </tr>
-</table>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/004-html-email-receipt/outputs/base/turn-2.html b/evals/data/experiments/004-html-email-receipt/outputs/base/turn-2.html
deleted file mode 100644
index 6ac40b1..0000000
--- a/evals/data/experiments/004-html-email-receipt/outputs/base/turn-2.html
+++ /dev/null
@@ -1,126 +0,0 @@
-<!DOCTYPE html>
-<html>
-<head>
-<meta charset="UTF-8">
-<meta name="viewport" content="width=device-width, initial-scale=1.0">
-<title>Order Confirmation</title>
-</head>
-<body style="margin: 0; padding: 0; font-family: Arial, sans-serif; background-color: #f4f4f4;">
-<table border="0" cellpadding="0" cellspacing="0" width="100%" style="background-color: #f4f4f4; padding: 20px 0;">
-    <tr>
-        <td align="center">
-            <table border="0" cellpadding="0" cellspacing="0" width="600" style="background-color: #ffffff; border: 1px solid #dddddd; border-radius: 5px;">
-                <!-- Header -->
-                <tr>
-                    <td style="padding: 30px; background-color: #333333; text-align: center; color: #ffffff;">
-                        <h1 style="margin: 0; font-size: 24px;">[COMPANY LOGO]</h1>
-                        <p style="margin: 5px 0 0 0; font-size: 16px;">Order Confirmation</p>
-                    </td>
-                </tr>
-                <!-- Order Details -->
-                <tr>
-                    <td style="padding: 20px;">
-                        <table width="100%" border="0" cellspacing="0" cellpadding="0">
-                            <tr>
-                                <td style="width: 50%; vertical-align: top;">
-                                    <p style="margin: 0 0 10px 0;"><strong>Order Number:</strong> ORD-2026-03-4821</p>
-                                    <p style="margin: 0 0 10px 0;"><strong>Date:</strong> March 28, 2026</p>
-                                </td>
-                                <td style="width: 50%; vertical-align: top;">
-                                    <p style="margin: 0 0 5px 0;"><strong>Shipping Address:</strong></p>
-                                    <p style="margin: 0; font-size: 14px; color: #666666;">John Doe<br>123 Maple St, Apt 4B<br>Springfield, IL 62704</p>
-                                </td>
-                            </tr>
-                        </table>
-                    </td>
-                </tr>
-                <!-- Items Table -->
-                <tr>
-                    <td style="padding: 0 20px 20px 20px;">
-                        <table width="100%" border="0" cellspacing="0" cellpadding="10" style="border-collapse: collapse; border-top: 2px solid #eeeeee;">
-                            <tr style="background-color: #f9f9f9;">
-                                <th align="left" style="border-bottom: 1px solid #eeeeee;">Item</th>
-                                <th align="center" style="border-bottom: 1px solid #eeeeee;">Qty</th>
-                                <th align="right" style="border-bottom: 1px solid #eeeeee;">Price</th>
-                                <th align="right" style="border-bottom: 1px solid #eeeeee;">Total</th>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">Wireless Headphones</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">1</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$99.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$99.00</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">USB-C Charging Cable</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">2</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$15.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$30.00</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">Smartphone Case</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">1</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$25.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$25.00</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">Screen Protector</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">1</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$10.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$10.00</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">Bluetooth Adapter</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">1</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$35.00</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$35.00</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">Wireless Charger</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">1</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$34.99</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$34.99</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">USB-C Hub</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">1</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$59.99</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$59.99</td>
-                            </tr>
-                            <tr>
-                                <td style="border-bottom: 1px solid #eeeeee;">Monitor Stand</td>
-                                <td align="center" style="border-bottom: 1px solid #eeeeee;">2</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$89.99</td>
-                                <td align="right" style="border-bottom: 1px solid #eeeeee;">$179.98</td>
-                            </tr>
-                        </table>
-                    </td>
-                </tr>
-                <!-- Totals -->
-                <tr>
-                    <td style="padding: 0 20px 30px 20px;">
-                        <table width="100%" border="0" cellspacing="0" cellpadding="5">
-                            <tr>
-                                <td align="right" style="font-size: 14px;">Subtotal:</td>
-                                <td align="right" style="width: 100px;">$473.96</td>
-                            </tr>
-                            <tr>
-                                <td align="right" style="font-size: 14px;">Shipping:</td>
-                                <td align="right" style="width: 100px;">$5.00</td>
-                            </tr>
-                            <tr>
-                                <td align="right" style="font-size: 14px;">Tax:</td>
-                                <td align="right" style="width: 100px;">$38.32</td>
-                            </tr>
-                            <tr>
-                                <td align="right" style="font-size: 16px; font-weight: bold; border-top: 1px solid #333; padding-top: 10px;">Total:</td>
-                                <td align="right" style="font-size: 16px; font-weight: bold; border-top: 1px solid #333; padding-top: 10px;">$517.28</td>
-                            </tr>
-                        </table>
-                    </td>
-                </tr>
-            </table>
-        </td>
-    </tr>
-</table>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/005-html-form-wizard/eval.json b/evals/data/experiments/005-html-form-wizard/eval.json
deleted file mode 100644
index f5eebad..0000000
--- a/evals/data/experiments/005-html-form-wizard/eval.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.2743,
-      "token_f1": 0.552,
-      "base_char_count": 5146,
-      "aap_char_count": 4055,
-      "char_delta_pct": -21.2,
-      "lines_added": 82,
-      "lines_removed": 98,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.2491,
-      "token_f1": 0.5034,
-      "base_char_count": 5998,
-      "aap_char_count": 4055,
-      "char_delta_pct": -32.4,
-      "lines_added": 82,
-      "lines_removed": 109,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.2482,
-      "token_f1": 0.5007,
-      "base_char_count": 6034,
-      "aap_char_count": 4055,
-      "char_delta_pct": -32.8,
-      "lines_added": 82,
-      "lines_removed": 113,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 3,
-      "sequence_similarity": 0.2327,
-      "token_f1": 0.5228,
-      "base_char_count": 5905,
-      "aap_char_count": 4572,
-      "char_delta_pct": -22.6,
-      "lines_added": 96,
-      "lines_removed": 113,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.2511,
-  "mean_token_f1": 0.5197,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/005-html-form-wizard/metrics.json b/evals/data/experiments/005-html-form-wizard/metrics.json
deleted file mode 100644
index 900c14f..0000000
--- a/evals/data/experiments/005-html-form-wizard/metrics.json
+++ /dev/null
@@ -1,228 +0,0 @@
-{
-  "experiment_id": "005-html-form-wizard",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:48:42.292212+00:00",
-  "format": "text/html",
-  "base_turn0": {
-    "input_tokens": 145,
-    "output_tokens": 1488,
-    "latency_ms": 6197,
-    "artifact_bytes": 5059
-  },
-  "aap_turn0": {
-    "input_tokens": 484,
-    "output_tokens": 1239,
-    "latency_ms": 5216,
-    "artifact_bytes": 3888
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new Step 5 for 'Preferences' with fields for newsletter opt-in, preferred ",
-        "input_tokens": 1662,
-        "output_tokens": 1704,
-        "latency_ms": 7173,
-        "output_bytes": 5875,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the progress bar to show 5 steps instead of 4 and change its color from b",
-        "input_tokens": 3397,
-        "output_tokens": 1754,
-        "latency_ms": 6595,
-        "output_bytes": 6085,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite Step 3 (Payment) to include PayPal and Apple Pay options as radio button",
-        "input_tokens": 5174,
-        "output_tokens": 1673,
-        "latency_ms": 6494,
-        "output_bytes": 5732,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 10233,
-    "total_output_tokens": 5131,
-    "total_latency_ms": 20262
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new Step 5 for 'Preferences' with fields for newsletter opt-in, preferred ",
-        "input_tokens": 2374,
-        "output_tokens": 1559,
-        "latency_ms": 6146,
-        "output_bytes": 4906,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the progress bar to show 5 steps instead of 4 and change its color from b",
-        "input_tokens": 2655,
-        "output_tokens": 1581,
-        "latency_ms": 6668,
-        "output_bytes": 4906,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite Step 3 (Payment) to include PayPal and Apple Pay options as radio button",
-        "input_tokens": 2647,
-        "output_tokens": 1658,
-        "latency_ms": 5834,
-        "output_bytes": 5286,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 7676,
-    "total_output_tokens": 4798,
-    "total_latency_ms": 18648,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 6.5,
-    "input_token_savings_pct": 25.0,
-    "latency_savings_pct": 8.0
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 145,
-        "base_output": 1488,
-        "base_latency_ms": 6197,
-        "aap_input": 484,
-        "aap_output": 1239,
-        "aap_latency_ms": 5216
-      },
-      {
-        "turn": 1,
-        "base_input": 1662,
-        "base_output": 1704,
-        "base_latency_ms": 7173,
-        "aap_input": 2374,
-        "aap_output": 1559,
-        "aap_latency_ms": 6146,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 3397,
-        "base_output": 1754,
-        "base_latency_ms": 6595,
-        "aap_input": 2655,
-        "aap_output": 1581,
-        "aap_latency_ms": 6668,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 5174,
-        "base_output": 1673,
-        "base_latency_ms": 6494,
-        "aap_input": 2647,
-        "aap_output": 1658,
-        "aap_latency_ms": 5834,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 10378,
-      "base_output": 6619,
-      "base_combined": 16997,
-      "aap_input": 8160,
-      "aap_output": 6037,
-      "aap_combined": 14197,
-      "base_latency_ms": 26459,
-      "aap_latency_ms": 23864,
-      "output_savings_pct": 8.8,
-      "input_delta_pct": -21.4,
-      "combined_savings_pct": 16.5,
-      "latency_savings_pct": 9.8
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.3583,
-        "token_f1": 0.5755,
-        "base_char_count": 5059,
-        "aap_char_count": 3605,
-        "char_delta_pct": -28.7,
-        "lines_added": 71,
-        "lines_removed": 97,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.3672,
-        "token_f1": 0.5764,
-        "base_char_count": 5875,
-        "aap_char_count": 4573,
-        "char_delta_pct": -22.2,
-        "lines_added": 96,
-        "lines_removed": 109,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.3569,
-        "token_f1": 0.5697,
-        "base_char_count": 6085,
-        "aap_char_count": 4573,
-        "char_delta_pct": -24.8,
-        "lines_added": 96,
-        "lines_removed": 111,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.2529,
-        "token_f1": 0.5502,
-        "base_char_count": 5732,
-        "aap_char_count": 4953,
-        "char_delta_pct": -13.6,
-        "lines_added": 101,
-        "lines_removed": 101,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.3338,
-    "mean_token_f1": 0.5679,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-0.html b/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-0.html
deleted file mode 100644
index b825832..0000000
--- a/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-0.html
+++ /dev/null
@@ -1,90 +0,0 @@
-<style>
-  :root { --primary: #4f46e5; --bg: #f3f4f6; }
-  body { font-family: sans-serif; background: var(--bg); display: flex; justify-content: center; padding: 2rem; }
-  .card { background: white; padding: 2rem; border-radius: 8px; box-shadow: 0 4px 6px -1px rgb(0 0 0 / 0.1); width: 100%; max-width: 500px; }
-  .step { display: none; }
-  .step.active { display: block; }
-  .progress-bar { display: flex; justify-content: space-between; margin-bottom: 2rem; }
-  .step-dot { height: 10px; width: 10px; background: #ccc; border-radius: 50%; }
-  .step-dot.active { background: var(--primary); }
-  .form-group { margin-bottom: 1rem; }
-  label { display: block; margin-bottom: 0.25rem; font-size: 0.875rem; }
-  input, select { width: 100%; padding: 0.5rem; border: 1px solid #d1d5db; border-radius: 4px; box-sizing: border-box; }
-  .buttons { margin-top: 2rem; display: flex; justify-content: space-between; }
-  button { padding: 0.5rem 1rem; border: none; border-radius: 4px; cursor: pointer; background: var(--primary); color: white; }
-  button:disabled { background: #9ca3af; }
-</style>
-
-<div class="card">
-  <aap:target id="wizard">
-    <div class="progress-bar">
-      <aap:target id="progress">
-        <div class="step-dot active"></div>
-        <div class="step-dot"></div>
-        <div class="step-dot"></div>
-        <div class="step-dot"></div>
-      </aap:target>
-    </div>
-
-    <form id="regForm">
-      <aap:target id="step-1" class="step active">
-        <h3>Personal Info</h3>
-        <div class="form-group"><label>Name</label><input type="text" id="name"></div>
-        <div class="form-group"><label>Email</label><input type="email" id="email"></div>
-        <div class="form-group"><label>Phone</label><input type="tel" id="phone"></div>
-        <div class="form-group"><label>DOB</label><input type="date" id="dob"></div>
-      </aap:target>
-
-      <aap:target id="step-2" class="step">
-        <h3>Address</h3>
-        <div class="form-group"><label>Street</label><input type="text" id="street"></div>
-        <div class="form-group"><label>City</label><input type="text" id="city"></div>
-        <div class="form-group"><label>Zip</label><input type="text" id="zip"></div>
-      </aap:target>
-
-      <aap:target id="step-3" class="step">
-        <h3>Payment</h3>
-        <div class="form-group"><label>Card Number</label><input type="text" id="card"></div>
-        <div class="form-group"><label>Expiry</label><input type="text" id="expiry" placeholder="MM/YY"></div>
-      </aap:target>
-
-      <aap:target id="step-4" class="step">
-        <h3>Review</h3>
-        <div id="summary">Please review your data.</div>
-      </aap:target>
-
-      <div class="buttons">
-        <button type="button" id="prevBtn" onclick="changeStep(-1)" disabled>Previous</button>
-        <button type="button" id="nextBtn" onclick="changeStep(1)">Next</button>
-      </div>
-    </form>
-  </aap:target>
-</div>
-
-<script>
-  let currentStep = 0;
-  const steps = document.querySelectorAll('.step');
-  const dots = document.querySelectorAll('.step-dot');
-
-  function changeStep(n) {
-    steps[currentStep].classList.remove('active');
-    dots[currentStep].classList.remove('active');
-    currentStep += n;
-    
-    if (currentStep === steps.length - 1) updateSummary();
-    
-    steps[currentStep].classList.add('active');
-    dots[currentStep].classList.add('active');
-    document.getElementById('prevBtn').disabled = currentStep === 0;
-    document.getElementById('nextBtn').innerText = currentStep === steps.length - 1 ? 'Submit' : 'Next';
-  }
-
-  function updateSummary() {
-    const data = {
-      Name: document.getElementById('name').value,
-      Email: document.getElementById('email').value,
-      City: document.getElementById('city').value
-    };
-    document.getElementById('summary').innerHTML = Object.entries(data).map(([k,v]) => `<p><b>${k}:</b> ${v}</p>`).join('');
-  }
-</script>
\ No newline at end of file
diff --git a/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-1.html b/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-1.html
deleted file mode 100644
index 3c84579..0000000
--- a/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-1.html
+++ /dev/null
@@ -1,114 +0,0 @@
-<style>
-  :root { --primary: #4f46e5; --bg: #f3f4f6; }
-  body { font-family: sans-serif; background: var(--bg); display: flex; justify-content: center; padding: 2rem; }
-  .card { background: white; padding: 2rem; border-radius: 8px; box-shadow: 0 4px 6px -1px rgb(0 0 0 / 0.1); width: 100%; max-width: 500px; }
-  .step { display: none; }
-  .step.active { display: block; }
-  .progress-bar { display: flex; justify-content: space-between; margin-bottom: 2rem; }
-  .step-dot { height: 10px; width: 10px; background: #ccc; border-radius: 50%; }
-  .step-dot.active { background: var(--primary); }
-  .form-group { margin-bottom: 1rem; }
-  label { display: block; margin-bottom: 0.25rem; font-size: 0.875rem; }
-  input, select { width: 100%; padding: 0.5rem; border: 1px solid #d1d5db; border-radius: 4px; box-sizing: border-box; }
-  .buttons { margin-top: 2rem; display: flex; justify-content: space-between; }
-  button { padding: 0.5rem 1rem; border: none; border-radius: 4px; cursor: pointer; background: var(--primary); color: white; }
-  button:disabled { background: #9ca3af; }
-  .radio-group { display: flex; gap: 1rem; margin-top: 0.5rem; }
-</style>
-
-<div class="card">
-  <aap:target id="wizard">
-    <div class="progress-bar">
-      <aap:target id="progress">
-        <div class="step-dot active"></div>
-        <div class="step-dot"></div>
-        <div class="step-dot"></div>
-        <div class="step-dot"></div>
-        <div class="step-dot"></div>
-      </aap:target>
-    </div>
-
-    <form id="regForm">
-      <aap:target id="step-1" class="step active">
-        <h3>Personal Info</h3>
-        <div class="form-group"><label>Name</label><input type="text" id="name"></div>
-        <div class="form-group"><label>Email</label><input type="email" id="email"></div>
-        <div class="form-group"><label>Phone</label><input type="tel" id="phone"></div>
-        <div class="form-group"><label>DOB</label><input type="date" id="dob"></div>
-      </aap:target>
-
-      <aap:target id="step-2" class="step">
-        <h3>Address</h3>
-        <div class="form-group"><label>Street</label><input type="text" id="street"></div>
-        <div class="form-group"><label>City</label><input type="text" id="city"></div>
-        <div class="form-group"><label>Zip</label><input type="text" id="zip"></div>
-      </aap:target>
-
-      <aap:target id="step-3" class="step">
-        <h3>Payment</h3>
-        <div class="form-group"><label>Card Number</label><input type="text" id="card"></div>
-        <div class="form-group"><label>Expiry</label><input type="text" id="expiry" placeholder="MM/YY"></div>
-      </aap:target>
-
-      <aap:target id="step-5" class="step">
-        <h3>Preferences</h3>
-        <div class="form-group">
-          <input type="checkbox" id="newsletter" style="width: auto;"> <label style="display:inline" for="newsletter">Subscribe to newsletter</label>
-        </div>
-        <div class="form-group">
-          <label>Language</label>
-          <select id="language">
-            <option value="en">English</option>
-            <option value="es">Spanish</option>
-            <option value="fr">French</option>
-          </select>
-        </div>
-        <div class="form-group">
-          <label>Communication Channel</label>
-          <div class="radio-group">
-            <label><input type="radio" name="comm" value="email" style="width: auto;"> Email</label>
-            <label><input type="radio" name="comm" value="sms" style="width: auto;"> SMS</label>
-          </div>
-        </div>
-      </aap:target>
-
-      <aap:target id="step-4" class="step">
-        <h3>Review</h3>
-        <div id="summary">Please review your data.</div>
-      </aap:target>
-
-      <div class="buttons">
-        <button type="button" id="prevBtn" onclick="changeStep(-1)" disabled>Previous</button>
-        <button type="button" id="nextBtn" onclick="changeStep(1)">Next</button>
-      </div>
-    </form>
-  </aap:target>
-</div>
-
-<script>
-  let currentStep = 0;
-  const steps = document.querySelectorAll('.step');
-  const dots = document.querySelectorAll('.step-dot');
-
-  function changeStep(n) {
-    steps[currentStep].classList.remove('active');
-    dots[currentStep].classList.remove('active');
-    currentStep += n;
-    
-    if (currentStep === steps.length - 1) updateSummary();
-    
-    steps[currentStep].classList.add('active');
-    dots[currentStep].classList.add('active');
-    document.getElementById('prevBtn').disabled = currentStep === 0;
-    document.getElementById('nextBtn').innerText = currentStep === steps.length - 1 ? 'Submit' : 'Next';
-  }
-
-  function updateSummary() {
-    const data = {
-      Name: document.getElementById('name').value,
-      Email: document.getElementById('email').value,
-      City: document.getElementById('city').value
-    };
-    document.getElementById('summary').innerHTML = Object.entries(data).map(([k,v]) => `<p><b>${k}:</b> ${v}</p>`).join('');
-  }
-</script>
\ No newline at end of file
diff --git a/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-1.json b/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-1.json
deleted file mode 100644
index 71fe93a..0000000
--- a/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "wizard-form",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<style>\n  :root { --primary: #4f46e5; --bg: #f3f4f6; }\n  body { font-family: sans-serif; background: var(--bg); display: flex; justify-content: center; padding: 2rem; }\n  .card { background: white; padding: 2rem; border-radius: 8px; box-shadow: 0 4px 6px -1px rgb(0 0 0 / 0.1); width: 100%; max-width: 500px; }\n  .step { display: none; }\n  .step.active { display: block; }\n  .progress-bar { display: flex; justify-content: space-between; margin-bottom: 2rem; }\n  .step-dot { height: 10px; width: 10px; background: #ccc; border-radius: 50%; }\n  .step-dot.active { background: var(--primary); }\n  .form-group { margin-bottom: 1rem; }\n  label { display: block; margin-bottom: 0.25rem; font-size: 0.875rem; }\n  input, select { width: 100%; padding: 0.5rem; border: 1px solid #d1d5db; border-radius: 4px; box-sizing: border-box; }\n  .buttons { margin-top: 2rem; display: flex; justify-content: space-between; }\n  button { padding: 0.5rem 1rem; border: none; border-radius: 4px; cursor: pointer; background: var(--primary); color: white; }\n  button:disabled { background: #9ca3af; }\n  .radio-group { display: flex; gap: 1rem; margin-top: 0.5rem; }\n</style>\n\n<div class=\"card\">\n  <aap:target id=\"wizard\">\n    <div class=\"progress-bar\">\n      <aap:target id=\"progress\">\n        <div class=\"step-dot active\"></div>\n        <div class=\"step-dot\"></div>\n        <div class=\"step-dot\"></div>\n        <div class=\"step-dot\"></div>\n        <div class=\"step-dot\"></div>\n      </aap:target>\n    </div>\n\n    <form id=\"regForm\">\n      <aap:target id=\"step-1\" class=\"step active\">\n        <h3>Personal Info</h3>\n        <div class=\"form-group\"><label>Name</label><input type=\"text\" id=\"name\"></div>\n        <div class=\"form-group\"><label>Email</label><input type=\"email\" id=\"email\"></div>\n        <div class=\"form-group\"><label>Phone</label><input type=\"tel\" id=\"phone\"></div>\n        <div class=\"form-group\"><label>DOB</label><input type=\"date\" id=\"dob\"></div>\n      </aap:target>\n\n      <aap:target id=\"step-2\" class=\"step\">\n        <h3>Address</h3>\n        <div class=\"form-group\"><label>Street</label><input type=\"text\" id=\"street\"></div>\n        <div class=\"form-group\"><label>City</label><input type=\"text\" id=\"city\"></div>\n        <div class=\"form-group\"><label>Zip</label><input type=\"text\" id=\"zip\"></div>\n      </aap:target>\n\n      <aap:target id=\"step-3\" class=\"step\">\n        <h3>Payment</h3>\n        <div class=\"form-group\"><label>Card Number</label><input type=\"text\" id=\"card\"></div>\n        <div class=\"form-group\"><label>Expiry</label><input type=\"text\" id=\"expiry\" placeholder=\"MM/YY\"></div>\n      </aap:target>\n\n      <aap:target id=\"step-5\" class=\"step\">\n        <h3>Preferences</h3>\n        <div class=\"form-group\">\n          <input type=\"checkbox\" id=\"newsletter\" style=\"width: auto;\"> <label style=\"display:inline\" for=\"newsletter\">Subscribe to newsletter</label>\n        </div>\n        <div class=\"form-group\">\n          <label>Language</label>\n          <select id=\"language\">\n            <option value=\"en\">English</option>\n            <option value=\"es\">Spanish</option>\n            <option value=\"fr\">French</option>\n          </select>\n        </div>\n        <div class=\"form-group\">\n          <label>Communication Channel</label>\n          <div class=\"radio-group\">\n            <label><input type=\"radio\" name=\"comm\" value=\"email\" style=\"width: auto;\"> Email</label>\n            <label><input type=\"radio\" name=\"comm\" value=\"sms\" style=\"width: auto;\"> SMS</label>\n          </div>\n        </div>\n      </aap:target>\n\n      <aap:target id=\"step-4\" class=\"step\">\n        <h3>Review</h3>\n        <div id=\"summary\">Please review your data.</div>\n      </aap:target>\n\n      <div class=\"buttons\">\n        <button type=\"button\" id=\"prevBtn\" onclick=\"changeStep(-1)\" disabled>Previous</button>\n        <button type=\"button\" id=\"nextBtn\" onclick=\"changeStep(1)\">Next</button>\n      </div>\n    </form>\n  </aap:target>\n</div>\n\n<script>\n  let currentStep = 0;\n  const steps = document.querySelectorAll('.step');\n  const dots = document.querySelectorAll('.step-dot');\n\n  function changeStep(n) {\n    steps[currentStep].classList.remove('active');\n    dots[currentStep].classList.remove('active');\n    currentStep += n;\n    \n    if (currentStep === steps.length - 1) updateSummary();\n    \n    steps[currentStep].classList.add('active');\n    dots[currentStep].classList.add('active');\n    document.getElementById('prevBtn').disabled = currentStep === 0;\n    document.getElementById('nextBtn').innerText = currentStep === steps.length - 1 ? 'Submit' : 'Next';\n  }\n\n  function updateSummary() {\n    const data = {\n      Name: document.getElementById('name').value,\n      Email: document.getElementById('email').value,\n      City: document.getElementById('city').value\n    };\n    document.getElementById('summary').innerHTML = Object.entries(data).map(([k,v]) => `<p><b>${k}:</b> ${v}</p>`).join('');\n  }\n</script>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-2.html b/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-2.html
deleted file mode 100644
index 8212647..0000000
--- a/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-2.html
+++ /dev/null
@@ -1,114 +0,0 @@
-<style>
-  :root { --primary: #0d9488; --bg: #f3f4f6; }
-  body { font-family: sans-serif; background: var(--bg); display: flex; justify-content: center; padding: 2rem; }
-  .card { background: white; padding: 2rem; border-radius: 8px; box-shadow: 0 4px 6px -1px rgb(0 0 0 / 0.1); width: 100%; max-width: 500px; }
-  .step { display: none; }
-  .step.active { display: block; }
-  .progress-bar { display: flex; justify-content: space-between; margin-bottom: 2rem; }
-  .step-dot { height: 10px; width: 10px; background: #ccc; border-radius: 50%; }
-  .step-dot.active { background: var(--primary); }
-  .form-group { margin-bottom: 1rem; }
-  label { display: block; margin-bottom: 0.25rem; font-size: 0.875rem; }
-  input, select { width: 100%; padding: 0.5rem; border: 1px solid #d1d5db; border-radius: 4px; box-sizing: border-box; }
-  .buttons { margin-top: 2rem; display: flex; justify-content: space-between; }
-  button { padding: 0.5rem 1rem; border: none; border-radius: 4px; cursor: pointer; background: var(--primary); color: white; }
-  button:disabled { background: #9ca3af; }
-  .radio-group { display: flex; gap: 1rem; margin-top: 0.5rem; }
-</style>
-
-<div class="card">
-  <aap:target id="wizard">
-    <div class="progress-bar">
-      <aap:target id="progress">
-        <div class="step-dot active"></div>
-        <div class="step-dot"></div>
-        <div class="step-dot"></div>
-        <div class="step-dot"></div>
-        <div class="step-dot"></div>
-      </aap:target>
-    </div>
-
-    <form id="regForm">
-      <aap:target id="step-1" class="step active">
-        <h3>Personal Info</h3>
-        <div class="form-group"><label>Name</label><input type="text" id="name"></div>
-        <div class="form-group"><label>Email</label><input type="email" id="email"></div>
-        <div class="form-group"><label>Phone</label><input type="tel" id="phone"></div>
-        <div class="form-group"><label>DOB</label><input type="date" id="dob"></div>
-      </aap:target>
-
-      <aap:target id="step-2" class="step">
-        <h3>Address</h3>
-        <div class="form-group"><label>Street</label><input type="text" id="street"></div>
-        <div class="form-group"><label>City</label><input type="text" id="city"></div>
-        <div class="form-group"><label>Zip</label><input type="text" id="zip"></div>
-      </aap:target>
-
-      <aap:target id="step-3" class="step">
-        <h3>Payment</h3>
-        <div class="form-group"><label>Card Number</label><input type="text" id="card"></div>
-        <div class="form-group"><label>Expiry</label><input type="text" id="expiry" placeholder="MM/YY"></div>
-      </aap:target>
-
-      <aap:target id="step-5" class="step">
-        <h3>Preferences</h3>
-        <div class="form-group">
-          <input type="checkbox" id="newsletter" style="width: auto;"> <label style="display:inline" for="newsletter">Subscribe to newsletter</label>
-        </div>
-        <div class="form-group">
-          <label>Language</label>
-          <select id="language">
-            <option value="en">English</option>
-            <option value="es">Spanish</option>
-            <option value="fr">French</option>
-          </select>
-        </div>
-        <div class="form-group">
-          <label>Communication Channel</label>
-          <div class="radio-group">
-            <label><input type="radio" name="comm" value="email" style="width: auto;"> Email</label>
-            <label><input type="radio" name="comm" value="sms" style="width: auto;"> SMS</label>
-          </div>
-        </div>
-      </aap:target>
-
-      <aap:target id="step-4" class="step">
-        <h3>Review</h3>
-        <div id="summary">Please review your data.</div>
-      </aap:target>
-
-      <div class="buttons">
-        <button type="button" id="prevBtn" onclick="changeStep(-1)" disabled>Previous</button>
-        <button type="button" id="nextBtn" onclick="changeStep(1)">Next</button>
-      </div>
-    </form>
-  </aap:target>
-</div>
-
-<script>
-  let currentStep = 0;
-  const steps = document.querySelectorAll('.step');
-  const dots = document.querySelectorAll('.step-dot');
-
-  function changeStep(n) {
-    steps[currentStep].classList.remove('active');
-    dots[currentStep].classList.remove('active');
-    currentStep += n;
-    
-    if (currentStep === steps.length - 1) updateSummary();
-    
-    steps[currentStep].classList.add('active');
-    dots[currentStep].classList.add('active');
-    document.getElementById('prevBtn').disabled = currentStep === 0;
-    document.getElementById('nextBtn').innerText = currentStep === steps.length - 1 ? 'Submit' : 'Next';
-  }
-
-  function updateSummary() {
-    const data = {
-      Name: document.getElementById('name').value,
-      Email: document.getElementById('email').value,
-      City: document.getElementById('city').value
-    };
-    document.getElementById('summary').innerHTML = Object.entries(data).map(([k,v]) => `<p><b>${k}:</b> ${v}</p>`).join('');
-  }
-</script>
\ No newline at end of file
diff --git a/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-2.json b/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-2.json
deleted file mode 100644
index 883a3d9..0000000
--- a/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "wizard-update-1",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<style>\n  :root { --primary: #0d9488; --bg: #f3f4f6; }\n  body { font-family: sans-serif; background: var(--bg); display: flex; justify-content: center; padding: 2rem; }\n  .card { background: white; padding: 2rem; border-radius: 8px; box-shadow: 0 4px 6px -1px rgb(0 0 0 / 0.1); width: 100%; max-width: 500px; }\n  .step { display: none; }\n  .step.active { display: block; }\n  .progress-bar { display: flex; justify-content: space-between; margin-bottom: 2rem; }\n  .step-dot { height: 10px; width: 10px; background: #ccc; border-radius: 50%; }\n  .step-dot.active { background: var(--primary); }\n  .form-group { margin-bottom: 1rem; }\n  label { display: block; margin-bottom: 0.25rem; font-size: 0.875rem; }\n  input, select { width: 100%; padding: 0.5rem; border: 1px solid #d1d5db; border-radius: 4px; box-sizing: border-box; }\n  .buttons { margin-top: 2rem; display: flex; justify-content: space-between; }\n  button { padding: 0.5rem 1rem; border: none; border-radius: 4px; cursor: pointer; background: var(--primary); color: white; }\n  button:disabled { background: #9ca3af; }\n  .radio-group { display: flex; gap: 1rem; margin-top: 0.5rem; }\n</style>\n\n<div class=\"card\">\n  <aap:target id=\"wizard\">\n    <div class=\"progress-bar\">\n      <aap:target id=\"progress\">\n        <div class=\"step-dot active\"></div>\n        <div class=\"step-dot\"></div>\n        <div class=\"step-dot\"></div>\n        <div class=\"step-dot\"></div>\n        <div class=\"step-dot\"></div>\n      </aap:target>\n    </div>\n\n    <form id=\"regForm\">\n      <aap:target id=\"step-1\" class=\"step active\">\n        <h3>Personal Info</h3>\n        <div class=\"form-group\"><label>Name</label><input type=\"text\" id=\"name\"></div>\n        <div class=\"form-group\"><label>Email</label><input type=\"email\" id=\"email\"></div>\n        <div class=\"form-group\"><label>Phone</label><input type=\"tel\" id=\"phone\"></div>\n        <div class=\"form-group\"><label>DOB</label><input type=\"date\" id=\"dob\"></div>\n      </aap:target>\n\n      <aap:target id=\"step-2\" class=\"step\">\n        <h3>Address</h3>\n        <div class=\"form-group\"><label>Street</label><input type=\"text\" id=\"street\"></div>\n        <div class=\"form-group\"><label>City</label><input type=\"text\" id=\"city\"></div>\n        <div class=\"form-group\"><label>Zip</label><input type=\"text\" id=\"zip\"></div>\n      </aap:target>\n\n      <aap:target id=\"step-3\" class=\"step\">\n        <h3>Payment</h3>\n        <div class=\"form-group\"><label>Card Number</label><input type=\"text\" id=\"card\"></div>\n        <div class=\"form-group\"><label>Expiry</label><input type=\"text\" id=\"expiry\" placeholder=\"MM/YY\"></div>\n      </aap:target>\n\n      <aap:target id=\"step-5\" class=\"step\">\n        <h3>Preferences</h3>\n        <div class=\"form-group\">\n          <input type=\"checkbox\" id=\"newsletter\" style=\"width: auto;\"> <label style=\"display:inline\" for=\"newsletter\">Subscribe to newsletter</label>\n        </div>\n        <div class=\"form-group\">\n          <label>Language</label>\n          <select id=\"language\">\n            <option value=\"en\">English</option>\n            <option value=\"es\">Spanish</option>\n            <option value=\"fr\">French</option>\n          </select>\n        </div>\n        <div class=\"form-group\">\n          <label>Communication Channel</label>\n          <div class=\"radio-group\">\n            <label><input type=\"radio\" name=\"comm\" value=\"email\" style=\"width: auto;\"> Email</label>\n            <label><input type=\"radio\" name=\"comm\" value=\"sms\" style=\"width: auto;\"> SMS</label>\n          </div>\n        </div>\n      </aap:target>\n\n      <aap:target id=\"step-4\" class=\"step\">\n        <h3>Review</h3>\n        <div id=\"summary\">Please review your data.</div>\n      </aap:target>\n\n      <div class=\"buttons\">\n        <button type=\"button\" id=\"prevBtn\" onclick=\"changeStep(-1)\" disabled>Previous</button>\n        <button type=\"button\" id=\"nextBtn\" onclick=\"changeStep(1)\">Next</button>\n      </div>\n    </form>\n  </aap:target>\n</div>\n\n<script>\n  let currentStep = 0;\n  const steps = document.querySelectorAll('.step');\n  const dots = document.querySelectorAll('.step-dot');\n\n  function changeStep(n) {\n    steps[currentStep].classList.remove('active');\n    dots[currentStep].classList.remove('active');\n    currentStep += n;\n    \n    if (currentStep === steps.length - 1) updateSummary();\n    \n    steps[currentStep].classList.add('active');\n    dots[currentStep].classList.add('active');\n    document.getElementById('prevBtn').disabled = currentStep === 0;\n    document.getElementById('nextBtn').innerText = currentStep === steps.length - 1 ? 'Submit' : 'Next';\n  }\n\n  function updateSummary() {\n    const data = {\n      Name: document.getElementById('name').value,\n      Email: document.getElementById('email').value,\n      City: document.getElementById('city').value\n    };\n    document.getElementById('summary').innerHTML = Object.entries(data).map(([k,v]) => `<p><b>${k}:</b> ${v}</p>`).join('');\n  }\n</script>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-3.html b/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-3.html
deleted file mode 100644
index da822f3..0000000
--- a/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-3.html
+++ /dev/null
@@ -1,121 +0,0 @@
-<style>
-  :root { --primary: #0d9488; --bg: #f3f4f6; }
-  body { font-family: sans-serif; background: var(--bg); display: flex; justify-content: center; padding: 2rem; }
-  .card { background: white; padding: 2rem; border-radius: 8px; box-shadow: 0 4px 6px -1px rgb(0 0 0 / 0.1); width: 100%; max-width: 500px; }
-  .step { display: none; }
-  .step.active { display: block; }
-  .progress-bar { display: flex; justify-content: space-between; margin-bottom: 2rem; }
-  .step-dot { height: 10px; width: 10px; background: #ccc; border-radius: 50%; }
-  .step-dot.active { background: var(--primary); }
-  .form-group { margin-bottom: 1rem; }
-  label { display: block; margin-bottom: 0.25rem; font-size: 0.875rem; }
-  input, select { width: 100%; padding: 0.5rem; border: 1px solid #d1d5db; border-radius: 4px; box-sizing: border-box; }
-  .buttons { margin-top: 2rem; display: flex; justify-content: space-between; }
-  button { padding: 0.5rem 1rem; border: none; border-radius: 4px; cursor: pointer; background: var(--primary); color: white; }
-  button:disabled { background: #9ca3af; }
-  .radio-group { display: flex; gap: 1rem; margin-top: 0.5rem; }
-</style>
-
-<div class="card">
-  <aap:target id="wizard">
-    <div class="progress-bar">
-      <aap:target id="progress">
-        <div class="step-dot active"></div>
-        <div class="step-dot"></div>
-        <div class="step-dot"></div>
-        <div class="step-dot"></div>
-        <div class="step-dot"></div>
-      </aap:target>
-    </div>
-
-    <form id="regForm">
-      <aap:target id="step-1" class="step active">
-        <h3>Personal Info</h3>
-        <div class="form-group"><label>Name</label><input type="text" id="name"></div>
-        <div class="form-group"><label>Email</label><input type="email" id="email"></div>
-        <div class="form-group"><label>Phone</label><input type="tel" id="phone"></div>
-        <div class="form-group"><label>DOB</label><input type="date" id="dob"></div>
-      </aap:target>
-
-      <aap:target id="step-2" class="step">
-        <h3>Address</h3>
-        <div class="form-group"><label>Street</label><input type="text" id="street"></div>
-        <div class="form-group"><label>City</label><input type="text" id="city"></div>
-        <div class="form-group"><label>Zip</label><input type="text" id="zip"></div>
-      </aap:target>
-
-      <aap:target id="step-3" class="step">
-        <h3>Payment Method</h3>
-        <div class="form-group">
-          <div class="radio-group">
-            <label><input type="radio" name="payment" value="card" checked> Credit Card</label>
-            <label><input type="radio" name="payment" value="paypal"> PayPal</label>
-            <label><input type="radio" name="payment" value="applepay"> Apple Pay</label>
-          </div>
-        </div>
-        <div class="form-group"><label>Card Number</label><input type="text" id="card"></div>
-        <div class="form-group"><label>Expiry</label><input type="text" id="expiry" placeholder="MM/YY"></div>
-      </aap:target>
-
-      <aap:target id="step-5" class="step">
-        <h3>Preferences</h3>
-        <div class="form-group">
-          <input type="checkbox" id="newsletter" style="width: auto;"> <label style="display:inline" for="newsletter">Subscribe to newsletter</label>
-        </div>
-        <div class="form-group">
-          <label>Language</label>
-          <select id="language">
-            <option value="en">English</option>
-            <option value="es">Spanish</option>
-            <option value="fr">French</option>
-          </select>
-        </div>
-        <div class="form-group">
-          <label>Communication Channel</label>
-          <div class="radio-group">
-            <label><input type="radio" name="comm" value="email" style="width: auto;"> Email</label>
-            <label><input type="radio" name="comm" value="sms" style="width: auto;"> SMS</label>
-          </div>
-        </div>
-      </aap:target>
-
-      <aap:target id="step-4" class="step">
-        <h3>Review</h3>
-        <div id="summary">Please review your data.</div>
-      </aap:target>
-
-      <div class="buttons">
-        <button type="button" id="prevBtn" onclick="changeStep(-1)" disabled>Previous</button>
-        <button type="button" id="nextBtn" onclick="changeStep(1)">Next</button>
-      </div>
-    </form>
-  </aap:target>
-</div>
-
-<script>
-  let currentStep = 0;
-  const steps = document.querySelectorAll('.step');
-  const dots = document.querySelectorAll('.step-dot');
-
-  function changeStep(n) {
-    steps[currentStep].classList.remove('active');
-    dots[currentStep].classList.remove('active');
-    currentStep += n;
-    
-    if (currentStep === steps.length - 1) updateSummary();
-    
-    steps[currentStep].classList.add('active');
-    dots[currentStep].classList.add('active');
-    document.getElementById('prevBtn').disabled = currentStep === 0;
-    document.getElementById('nextBtn').innerText = currentStep === steps.length - 1 ? 'Submit' : 'Next';
-  }
-
-  function updateSummary() {
-    const data = {
-      Name: document.getElementById('name').value,
-      Email: document.getElementById('email').value,
-      City: document.getElementById('city').value
-    };
-    document.getElementById('summary').innerHTML = Object.entries(data).map(([k,v]) => `<p><b>${k}:</b> ${v}</p>`).join('');
-  }
-</script>
diff --git a/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-3.json b/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-3.json
deleted file mode 100644
index d4e9bb4..0000000
--- a/evals/data/experiments/005-html-form-wizard/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "wizard-app",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<style>\n  :root { --primary: #0d9488; --bg: #f3f4f6; }\n  body { font-family: sans-serif; background: var(--bg); display: flex; justify-content: center; padding: 2rem; }\n  .card { background: white; padding: 2rem; border-radius: 8px; box-shadow: 0 4px 6px -1px rgb(0 0 0 / 0.1); width: 100%; max-width: 500px; }\n  .step { display: none; }\n  .step.active { display: block; }\n  .progress-bar { display: flex; justify-content: space-between; margin-bottom: 2rem; }\n  .step-dot { height: 10px; width: 10px; background: #ccc; border-radius: 50%; }\n  .step-dot.active { background: var(--primary); }\n  .form-group { margin-bottom: 1rem; }\n  label { display: block; margin-bottom: 0.25rem; font-size: 0.875rem; }\n  input, select { width: 100%; padding: 0.5rem; border: 1px solid #d1d5db; border-radius: 4px; box-sizing: border-box; }\n  .buttons { margin-top: 2rem; display: flex; justify-content: space-between; }\n  button { padding: 0.5rem 1rem; border: none; border-radius: 4px; cursor: pointer; background: var(--primary); color: white; }\n  button:disabled { background: #9ca3af; }\n  .radio-group { display: flex; gap: 1rem; margin-top: 0.5rem; }\n</style>\n\n<div class=\"card\">\n  <aap:target id=\"wizard\">\n    <div class=\"progress-bar\">\n      <aap:target id=\"progress\">\n        <div class=\"step-dot active\"></div>\n        <div class=\"step-dot\"></div>\n        <div class=\"step-dot\"></div>\n        <div class=\"step-dot\"></div>\n        <div class=\"step-dot\"></div>\n      </aap:target>\n    </div>\n\n    <form id=\"regForm\">\n      <aap:target id=\"step-1\" class=\"step active\">\n        <h3>Personal Info</h3>\n        <div class=\"form-group\"><label>Name</label><input type=\"text\" id=\"name\"></div>\n        <div class=\"form-group\"><label>Email</label><input type=\"email\" id=\"email\"></div>\n        <div class=\"form-group\"><label>Phone</label><input type=\"tel\" id=\"phone\"></div>\n        <div class=\"form-group\"><label>DOB</label><input type=\"date\" id=\"dob\"></div>\n      </aap:target>\n\n      <aap:target id=\"step-2\" class=\"step\">\n        <h3>Address</h3>\n        <div class=\"form-group\"><label>Street</label><input type=\"text\" id=\"street\"></div>\n        <div class=\"form-group\"><label>City</label><input type=\"text\" id=\"city\"></div>\n        <div class=\"form-group\"><label>Zip</label><input type=\"text\" id=\"zip\"></div>\n      </aap:target>\n\n      <aap:target id=\"step-3\" class=\"step\">\n        <h3>Payment Method</h3>\n        <div class=\"form-group\">\n          <div class=\"radio-group\">\n            <label><input type=\"radio\" name=\"payment\" value=\"card\" checked> Credit Card</label>\n            <label><input type=\"radio\" name=\"payment\" value=\"paypal\"> PayPal</label>\n            <label><input type=\"radio\" name=\"payment\" value=\"applepay\"> Apple Pay</label>\n          </div>\n        </div>\n        <div class=\"form-group\"><label>Card Number</label><input type=\"text\" id=\"card\"></div>\n        <div class=\"form-group\"><label>Expiry</label><input type=\"text\" id=\"expiry\" placeholder=\"MM/YY\"></div>\n      </aap:target>\n\n      <aap:target id=\"step-5\" class=\"step\">\n        <h3>Preferences</h3>\n        <div class=\"form-group\">\n          <input type=\"checkbox\" id=\"newsletter\" style=\"width: auto;\"> <label style=\"display:inline\" for=\"newsletter\">Subscribe to newsletter</label>\n        </div>\n        <div class=\"form-group\">\n          <label>Language</label>\n          <select id=\"language\">\n            <option value=\"en\">English</option>\n            <option value=\"es\">Spanish</option>\n            <option value=\"fr\">French</option>\n          </select>\n        </div>\n        <div class=\"form-group\">\n          <label>Communication Channel</label>\n          <div class=\"radio-group\">\n            <label><input type=\"radio\" name=\"comm\" value=\"email\" style=\"width: auto;\"> Email</label>\n            <label><input type=\"radio\" name=\"comm\" value=\"sms\" style=\"width: auto;\"> SMS</label>\n          </div>\n        </div>\n      </aap:target>\n\n      <aap:target id=\"step-4\" class=\"step\">\n        <h3>Review</h3>\n        <div id=\"summary\">Please review your data.</div>\n      </aap:target>\n\n      <div class=\"buttons\">\n        <button type=\"button\" id=\"prevBtn\" onclick=\"changeStep(-1)\" disabled>Previous</button>\n        <button type=\"button\" id=\"nextBtn\" onclick=\"changeStep(1)\">Next</button>\n      </div>\n    </form>\n  </aap:target>\n</div>\n\n<script>\n  let currentStep = 0;\n  const steps = document.querySelectorAll('.step');\n  const dots = document.querySelectorAll('.step-dot');\n\n  function changeStep(n) {\n    steps[currentStep].classList.remove('active');\n    dots[currentStep].classList.remove('active');\n    currentStep += n;\n    \n    if (currentStep === steps.length - 1) updateSummary();\n    \n    steps[currentStep].classList.add('active');\n    dots[currentStep].classList.add('active');\n    document.getElementById('prevBtn').disabled = currentStep === 0;\n    document.getElementById('nextBtn').innerText = currentStep === steps.length - 1 ? 'Submit' : 'Next';\n  }\n\n  function updateSummary() {\n    const data = {\n      Name: document.getElementById('name').value,\n      Email: document.getElementById('email').value,\n      City: document.getElementById('city').value\n    };\n    document.getElementById('summary').innerHTML = Object.entries(data).map(([k,v]) => `<p><b>${k}:</b> ${v}</p>`).join('');\n  }\n</script>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/005-html-form-wizard/outputs/base/turn-0.html b/evals/data/experiments/005-html-form-wizard/outputs/base/turn-0.html
deleted file mode 100644
index b54f4af..0000000
--- a/evals/data/experiments/005-html-form-wizard/outputs/base/turn-0.html
+++ /dev/null
@@ -1,116 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-<meta charset="UTF-8">
-<meta name="viewport" content="width=device-width, initial-scale=1.0">
-<title>Registration Wizard</title>
-<style>
-    :root { --primary: #4a90e2; --gray: #e0e0e0; }
-    body { font-family: sans-serif; background: #f4f7f6; display: flex; justify-content: center; padding: 20px; }
-    .card { background: white; padding: 30px; border-radius: 8px; width: 100%; max-width: 500px; box-shadow: 0 4px 6px rgba(0,0,0,0.1); }
-    .progress-bar { display: flex; justify-content: space-between; margin-bottom: 30px; position: relative; }
-    .progress-step { width: 25px; height: 25px; border-radius: 50%; background: var(--gray); display: flex; align-items: center; justify-content: center; font-size: 12px; color: white; }
-    .progress-step.active { background: var(--primary); }
-    .step { display: none; }
-    .step.active { display: block; }
-    .form-group { margin-bottom: 15px; }
-    label { display: block; margin-bottom: 5px; font-weight: bold; }
-    input, select { width: 100%; padding: 8px; border: 1px solid #ccc; border-radius: 4px; box-sizing: border-box; }
-    .buttons { margin-top: 20px; display: flex; justify-content: space-between; }
-    button { padding: 10px 20px; cursor: pointer; border: none; border-radius: 4px; background: var(--primary); color: white; }
-    button:disabled { background: #ccc; }
-    .review-item { margin-bottom: 8px; border-bottom: 1px solid #eee; padding-bottom: 4px; }
-</style>
-</head>
-<body>
-
-<div class="card">
-    <div class="progress-bar">
-        <div class="progress-step active" id="p1">1</div>
-        <div class="progress-step" id="p2">2</div>
-        <div class="progress-step" id="p3">3</div>
-        <div class="progress-step" id="p4">4</div>
-    </div>
-
-    <form id="regForm">
-        <!-- Step 1 -->
-        <div class="step active" id="step1">
-            <h3>Personal Info</h3>
-            <div class="form-group"><input type="text" id="name" placeholder="Full Name" required></div>
-            <div class="form-group"><input type="email" id="email" placeholder="Email" required></div>
-            <div class="form-group"><input type="tel" id="phone" placeholder="Phone"></div>
-            <div class="form-group"><input type="date" id="dob"></div>
-        </div>
-
-        <!-- Step 2 -->
-        <div class="step" id="step2">
-            <h3>Address</h3>
-            <div class="form-group"><input type="text" id="street" placeholder="Street"></div>
-            <div class="form-group"><input type="text" id="city" placeholder="City"></div>
-            <div class="form-group"><input type="text" id="state" placeholder="State"></div>
-            <div class="form-group"><input type="text" id="zip" placeholder="Zip Code"></div>
-            <div class="form-group">
-                <select id="country"><option>USA</option><option>Canada</option><option>UK</option></select>
-            </div>
-        </div>
-
-        <!-- Step 3 -->
-        <div class="step" id="step3">
-            <h3>Payment</h3>
-            <div class="form-group"><input type="text" id="card" placeholder="Card Number"></div>
-            <div class="form-group"><input type="text" id="expiry" placeholder="MM/YY"></div>
-            <div class="form-group"><input type="text" id="cvv" placeholder="CVV"></div>
-            <div class="form-group"><label><input type="checkbox" id="sameAddress"> Billing same as Address</label></div>
-        </div>
-
-        <!-- Step 4 -->
-        <div class="step" id="step4">
-            <h3>Review</h3>
-            <div id="reviewContent"></div>
-        </div>
-
-        <div class="buttons">
-            <button type="button" id="prevBtn" onclick="changeStep(-1)" disabled>Previous</button>
-            <button type="button" id="nextBtn" onclick="changeStep(1)">Next</button>
-        </div>
-    </form>
-</div>
-
-<script>
-    let currentStep = 0;
-    const steps = document.querySelectorAll(".step");
-    const progress = document.querySelectorAll(".progress-step");
-
-    function changeStep(n) {
-        steps[currentStep].classList.remove("active");
-        currentStep += n;
-        
-        if (currentStep >= steps.length) {
-            alert("Form Submitted!");
-            return;
-        }
-
-        if (currentStep === 3) renderReview();
-
-        steps[currentStep].classList.add("active");
-        updateUI();
-    }
-
-    function updateUI() {
-        document.getElementById("prevBtn").disabled = (currentStep === 0);
-        document.getElementById("nextBtn").innerText = (currentStep === 3) ? "Submit" : "Next";
-        progress.forEach((p, i) => p.classList.toggle("active", i <= currentStep));
-    }
-
-    function renderReview() {
-        const fields = ['name', 'email', 'phone', 'dob', 'street', 'city', 'country', 'card'];
-        let html = "";
-        fields.forEach(id => {
-            html += `<div class="review-item"><strong>${id.toUpperCase()}:</strong> ${document.getElementById(id).value}</div>`;
-        });
-        document.getElementById("reviewContent").innerHTML = html;
-    }
-</script>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/005-html-form-wizard/outputs/base/turn-1.html b/evals/data/experiments/005-html-form-wizard/outputs/base/turn-1.html
deleted file mode 100644
index d3a1277..0000000
--- a/evals/data/experiments/005-html-form-wizard/outputs/base/turn-1.html
+++ /dev/null
@@ -1,127 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-<meta charset="UTF-8">
-<meta name="viewport" content="width=device-width, initial-scale=1.0">
-<title>Registration Wizard</title>
-<style>
-    :root { --primary: #4a90e2; --gray: #e0e0e0; }
-    body { font-family: sans-serif; background: #f4f7f6; display: flex; justify-content: center; padding: 20px; }
-    .card { background: white; padding: 30px; border-radius: 8px; width: 100%; max-width: 500px; box-shadow: 0 4px 6px rgba(0,0,0,0.1); }
-    .progress-bar { display: flex; justify-content: space-between; margin-bottom: 30px; position: relative; }
-    .progress-step { width: 25px; height: 25px; border-radius: 50%; background: var(--gray); display: flex; align-items: center; justify-content: center; font-size: 12px; color: white; }
-    .progress-step.active { background: var(--primary); }
-    .step { display: none; }
-    .step.active { display: block; }
-    .form-group { margin-bottom: 15px; }
-    label { display: block; margin-bottom: 5px; font-weight: bold; }
-    input[type="text"], input[type="email"], input[type="tel"], input[type="date"], select { width: 100%; padding: 8px; border: 1px solid #ccc; border-radius: 4px; box-sizing: border-box; }
-    .radio-group { display: flex; gap: 15px; }
-    .buttons { margin-top: 20px; display: flex; justify-content: space-between; }
-    button { padding: 10px 20px; cursor: pointer; border: none; border-radius: 4px; background: var(--primary); color: white; }
-    button:disabled { background: #ccc; }
-    .review-item { margin-bottom: 8px; border-bottom: 1px solid #eee; padding-bottom: 4px; font-size: 0.9em; }
-</style>
-</head>
-<body>
-
-<div class="card">
-    <div class="progress-bar">
-        <div class="progress-step active" id="p1">1</div>
-        <div class="progress-step" id="p2">2</div>
-        <div class="progress-step" id="p3">3</div>
-        <div class="progress-step" id="p4">4</div>
-        <div class="progress-step" id="p5">5</div>
-    </div>
-
-    <form id="regForm">
-        <div class="step active" id="step0">
-            <h3>Personal Info</h3>
-            <div class="form-group"><input type="text" id="name" placeholder="Full Name" required></div>
-            <div class="form-group"><input type="email" id="email" placeholder="Email" required></div>
-            <div class="form-group"><input type="tel" id="phone" placeholder="Phone"></div>
-            <div class="form-group"><input type="date" id="dob"></div>
-        </div>
-
-        <div class="step" id="step1">
-            <h3>Address</h3>
-            <div class="form-group"><input type="text" id="street" placeholder="Street"></div>
-            <div class="form-group"><input type="text" id="city" placeholder="City"></div>
-            <div class="form-group"><input type="text" id="zip" placeholder="Zip Code"></div>
-            <div class="form-group"><select id="country"><option>USA</option><option>Canada</option><option>UK</option></select></div>
-        </div>
-
-        <div class="step" id="step2">
-            <h3>Payment</h3>
-            <div class="form-group"><input type="text" id="card" placeholder="Card Number"></div>
-            <div class="form-group"><input type="text" id="expiry" placeholder="MM/YY"></div>
-            <div class="form-group"><input type="text" id="cvv" placeholder="CVV"></div>
-        </div>
-
-        <div class="step" id="step3">
-            <h3>Preferences</h3>
-            <div class="form-group"><label><input type="checkbox" id="newsletter"> Subscribe to newsletter</label></div>
-            <div class="form-group">
-                <label>Language</label>
-                <select id="lang"><option>English</option><option>Spanish</option><option>French</option></select>
-            </div>
-            <div class="form-group">
-                <label>Contact Preference:</label>
-                <div class="radio-group">
-                    <label><input type="radio" name="contact" value="Email" checked> Email</label>
-                    <label><input type="radio" name="contact" value="SMS"> SMS</label>
-                </div>
-            </div>
-        </div>
-
-        <div class="step" id="step4">
-            <h3>Review</h3>
-            <div id="reviewContent"></div>
-        </div>
-
-        <div class="buttons">
-            <button type="button" id="prevBtn" onclick="changeStep(-1)" disabled>Previous</button>
-            <button type="button" id="nextBtn" onclick="changeStep(1)">Next</button>
-        </div>
-    </form>
-</div>
-
-<script>
-    let currentStep = 0;
-    const steps = document.querySelectorAll(".step");
-    const progress = document.querySelectorAll(".progress-step");
-
-    function changeStep(n) {
-        steps[currentStep].classList.remove("active");
-        currentStep += n;
-        
-        if (currentStep >= steps.length) {
-            alert("Form Submitted Successfully!");
-            return;
-        }
-
-        if (currentStep === 4) renderReview();
-
-        steps[currentStep].classList.add("active");
-        updateUI();
-    }
-
-    function updateUI() {
-        document.getElementById("prevBtn").disabled = (currentStep === 0);
-        document.getElementById("nextBtn").innerText = (currentStep === 4) ? "Submit" : "Next";
-        progress.forEach((p, i) => p.classList.toggle("active", i <= currentStep));
-    }
-
-    function renderReview() {
-        const ids = ['name', 'email', 'phone', 'dob', 'street', 'city', 'country', 'card', 'lang'];
-        let html = "";
-        ids.forEach(id => {
-            html += `<div class="review-item"><strong>${id.charAt(0).toUpperCase() + id.slice(1)}:</strong> ${document.getElementById(id).value || 'N/A'}</div>`;
-        });
-        html += `<div class="review-item"><strong>Newsletter:</strong> ${document.getElementById('newsletter').checked ? 'Yes' : 'No'}</div>`;
-        document.getElementById("reviewContent").innerHTML = html;
-    }
-</script>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/005-html-form-wizard/outputs/base/turn-2.html b/evals/data/experiments/005-html-form-wizard/outputs/base/turn-2.html
deleted file mode 100644
index 3f1065e..0000000
--- a/evals/data/experiments/005-html-form-wizard/outputs/base/turn-2.html
+++ /dev/null
@@ -1,129 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-<meta charset="UTF-8">
-<meta name="viewport" content="width=device-width, initial-scale=1.0">
-<title>Registration Wizard</title>
-<style>
-    :root { --primary: #0d9488; --gray: #e0e0e0; }
-    body { font-family: sans-serif; background: #f4f7f6; display: flex; justify-content: center; padding: 20px; }
-    .card { background: white; padding: 30px; border-radius: 8px; width: 100%; max-width: 500px; box-shadow: 0 4px 6px rgba(0,0,0,0.1); }
-    .progress-bar { display: flex; justify-content: space-between; margin-bottom: 30px; position: relative; }
-    .progress-step { width: 30px; height: 30px; border-radius: 50%; background: var(--gray); display: flex; align-items: center; justify-content: center; font-size: 14px; color: white; transition: background 0.3s; }
-    .progress-step.active { background: var(--primary); }
-    .step { display: none; }
-    .step.active { display: block; }
-    .form-group { margin-bottom: 15px; }
-    label { display: block; margin-bottom: 5px; font-weight: bold; }
-    input[type="text"], input[type="email"], input[type="tel"], input[type="date"], select { width: 100%; padding: 8px; border: 1px solid #ccc; border-radius: 4px; box-sizing: border-box; }
-    .radio-group { display: flex; gap: 15px; }
-    .buttons { margin-top: 20px; display: flex; justify-content: space-between; }
-    button { padding: 10px 20px; cursor: pointer; border: none; border-radius: 4px; background: var(--primary); color: white; }
-    button:disabled { background: #ccc; }
-    .review-item { margin-bottom: 8px; border-bottom: 1px solid #eee; padding-bottom: 4px; font-size: 0.9em; }
-</style>
-</head>
-<body>
-
-<div class="card">
-    <div class="progress-bar">
-        <div class="progress-step active" id="p1">1</div>
-        <div class="progress-step" id="p2">2</div>
-        <div class="progress-step" id="p3">3</div>
-        <div class="progress-step" id="p4">4</div>
-        <div class="progress-step" id="p5">5</div>
-    </div>
-
-    <form id="regForm">
-        <div class="step active" id="step0">
-            <h3>Personal Info</h3>
-            <div class="form-group"><input type="text" id="name" placeholder="Full Name" required></div>
-            <div class="form-group"><input type="email" id="email" placeholder="Email" required></div>
-            <div class="form-group"><input type="tel" id="phone" placeholder="Phone"></div>
-            <div class="form-group"><input type="date" id="dob"></div>
-        </div>
-
-        <div class="step" id="step1">
-            <h3>Address</h3>
-            <div class="form-group"><input type="text" id="street" placeholder="Street"></div>
-            <div class="form-group"><input type="text" id="city" placeholder="City"></div>
-            <div class="form-group"><input type="text" id="zip" placeholder="Zip Code"></div>
-            <div class="form-group"><select id="country"><option>USA</option><option>Canada</option><option>UK</option></select></div>
-        </div>
-
-        <div class="step" id="step2">
-            <h3>Payment</h3>
-            <div class="form-group"><input type="text" id="card" placeholder="Card Number"></div>
-            <div class="form-group"><input type="text" id="expiry" placeholder="MM/YY"></div>
-            <div class="form-group"><input type="text" id="cvv" placeholder="CVV"></div>
-        </div>
-
-        <div class="step" id="step3">
-            <h3>Preferences</h3>
-            <div class="form-group"><label><input type="checkbox" id="newsletter"> Subscribe to newsletter</label></div>
-            <div class="form-group">
-                <label>Language</label>
-                <select id="lang"><option>English</option><option>Spanish</option><option>French</option></select>
-            </div>
-            <div class="form-group">
-                <label>Contact Preference:</label>
-                <div class="radio-group">
-                    <label><input type="radio" name="contact" value="Email" checked> Email</label>
-                    <label><input type="radio" name="contact" value="SMS"> SMS</label>
-                </div>
-            </div>
-        </div>
-
-        <div class="step" id="step4">
-            <h3>Review</h3>
-            <div id="reviewContent"></div>
-        </div>
-
-        <div class="buttons">
-            <button type="button" id="prevBtn" onclick="changeStep(-1)" disabled>Previous</button>
-            <button type="button" id="nextBtn" onclick="changeStep(1)">Next</button>
-        </div>
-    </form>
-</div>
-
-<script>
-    let currentStep = 0;
-    const steps = document.querySelectorAll(".step");
-    const progress = document.querySelectorAll(".progress-step");
-
-    function changeStep(n) {
-        steps[currentStep].classList.remove("active");
-        currentStep += n;
-        
-        if (currentStep >= steps.length) {
-            alert("Form Submitted Successfully!");
-            return;
-        }
-
-        if (currentStep === 4) renderReview();
-
-        steps[currentStep].classList.add("active");
-        updateUI();
-    }
-
-    function updateUI() {
-        document.getElementById("prevBtn").disabled = (currentStep === 0);
-        document.getElementById("nextBtn").innerText = (currentStep === 4) ? "Submit" : "Next";
-        progress.forEach((p, i) => p.classList.toggle("active", i <= currentStep));
-    }
-
-    function renderReview() {
-        const ids = ['name', 'email', 'phone', 'dob', 'street', 'city', 'country', 'card', 'lang'];
-        let html = "";
-        ids.forEach(id => {
-            html += `<div class="review-item"><strong>${id.charAt(0).toUpperCase() + id.slice(1)}:</strong> ${document.getElementById(id).value || 'N/A'}</div>`;
-        });
-        const contact = document.querySelector('input[name="contact"]:checked').value;
-        html += `<div class="review-item"><strong>Newsletter:</strong> ${document.getElementById('newsletter').checked ? 'Yes' : 'No'}</div>`;
-        html += `<div class="review-item"><strong>Contact Method:</strong> ${contact}</div>`;
-        document.getElementById("reviewContent").innerHTML = html;
-    }
-</script>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/005-html-form-wizard/outputs/base/turn-3.html b/evals/data/experiments/005-html-form-wizard/outputs/base/turn-3.html
deleted file mode 100644
index d7c63ee..0000000
--- a/evals/data/experiments/005-html-form-wizard/outputs/base/turn-3.html
+++ /dev/null
@@ -1,121 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-<meta charset="UTF-8">
-<meta name="viewport" content="width=device-width, initial-scale=1.0">
-<title>Registration Wizard</title>
-<style>
-    :root { --primary: #0d9488; --gray: #e0e0e0; }
-    body { font-family: sans-serif; background: #f4f7f6; display: flex; justify-content: center; padding: 20px; }
-    .card { background: white; padding: 30px; border-radius: 8px; width: 100%; max-width: 500px; box-shadow: 0 4px 6px rgba(0,0,0,0.1); }
-    .progress-bar { display: flex; justify-content: space-between; margin-bottom: 30px; position: relative; }
-    .progress-step { width: 30px; height: 30px; border-radius: 50%; background: var(--gray); display: flex; align-items: center; justify-content: center; font-size: 14px; color: white; transition: background 0.3s; }
-    .progress-step.active { background: var(--primary); }
-    .step { display: none; }
-    .step.active { display: block; }
-    .form-group { margin-bottom: 15px; }
-    label { display: block; margin-bottom: 5px; font-weight: bold; }
-    input[type="text"], input[type="email"], input[type="tel"], input[type="date"], select { width: 100%; padding: 8px; border: 1px solid #ccc; border-radius: 4px; box-sizing: border-box; }
-    .radio-group { display: flex; flex-direction: column; gap: 10px; margin-top: 10px; }
-    .payment-option { border: 1px solid #ddd; padding: 10px; border-radius: 4px; display: flex; align-items: center; }
-    .buttons { margin-top: 20px; display: flex; justify-content: space-between; }
-    button { padding: 10px 20px; cursor: pointer; border: none; border-radius: 4px; background: var(--primary); color: white; }
-    button:disabled { background: #ccc; }
-    .review-item { margin-bottom: 8px; border-bottom: 1px solid #eee; padding-bottom: 4px; font-size: 0.9em; }
-</style>
-</head>
-<body>
-
-<div class="card">
-    <div class="progress-bar">
-        <div class="progress-step active" id="p1">1</div>
-        <div class="progress-step" id="p2">2</div>
-        <div class="progress-step" id="p3">3</div>
-        <div class="progress-step" id="p4">4</div>
-        <div class="progress-step" id="p5">5</div>
-    </div>
-
-    <form id="regForm">
-        <!-- Step 1 -->
-        <div class="step active" id="step0">
-            <h3>Personal Info</h3>
-            <div class="form-group"><input type="text" id="name" placeholder="Full Name" required></div>
-            <div class="form-group"><input type="email" id="email" placeholder="Email" required></div>
-        </div>
-
-        <!-- Step 2 -->
-        <div class="step" id="step1">
-            <h3>Address</h3>
-            <div class="form-group"><input type="text" id="street" placeholder="Street"></div>
-            <div class="form-group"><input type="text" id="city" placeholder="City"></div>
-        </div>
-
-        <!-- Step 3 -->
-        <div class="step" id="step2">
-            <h3>Payment</h3>
-            <div class="radio-group">
-                <label class="payment-option"><input type="radio" name="pay" value="Credit Card" checked onclick="togglePayFields(true)"> Credit Card</label>
-                <label class="payment-option"><input type="radio" name="pay" value="PayPal" onclick="togglePayFields(false)"> PayPal</label>
-                <label class="payment-option"><input type="radio" name="pay" value="Apple Pay" onclick="togglePayFields(false)"> Apple Pay</label>
-            </div>
-            <div id="cardFields" style="margin-top:15px">
-                <div class="form-group"><input type="text" id="card" placeholder="Card Number"></div>
-            </div>
-        </div>
-
-        <!-- Step 4 -->
-        <div class="step" id="step3">
-            <h3>Preferences</h3>
-            <div class="form-group"><label><input type="checkbox" id="newsletter"> Subscribe to newsletter</label></div>
-            <select id="lang"><option>English</option><option>Spanish</option></select>
-        </div>
-
-        <!-- Step 5 -->
-        <div class="step" id="step4">
-            <h3>Review</h3>
-            <div id="reviewContent"></div>
-        </div>
-
-        <div class="buttons">
-            <button type="button" id="prevBtn" onclick="changeStep(-1)" disabled>Previous</button>
-            <button type="button" id="nextBtn" onclick="changeStep(1)">Next</button>
-        </div>
-    </form>
-</div>
-
-<script>
-    let currentStep = 0;
-    const steps = document.querySelectorAll(".step");
-    const progress = document.querySelectorAll(".progress-step");
-
-    function togglePayFields(show) {
-        document.getElementById('cardFields').style.display = show ? 'block' : 'none';
-    }
-
-    function changeStep(n) {
-        steps[currentStep].classList.remove("active");
-        currentStep += n;
-        if (currentStep >= steps.length) { alert("Submitted!"); return; }
-        if (currentStep === 4) renderReview();
-        steps[currentStep].classList.add("active");
-        updateUI();
-    }
-
-    function updateUI() {
-        document.getElementById("prevBtn").disabled = (currentStep === 0);
-        document.getElementById("nextBtn").innerText = (currentStep === 4) ? "Submit" : "Next";
-        progress.forEach((p, i) => p.classList.toggle("active", i <= currentStep));
-    }
-
-    function renderReview() {
-        const payMethod = document.querySelector('input[name="pay"]:checked').value;
-        document.getElementById("reviewContent").innerHTML = `
-            <div class="review-item"><strong>Name:</strong> ${document.getElementById('name').value}</div>
-            <div class="review-item"><strong>Payment:</strong> ${payMethod}</div>
-            <div class="review-item"><strong>Newsletter:</strong> ${document.getElementById('newsletter').checked ? 'Yes' : 'No'}</div>
-        `;
-    }
-</script>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/006-html-portfolio/eval.json b/evals/data/experiments/006-html-portfolio/eval.json
deleted file mode 100644
index 3d84503..0000000
--- a/evals/data/experiments/006-html-portfolio/eval.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.0768,
-      "token_f1": 0.3876,
-      "base_char_count": 8073,
-      "aap_char_count": 3405,
-      "char_delta_pct": -57.8,
-      "lines_added": 48,
-      "lines_removed": 88,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.0664,
-      "token_f1": 0.3802,
-      "base_char_count": 7750,
-      "aap_char_count": 3418,
-      "char_delta_pct": -55.9,
-      "lines_added": 48,
-      "lines_removed": 78,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.0798,
-      "token_f1": 0.381,
-      "base_char_count": 7494,
-      "aap_char_count": 3636,
-      "char_delta_pct": -51.5,
-      "lines_added": 47,
-      "lines_removed": 82,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 3,
-      "sequence_similarity": 0.0696,
-      "token_f1": 0.3447,
-      "base_char_count": 9130,
-      "aap_char_count": 3636,
-      "char_delta_pct": -60.2,
-      "lines_added": 47,
-      "lines_removed": 103,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.0731,
-  "mean_token_f1": 0.3734,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/006-html-portfolio/metrics.json b/evals/data/experiments/006-html-portfolio/metrics.json
deleted file mode 100644
index f73366a..0000000
--- a/evals/data/experiments/006-html-portfolio/metrics.json
+++ /dev/null
@@ -1,228 +0,0 @@
-{
-  "experiment_id": "006-html-portfolio",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:49:32.676528+00:00",
-  "format": "text/html",
-  "base_turn0": {
-    "input_tokens": 128,
-    "output_tokens": 1775,
-    "latency_ms": 7215,
-    "artifact_bytes": 5296
-  },
-  "aap_turn0": {
-    "input_tokens": 467,
-    "output_tokens": 1216,
-    "latency_ms": 5947,
-    "artifact_bytes": 4271
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Change the developer name to 'Jordan Rivera' and title to 'Cloud Infrastructure ",
-        "input_tokens": 1922,
-        "output_tokens": 1813,
-        "latency_ms": 7326,
-        "output_bytes": 5590,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Replace the projects grid with 8 project cards instead of 6, adding 'Kubernetes ",
-        "input_tokens": 3769,
-        "output_tokens": 1927,
-        "latency_ms": 6832,
-        "output_bytes": 6031,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new 'Blog' section after projects showing the 3 most recent blog post prev",
-        "input_tokens": 5723,
-        "output_tokens": 2399,
-        "latency_ms": 9523,
-        "output_bytes": 7482,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 11414,
-    "total_output_tokens": 6139,
-    "total_latency_ms": 23681
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Change the developer name to 'Jordan Rivera' and title to 'Cloud Infrastructure ",
-        "input_tokens": 2341,
-        "output_tokens": 172,
-        "latency_ms": 1487,
-        "output_bytes": 359,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Replace the projects grid with 8 project cards instead of 6, adding 'Kubernetes ",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 2090,
-        "output_bytes": 359,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new 'Blog' section after projects showing the 3 most recent blog post prev",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 2387,
-        "output_bytes": 359,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 2341,
-    "total_output_tokens": 172,
-    "total_latency_ms": 5964,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.3333333333333333
-  },
-  "comparison": {
-    "output_token_savings_pct": 97.2,
-    "input_token_savings_pct": 79.5,
-    "latency_savings_pct": 74.8
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 128,
-        "base_output": 1775,
-        "base_latency_ms": 7215,
-        "aap_input": 467,
-        "aap_output": 1216,
-        "aap_latency_ms": 5947
-      },
-      {
-        "turn": 1,
-        "base_input": 1922,
-        "base_output": 1813,
-        "base_latency_ms": 7326,
-        "aap_input": 2341,
-        "aap_output": 172,
-        "aap_latency_ms": 1487,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 3769,
-        "base_output": 1927,
-        "base_latency_ms": 6832,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 2090,
-        "envelope_name": "edit",
-        "apply_ok": false
-      },
-      {
-        "turn": 3,
-        "base_input": 5723,
-        "base_output": 2399,
-        "base_latency_ms": 9523,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 2387,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 11542,
-      "base_output": 7914,
-      "base_combined": 19456,
-      "aap_input": 2808,
-      "aap_output": 1388,
-      "aap_combined": 4196,
-      "base_latency_ms": 30896,
-      "aap_latency_ms": 11911,
-      "output_savings_pct": 82.5,
-      "input_delta_pct": -75.7,
-      "combined_savings_pct": 78.4,
-      "latency_savings_pct": 61.4
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.0796,
-        "token_f1": 0.3141,
-        "base_char_count": 5294,
-        "aap_char_count": 3705,
-        "char_delta_pct": -30.0,
-        "lines_added": 65,
-        "lines_removed": 69,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.0037,
-        "token_f1": 0.0074,
-        "base_char_count": 5588,
-        "aap_char_count": 359,
-        "char_delta_pct": -93.6,
-        "lines_added": 18,
-        "lines_removed": 80,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0041,
-        "token_f1": 0.0104,
-        "base_char_count": 6029,
-        "aap_char_count": 359,
-        "char_delta_pct": -94.0,
-        "lines_added": 18,
-        "lines_removed": 89,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0033,
-        "token_f1": 0.0086,
-        "base_char_count": 7480,
-        "aap_char_count": 359,
-        "char_delta_pct": -95.2,
-        "lines_added": 18,
-        "lines_removed": 112,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.0227,
-    "mean_token_f1": 0.0851,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/006-html-portfolio/outputs/aap/turn-0.html b/evals/data/experiments/006-html-portfolio/outputs/aap/turn-0.html
deleted file mode 100644
index d601ef7..0000000
--- a/evals/data/experiments/006-html-portfolio/outputs/aap/turn-0.html
+++ /dev/null
@@ -1,76 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <title>Alex Chen | Portfolio</title>
-    <style>
-        :root { --bg: #0f172a; --card: #1e293b; --text: #f1f5f9; --accent: #38bdf8; }
-        body { font-family: sans-serif; background: var(--bg); color: var(--text); margin: 0; line-height: 1.6; }
-        .container { max-width: 1000px; margin: auto; padding: 2rem; }
-        header { text-align: center; padding: 4rem 0; }
-        .grid { display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 1.5rem; }
-        .card { background: var(--card); padding: 1.5rem; border-radius: 8px; border-left: 4px solid var(--accent); }
-        h2 { color: var(--accent); }
-        .tag { display: inline-block; background: #334155; padding: 0.2rem 0.5rem; margin: 0.2rem; border-radius: 4px; font-size: 0.8rem; }
-        input, textarea { width: 100%; padding: 0.5rem; margin: 0.5rem 0; background: #334155; border: none; color: white; }
-    </style>
-</head>
-<body>
-    <div class="container">
-        <aap:target id="hero">
-            <header>
-                <h1><aap:target id="name">Alex Chen</aap:target></h1>
-                <h2><aap:target id="title">Full-Stack Developer</aap:target></h2>
-                <p><aap:target id="intro">Building scalable web applications with a focus on clean, maintainable code.</aap:target></p>
-            </header>
-        </aap:target>
-
-        <aap:target id="about">
-            <section>
-                <h2>About</h2>
-                <div style="display: flex; gap: 2rem; align-items: center;">
-                    <div style="width: 150px; height: 150px; background: #334155;"></div>
-                    <p><aap:target id="bio">I am a developer with 5+ years of experience in designing user-centric interfaces and robust server-side architectures.</aap:target></p>
-                </div>
-            </section>
-        </aap:target>
-
-        <aap:target id="projects">
-            <section>
-                <h2>Projects</h2>
-                <div class="grid">
-                    <aap:target id="project-1"><div class="card"><h3>Project Alpha</h3><p>Cloud management dashboard.</p><span class="tag">React</span><span class="tag">AWS</span></div></aap:target>
-                    <aap:target id="project-2"><div class="card"><h3>Project Beta</h3><p>Real-time chat application.</p><span class="tag">Node.js</span><span class="tag">Socket.io</span></div></aap:target>
-                    <aap:target id="project-3"><div class="card"><h3>Project Gamma</h3><p>E-commerce analytics tool.</p><span class="tag">Python</span><span class="tag">Django</span></div></aap:target>
-                    <aap:target id="project-4"><div class="card"><h3>Project Delta</h3><p>Mobile health tracker API.</p><span class="tag">Go</span><span class="tag">Postgres</span></div></aap:target>
-                    <aap:target id="project-5"><div class="card"><h3>Project Epsilon</h3><p>IoT sensor visualization.</p><span class="tag">Vue</span><span class="tag">InfluxDB</span></div></aap:target>
-                    <aap:target id="project-6"><div class="card"><h3>Project Zeta</h3><p>Automated CI/CD pipeline.</p><span class="tag">Docker</span><span class="tag">Kubernetes</span></div></aap:target>
-                </div>
-            </section>
-        </aap:target>
-
-        <aap:target id="skills">
-            <section>
-                <h2>Skills</h2>
-                <div>
-                    <h4>Frontend</h4><div style="height: 10px; background: var(--accent); width: 90%;"></div>
-                    <h4>Backend</h4><div style="height: 10px; background: var(--accent); width: 85%;"></div>
-                    <h4>DevOps</h4><div style="height: 10px; background: var(--accent); width: 75%;"></div>
-                </div>
-            </section>
-        </aap:target>
-
-        <aap:target id="contact">
-            <section>
-                <h2>Contact</h2>
-                <form>
-                    <input type="text" placeholder="Name">
-                    <input type="email" placeholder="Email">
-                    <textarea placeholder="Message"></textarea>
-                    <button>Send Message</button>
-                </form>
-            </section>
-        </aap:target>
-    </div>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/006-html-portfolio/outputs/aap/turn-1.html b/evals/data/experiments/006-html-portfolio/outputs/aap/turn-1.html
deleted file mode 100644
index 33b2cb6..0000000
--- a/evals/data/experiments/006-html-portfolio/outputs/aap/turn-1.html
+++ /dev/null
@@ -1,18 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "portfolio-edit",
-  "version": 1,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "name"},
-      "content": "Jordan Rivera"
-    },
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "title"},
-      "content": "Cloud Infrastructure Engineer"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/006-html-portfolio/outputs/aap/turn-1.json b/evals/data/experiments/006-html-portfolio/outputs/aap/turn-1.json
deleted file mode 100644
index a800ad2..0000000
--- a/evals/data/experiments/006-html-portfolio/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "portfolio-edit",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"portfolio-edit\",\n  \"version\": 1,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"replace\",\n      \"target\": {\"type\": \"id\", \"value\": \"name\"},\n      \"content\": \"Jordan Rivera\"\n    },\n    {\n      \"op\": \"replace\",\n      \"target\": {\"type\": \"id\", \"value\": \"title\"},\n      \"content\": \"Cloud Infrastructure Engineer\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/006-html-portfolio/outputs/aap/turn-2.html b/evals/data/experiments/006-html-portfolio/outputs/aap/turn-2.html
deleted file mode 100644
index 33b2cb6..0000000
--- a/evals/data/experiments/006-html-portfolio/outputs/aap/turn-2.html
+++ /dev/null
@@ -1,18 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "portfolio-edit",
-  "version": 1,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "name"},
-      "content": "Jordan Rivera"
-    },
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "title"},
-      "content": "Cloud Infrastructure Engineer"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/006-html-portfolio/outputs/aap/turn-2.json b/evals/data/experiments/006-html-portfolio/outputs/aap/turn-2.json
deleted file mode 100644
index 19d962c..0000000
--- a/evals/data/experiments/006-html-portfolio/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "portfolio-edit",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "projects-grid"
-      },
-      "content": "<aap:target id=\"projects-grid\">\n  <div class=\"project-card\"><h3>Cloud Migration</h3><p>Tag: AWS, Terraform</p></div>\n  <div class=\"project-card\"><h3>CI/CD Pipeline</h3><p>Tag: Jenkins, Docker</p></div>\n  <div class=\"project-card\"><h3>Microservices Auth</h3><p>Tag: OAuth2, Go</p></div>\n  <div class=\"project-card\"><h3>Observability Stack</h3><p>Tag: Prometheus, Grafana</p></div>\n  <div class=\"project-card\"><h3>Serverless API</h3><p>Tag: AWS Lambda, Node.js</p></div>\n  <div class=\"project-card\"><h3>Data Lake</h3><p>Tag: S3, Spark</p></div>\n  <div class=\"project-card\"><h3>Kubernetes Autoscaler</h3><p>Tag: K8s, Python</p></div>\n  <div class=\"project-card\"><h3>GraphQL Gateway</h3><p>Tag: Apollo, TypeScript</p></div>\n</aap:target>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/006-html-portfolio/outputs/aap/turn-3.html b/evals/data/experiments/006-html-portfolio/outputs/aap/turn-3.html
deleted file mode 100644
index 33b2cb6..0000000
--- a/evals/data/experiments/006-html-portfolio/outputs/aap/turn-3.html
+++ /dev/null
@@ -1,18 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "portfolio-edit",
-  "version": 1,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "name"},
-      "content": "Jordan Rivera"
-    },
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "title"},
-      "content": "Cloud Infrastructure Engineer"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/006-html-portfolio/outputs/aap/turn-3.json b/evals/data/experiments/006-html-portfolio/outputs/aap/turn-3.json
deleted file mode 100644
index 96c40e0..0000000
--- a/evals/data/experiments/006-html-portfolio/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "portfolio-edit",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "projects-section"
-      },
-      "content": "  <section id=\"blog\">\n    <h2>Recent Blog Posts</h2>\n    <div class=\"blog-grid\">\n      <aap:target id=\"blog-posts\">\n        <article>\n          <h3><aap:target id=\"post-1-title\">Optimizing Terraform State</aap:target></h3>\n          <p><small><aap:target id=\"post-1-date\">2023-10-25</aap:target></small></p>\n          <p><aap:target id=\"post-1-excerpt\">A deep dive into managing state files for large-scale environments.</aap:target></p>\n        </article>\n        <article>\n          <h3><aap:target id=\"post-2-title\">Kubernetes Networking 101</aap:target></h3>\n          <p><small><aap:target id=\"post-2-date\">2023-09-12</aap:target></small></p>\n          <p><aap:target id=\"post-2-excerpt\">Understanding service meshes and ingress controllers.</aap:target></p>\n        </article>\n        <article>\n          <h3><aap:target id=\"post-3-title\">The Future of Serverless</aap:target></h3>\n          <p><small><aap:target id=\"post-3-date\">2023-08-05</aap:target></small></p>\n          <p><aap:target id=\"post-3-excerpt\">Predictions on cloud-native event-driven architectures.</aap:target></p>\n        </article>\n      </aap:target>\n    </div>\n  </section>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/006-html-portfolio/outputs/base/turn-0.html b/evals/data/experiments/006-html-portfolio/outputs/base/turn-0.html
deleted file mode 100644
index def3ff0..0000000
--- a/evals/data/experiments/006-html-portfolio/outputs/base/turn-0.html
+++ /dev/null
@@ -1,80 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Alex Chen | Full-Stack Developer</title>
-</head>
-<body style="margin: 0; font-family: 'Segoe UI', sans-serif; background-color: #0f172a; color: #f1f5f9; line-height: 1.6;">
-
-    <!-- Navigation -->
-    <nav style="padding: 2rem; display: flex; justify-content: space-between; align-items: center; max-width: 1200px; margin: auto;">
-        <h2 style="margin: 0; color: #38bdf8;">AC.</h2>
-        <div style="display: flex; gap: 20px;">
-            <a href="#about" style="color: #cbd5e1; text-decoration: none;">About</a>
-            <a href="#projects" style="color: #cbd5e1; text-decoration: none;">Projects</a>
-            <a href="#contact" style="color: #cbd5e1; text-decoration: none;">Contact</a>
-        </div>
-    </nav>
-
-    <!-- Hero -->
-    <section style="text-align: center; padding: 100px 20px;">
-        <h1 style="font-size: 3.5rem; margin-bottom: 0.5rem; color: #ffffff;">Alex Chen</h1>
-        <h2 style="color: #38bdf8; margin-top: 0;">Full-Stack Developer</h2>
-        <p style="max-width: 600px; margin: 20px auto; color: #94a3b8;">Building robust, scalable web applications with a focus on clean code and user-centric design.</p>
-    </section>
-
-    <!-- About -->
-    <section id="about" style="padding: 80px 20px; background: #1e293b; max-width: 1200px; margin: auto; border-radius: 1rem; display: flex; align-items: center; gap: 40px; flex-wrap: wrap;">
-        <div style="width: 200px; height: 200px; background: #334155; border-radius: 50%; margin: auto; flex-shrink: 0; display: flex; align-items: center; justify-content: center;">Profile Image</div>
-        <div>
-            <h2 style="color: #38bdf8;">About Me</h2>
-            <p>Passionate software engineer with 5+ years of experience in the full development lifecycle. I specialize in crafting elegant solutions to complex problems, leveraging modern stacks to deliver high-performance applications.</p>
-        </div>
-    </section>
-
-    <!-- Skills -->
-    <section style="padding: 80px 20px; max-width: 1200px; margin: auto;">
-        <h2 style="text-align: center; color: #38bdf8;">Skills</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 40px; margin-top: 40px;">
-            <div><h3>Frontend</h3><div style="background: #334155; height: 8px; border-radius: 4px;"><div style="width: 90%; background: #38bdf8; height: 100%; border-radius: 4px;"></div></div></div>
-            <div><h3>Backend</h3><div style="background: #334155; height: 8px; border-radius: 4px;"><div style="width: 85%; background: #38bdf8; height: 100%; border-radius: 4px;"></div></div></div>
-            <div><h3>DevOps</h3><div style="background: #334155; height: 8px; border-radius: 4px;"><div style="width: 70%; background: #38bdf8; height: 100%; border-radius: 4px;"></div></div></div>
-        </div>
-    </section>
-
-    <!-- Projects -->
-    <section id="projects" style="padding: 80px 20px; max-width: 1200px; margin: auto;">
-        <h2 style="text-align: center; color: #38bdf8;">Projects</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(350px, 1fr)); gap: 20px; margin-top: 40px;">
-            <!-- Repeat 6 times -->
-            <script>
-                for(let i=1; i<=6; i++) {
-                    document.write(`
-                    <div style="background: #1e293b; padding: 20px; border-radius: 8px;">
-                        <h3 style="margin-top: 0;">Project ${i}</h3>
-                        <p style="color: #94a3b8; font-size: 0.9rem;">High-performance application solving real-world business challenges.</p>
-                        <div style="margin: 15px 0;"><span style="background: #0f172a; padding: 4px 8px; border-radius: 4px; font-size: 0.75rem; color: #38bdf8;">React</span></div>
-                        <a href="#" style="color: #38bdf8; text-decoration: none; font-weight: bold;">View Details →</a>
-                    </div>`);
-                }
-            </script>
-        </div>
-    </section>
-
-    <!-- Contact -->
-    <section id="contact" style="padding: 80px 20px; max-width: 600px; margin: auto; text-align: center;">
-        <h2 style="color: #38bdf8;">Contact Me</h2>
-        <form style="display: flex; flex-direction: column; gap: 15px; margin-top: 20px;">
-            <input type="text" placeholder="Name" style="padding: 12px; background: #1e293b; border: 1px solid #334155; color: white; border-radius: 4px;">
-            <input type="email" placeholder="Email" style="padding: 12px; background: #1e293b; border: 1px solid #334155; color: white; border-radius: 4px;">
-            <textarea placeholder="Message" rows="5" style="padding: 12px; background: #1e293b; border: 1px solid #334155; color: white; border-radius: 4px;"></textarea>
-            <button style="padding: 12px; background: #38bdf8; border: none; color: #0f172a; font-weight: bold; cursor: pointer; border-radius: 4px;">Send Message</button>
-        </form>
-    </section>
-
-    <footer style="text-align: center; padding: 40px; color: #475569; border-top: 1px solid #1e293b;">
-        &copy; 2023 Alex Chen | GitHub | LinkedIn | Twitter
-    </footer>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/006-html-portfolio/outputs/base/turn-1.html b/evals/data/experiments/006-html-portfolio/outputs/base/turn-1.html
deleted file mode 100644
index 117c0b0..0000000
--- a/evals/data/experiments/006-html-portfolio/outputs/base/turn-1.html
+++ /dev/null
@@ -1,80 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Jordan Rivera | Cloud Infrastructure Engineer</title>
-</head>
-<body style="margin: 0; font-family: 'Segoe UI', sans-serif; background-color: #0f172a; color: #f1f5f9; line-height: 1.6;">
-
-    <!-- Navigation -->
-    <nav style="padding: 2rem; display: flex; justify-content: space-between; align-items: center; max-width: 1200px; margin: auto;">
-        <h2 style="margin: 0; color: #38bdf8;">JR.</h2>
-        <div style="display: flex; gap: 20px;">
-            <a href="#about" style="color: #cbd5e1; text-decoration: none;">About</a>
-            <a href="#projects" style="color: #cbd5e1; text-decoration: none;">Projects</a>
-            <a href="#contact" style="color: #cbd5e1; text-decoration: none;">Contact</a>
-        </div>
-    </nav>
-
-    <!-- Hero -->
-    <section style="text-align: center; padding: 100px 20px;">
-        <h1 style="font-size: 3.5rem; margin-bottom: 0.5rem; color: #ffffff;">Jordan Rivera</h1>
-        <h2 style="color: #38bdf8; margin-top: 0;">Cloud Infrastructure Engineer</h2>
-        <p style="max-width: 600px; margin: 20px auto; color: #94a3b8;">Architecting scalable, resilient cloud environments and automating deployment pipelines for high-traffic systems.</p>
-    </section>
-
-    <!-- About -->
-    <section id="about" style="padding: 80px 20px; background: #1e293b; max-width: 1200px; margin: auto; border-radius: 1rem; display: flex; align-items: center; gap: 40px; flex-wrap: wrap;">
-        <div style="width: 200px; height: 200px; background: #334155; border-radius: 50%; margin: auto; flex-shrink: 0; display: flex; align-items: center; justify-content: center;">Profile Image</div>
-        <div>
-            <h2 style="color: #38bdf8;">About Me</h2>
-            <p>I am a Cloud Infrastructure Engineer specializing in building secure and automated infrastructure as code. I have a passion for optimizing cloud costs, enhancing system reliability, and streamlining developer workflows through CI/CD automation.</p>
-        </div>
-    </section>
-
-    <!-- Skills -->
-    <section style="padding: 80px 20px; max-width: 1200px; margin: auto;">
-        <h2 style="text-align: center; color: #38bdf8;">Skills</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 40px; margin-top: 40px;">
-            <div><h3>Cloud Platforms</h3><div style="background: #334155; height: 8px; border-radius: 4px;"><div style="width: 95%; background: #38bdf8; height: 100%; border-radius: 4px;"></div></div></div>
-            <div><h3>Infrastructure as Code</h3><div style="background: #334155; height: 8px; border-radius: 4px;"><div style="width: 85%; background: #38bdf8; height: 100%; border-radius: 4px;"></div></div></div>
-            <div><h3>Automation & CI/CD</h3><div style="background: #334155; height: 8px; border-radius: 4px;"><div style="width: 80%; background: #38bdf8; height: 100%; border-radius: 4px;"></div></div></div>
-        </div>
-    </section>
-
-    <!-- Projects -->
-    <section id="projects" style="padding: 80px 20px; max-width: 1200px; margin: auto;">
-        <h2 style="text-align: center; color: #38bdf8;">Projects</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(350px, 1fr)); gap: 20px; margin-top: 40px;">
-            <script>
-                const projects = ["AWS Migration", "Kubernetes Cluster Setup", "Terraform Modules", "CI/CD Pipeline Design", "Zero-Trust Network Setup", "Multi-Region Availability"];
-                projects.forEach((proj, i) => {
-                    document.write(`
-                    <div style="background: #1e293b; padding: 20px; border-radius: 8px;">
-                        <h3 style="margin-top: 0;">${proj}</h3>
-                        <p style="color: #94a3b8; font-size: 0.9rem;">Engineered robust infrastructure solutions focusing on scalability, security, and high availability.</p>
-                        <div style="margin: 15px 0;"><span style="background: #0f172a; padding: 4px 8px; border-radius: 4px; font-size: 0.75rem; color: #38bdf8;">Cloud-Native</span></div>
-                        <a href="#" style="color: #38bdf8; text-decoration: none; font-weight: bold;">View Details →</a>
-                    </div>`);
-                });
-            </script>
-        </div>
-    </section>
-
-    <!-- Contact -->
-    <section id="contact" style="padding: 80px 20px; max-width: 600px; margin: auto; text-align: center;">
-        <h2 style="color: #38bdf8;">Contact Me</h2>
-        <form style="display: flex; flex-direction: column; gap: 15px; margin-top: 20px;">
-            <input type="text" placeholder="Name" style="padding: 12px; background: #1e293b; border: 1px solid #334155; color: white; border-radius: 4px;">
-            <input type="email" placeholder="Email" style="padding: 12px; background: #1e293b; border: 1px solid #334155; color: white; border-radius: 4px;">
-            <textarea placeholder="Message" rows="5" style="padding: 12px; background: #1e293b; border: 1px solid #334155; color: white; border-radius: 4px;"></textarea>
-            <button style="padding: 12px; background: #38bdf8; border: none; color: #0f172a; font-weight: bold; cursor: pointer; border-radius: 4px;">Send Message</button>
-        </form>
-    </section>
-
-    <footer style="text-align: center; padding: 40px; color: #475569; border-top: 1px solid #1e293b;">
-        &copy; 2023 Jordan Rivera | GitHub | LinkedIn | Twitter
-    </footer>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/006-html-portfolio/outputs/base/turn-2.html b/evals/data/experiments/006-html-portfolio/outputs/base/turn-2.html
deleted file mode 100644
index 86910fb..0000000
--- a/evals/data/experiments/006-html-portfolio/outputs/base/turn-2.html
+++ /dev/null
@@ -1,89 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Jordan Rivera | Cloud Infrastructure Engineer</title>
-</head>
-<body style="margin: 0; font-family: 'Segoe UI', sans-serif; background-color: #0f172a; color: #f1f5f9; line-height: 1.6;">
-
-    <!-- Navigation -->
-    <nav style="padding: 2rem; display: flex; justify-content: space-between; align-items: center; max-width: 1200px; margin: auto;">
-        <h2 style="margin: 0; color: #38bdf8;">JR.</h2>
-        <div style="display: flex; gap: 20px;">
-            <a href="#about" style="color: #cbd5e1; text-decoration: none;">About</a>
-            <a href="#projects" style="color: #cbd5e1; text-decoration: none;">Projects</a>
-            <a href="#contact" style="color: #cbd5e1; text-decoration: none;">Contact</a>
-        </div>
-    </nav>
-
-    <!-- Hero -->
-    <section style="text-align: center; padding: 100px 20px;">
-        <h1 style="font-size: 3.5rem; margin-bottom: 0.5rem; color: #ffffff;">Jordan Rivera</h1>
-        <h2 style="color: #38bdf8; margin-top: 0;">Cloud Infrastructure Engineer</h2>
-        <p style="max-width: 600px; margin: 20px auto; color: #94a3b8;">Architecting scalable, resilient cloud environments and automating deployment pipelines for high-traffic systems.</p>
-    </section>
-
-    <!-- About -->
-    <section id="about" style="padding: 80px 20px; background: #1e293b; max-width: 1200px; margin: auto; border-radius: 1rem; display: flex; align-items: center; gap: 40px; flex-wrap: wrap;">
-        <div style="width: 200px; height: 200px; background: #334155; border-radius: 50%; margin: auto; flex-shrink: 0; display: flex; align-items: center; justify-content: center;">Profile Image</div>
-        <div>
-            <h2 style="color: #38bdf8;">About Me</h2>
-            <p>I am a Cloud Infrastructure Engineer specializing in building secure and automated infrastructure as code. I have a passion for optimizing cloud costs, enhancing system reliability, and streamlining developer workflows through CI/CD automation.</p>
-        </div>
-    </section>
-
-    <!-- Skills -->
-    <section style="padding: 80px 20px; max-width: 1200px; margin: auto;">
-        <h2 style="text-align: center; color: #38bdf8;">Skills</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 40px; margin-top: 40px;">
-            <div><h3>Cloud Platforms</h3><div style="background: #334155; height: 8px; border-radius: 4px;"><div style="width: 95%; background: #38bdf8; height: 100%; border-radius: 4px;"></div></div></div>
-            <div><h3>Infrastructure as Code</h3><div style="background: #334155; height: 8px; border-radius: 4px;"><div style="width: 85%; background: #38bdf8; height: 100%; border-radius: 4px;"></div></div></div>
-            <div><h3>Automation & CI/CD</h3><div style="background: #334155; height: 8px; border-radius: 4px;"><div style="width: 80%; background: #38bdf8; height: 100%; border-radius: 4px;"></div></div></div>
-        </div>
-    </section>
-
-    <!-- Projects -->
-    <section id="projects" style="padding: 80px 20px; max-width: 1200px; margin: auto;">
-        <h2 style="text-align: center; color: #38bdf8;">Projects</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(280px, 1fr)); gap: 20px; margin-top: 40px;">
-            <script>
-                const projects = [
-                    {title: "AWS Migration", tech: "AWS, Terraform"},
-                    {title: "Kubernetes Cluster Setup", tech: "K8s, Helm"},
-                    {title: "Terraform Modules", tech: "HCL, Azure"},
-                    {title: "CI/CD Pipeline Design", tech: "GitHub Actions"},
-                    {title: "Zero-Trust Network Setup", tech: "VPN, Vault"},
-                    {title: "Multi-Region Availability", tech: "GCP, Docker"},
-                    {title: "Kubernetes Autoscaler", tech: "K8s, Prometheus"},
-                    {title: "GraphQL Gateway", tech: "Apollo, Node.js"}
-                ];
-                projects.forEach((proj) => {
-                    document.write(`
-                    <div style="background: #1e293b; padding: 20px; border-radius: 8px;">
-                        <h3 style="margin-top: 0;">${proj.title}</h3>
-                        <p style="color: #94a3b8; font-size: 0.9rem;">High-performance engineering solution for modern enterprise needs.</p>
-                        <div style="margin: 15px 0;"><span style="background: #0f172a; padding: 4px 8px; border-radius: 4px; font-size: 0.75rem; color: #38bdf8;">${proj.tech}</span></div>
-                        <a href="#" style="color: #38bdf8; text-decoration: none; font-weight: bold;">View Details →</a>
-                    </div>`);
-                });
-            </script>
-        </div>
-    </section>
-
-    <!-- Contact -->
-    <section id="contact" style="padding: 80px 20px; max-width: 600px; margin: auto; text-align: center;">
-        <h2 style="color: #38bdf8;">Contact Me</h2>
-        <form style="display: flex; flex-direction: column; gap: 15px; margin-top: 20px;">
-            <input type="text" placeholder="Name" style="padding: 12px; background: #1e293b; border: 1px solid #334155; color: white; border-radius: 4px;">
-            <input type="email" placeholder="Email" style="padding: 12px; background: #1e293b; border: 1px solid #334155; color: white; border-radius: 4px;">
-            <textarea placeholder="Message" rows="5" style="padding: 12px; background: #1e293b; border: 1px solid #334155; color: white; border-radius: 4px;"></textarea>
-            <button style="padding: 12px; background: #38bdf8; border: none; color: #0f172a; font-weight: bold; cursor: pointer; border-radius: 4px;">Send Message</button>
-        </form>
-    </section>
-
-    <footer style="text-align: center; padding: 40px; color: #475569; border-top: 1px solid #1e293b;">
-        &copy; 2023 Jordan Rivera | GitHub | LinkedIn | Twitter
-    </footer>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/006-html-portfolio/outputs/base/turn-3.html b/evals/data/experiments/006-html-portfolio/outputs/base/turn-3.html
deleted file mode 100644
index 635e5d4..0000000
--- a/evals/data/experiments/006-html-portfolio/outputs/base/turn-3.html
+++ /dev/null
@@ -1,112 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Jordan Rivera | Cloud Infrastructure Engineer</title>
-</head>
-<body style="margin: 0; font-family: 'Segoe UI', sans-serif; background-color: #0f172a; color: #f1f5f9; line-height: 1.6;">
-
-    <!-- Navigation -->
-    <nav style="padding: 2rem; display: flex; justify-content: space-between; align-items: center; max-width: 1200px; margin: auto;">
-        <h2 style="margin: 0; color: #38bdf8;">JR.</h2>
-        <div style="display: flex; gap: 20px;">
-            <a href="#about" style="color: #cbd5e1; text-decoration: none;">About</a>
-            <a href="#projects" style="color: #cbd5e1; text-decoration: none;">Projects</a>
-            <a href="#blog" style="color: #cbd5e1; text-decoration: none;">Blog</a>
-            <a href="#contact" style="color: #cbd5e1; text-decoration: none;">Contact</a>
-        </div>
-    </nav>
-
-    <!-- Hero -->
-    <section style="text-align: center; padding: 100px 20px;">
-        <h1 style="font-size: 3.5rem; margin-bottom: 0.5rem; color: #ffffff;">Jordan Rivera</h1>
-        <h2 style="color: #38bdf8; margin-top: 0;">Cloud Infrastructure Engineer</h2>
-        <p style="max-width: 600px; margin: 20px auto; color: #94a3b8;">Architecting scalable, resilient cloud environments and automating deployment pipelines for high-traffic systems.</p>
-    </section>
-
-    <!-- About -->
-    <section id="about" style="padding: 80px 20px; background: #1e293b; max-width: 1200px; margin: auto; border-radius: 1rem; display: flex; align-items: center; gap: 40px; flex-wrap: wrap;">
-        <div style="width: 200px; height: 200px; background: #334155; border-radius: 50%; margin: auto; flex-shrink: 0; display: flex; align-items: center; justify-content: center;">Profile Image</div>
-        <div>
-            <h2 style="color: #38bdf8;">About Me</h2>
-            <p>I am a Cloud Infrastructure Engineer specializing in building secure and automated infrastructure as code. I have a passion for optimizing cloud costs, enhancing system reliability, and streamlining developer workflows through CI/CD automation.</p>
-        </div>
-    </section>
-
-    <!-- Skills -->
-    <section style="padding: 80px 20px; max-width: 1200px; margin: auto;">
-        <h2 style="text-align: center; color: #38bdf8;">Skills</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 40px; margin-top: 40px;">
-            <div><h3>Cloud Platforms</h3><div style="background: #334155; height: 8px; border-radius: 4px;"><div style="width: 95%; background: #38bdf8; height: 100%; border-radius: 4px;"></div></div></div>
-            <div><h3>Infrastructure as Code</h3><div style="background: #334155; height: 8px; border-radius: 4px;"><div style="width: 85%; background: #38bdf8; height: 100%; border-radius: 4px;"></div></div></div>
-            <div><h3>Automation & CI/CD</h3><div style="background: #334155; height: 8px; border-radius: 4px;"><div style="width: 80%; background: #38bdf8; height: 100%; border-radius: 4px;"></div></div></div>
-        </div>
-    </section>
-
-    <!-- Projects -->
-    <section id="projects" style="padding: 80px 20px; max-width: 1200px; margin: auto;">
-        <h2 style="text-align: center; color: #38bdf8;">Projects</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(280px, 1fr)); gap: 20px; margin-top: 40px;">
-            <script>
-                const projects = [
-                    {title: "AWS Migration", tech: "AWS, Terraform"},
-                    {title: "Kubernetes Cluster Setup", tech: "K8s, Helm"},
-                    {title: "Terraform Modules", tech: "HCL, Azure"},
-                    {title: "CI/CD Pipeline Design", tech: "GitHub Actions"},
-                    {title: "Zero-Trust Network Setup", tech: "VPN, Vault"},
-                    {title: "Multi-Region Availability", tech: "GCP, Docker"},
-                    {title: "Kubernetes Autoscaler", tech: "K8s, Prometheus"},
-                    {title: "GraphQL Gateway", tech: "Apollo, Node.js"}
-                ];
-                projects.forEach(proj => {
-                    document.write(`
-                    <div style="background: #1e293b; padding: 20px; border-radius: 8px;">
-                        <h3 style="margin-top: 0;">${proj.title}</h3>
-                        <p style="color: #94a3b8; font-size: 0.9rem;">Optimizing infrastructure for performance and scale.</p>
-                        <div style="margin: 15px 0;"><span style="background: #0f172a; padding: 4px 8px; border-radius: 4px; font-size: 0.75rem; color: #38bdf8;">${proj.tech}</span></div>
-                        <a href="#" style="color: #38bdf8; text-decoration: none; font-weight: bold;">View Details →</a>
-                    </div>`);
-                });
-            </script>
-        </div>
-    </section>
-
-    <!-- Blog Section -->
-    <section id="blog" style="padding: 80px 20px; max-width: 1200px; margin: auto;">
-        <h2 style="text-align: center; color: #38bdf8;">Recent Blog Posts</h2>
-        <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 30px; margin-top: 40px;">
-            <div style="border-left: 2px solid #38bdf8; padding-left: 20px;">
-                <h3 style="margin: 0;">Scaling K8s Clusters</h3>
-                <small style="color: #64748b;">Oct 24, 2023</small>
-                <p style="color: #94a3b8;">Deep dive into horizontal pod autoscaling patterns for high traffic.</p>
-            </div>
-            <div style="border-left: 2px solid #38bdf8; padding-left: 20px;">
-                <h3 style="margin: 0;">Terraform Best Practices</h3>
-                <small style="color: #64748b;">Oct 12, 2023</small>
-                <p style="color: #94a3b8;">Refining your infrastructure modules for better maintainability.</p>
-            </div>
-            <div style="border-left: 2px solid #38bdf8; padding-left: 20px;">
-                <h3 style="margin: 0;">Serverless Security</h3>
-                <small style="color: #64748b;">Sep 30, 2023</small>
-                <p style="color: #94a3b8;">Securing your serverless functions against common vulnerabilities.</p>
-            </div>
-        </div>
-    </section>
-
-    <!-- Contact -->
-    <section id="contact" style="padding: 80px 20px; max-width: 600px; margin: auto; text-align: center;">
-        <h2 style="color: #38bdf8;">Contact Me</h2>
-        <form style="display: flex; flex-direction: column; gap: 15px; margin-top: 20px;">
-            <input type="text" placeholder="Name" style="padding: 12px; background: #1e293b; border: 1px solid #334155; color: white; border-radius: 4px;">
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-            <button style="padding: 12px; background: #38bdf8; border: none; color: #0f172a; font-weight: bold; cursor: pointer; border-radius: 4px;">Send Message</button>
-        </form>
-    </section>
-
-    <footer style="text-align: center; padding: 40px; color: #475569; border-top: 1px solid #1e293b;">
-        &copy; 2023 Jordan Rivera | GitHub | LinkedIn | Twitter
-    </footer>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/007-html-blog-post/eval.json b/evals/data/experiments/007-html-blog-post/eval.json
deleted file mode 100644
index 89fd34e..0000000
--- a/evals/data/experiments/007-html-blog-post/eval.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
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diff --git a/evals/data/experiments/007-html-blog-post/metrics.json b/evals/data/experiments/007-html-blog-post/metrics.json
deleted file mode 100644
index f1ffa89..0000000
--- a/evals/data/experiments/007-html-blog-post/metrics.json
+++ /dev/null
@@ -1,228 +0,0 @@
-{
-  "experiment_id": "007-html-blog-post",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:50:15.524100+00:00",
-  "format": "text/html",
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-    "output_tokens": 1336,
-    "latency_ms": 6789,
-    "artifact_bytes": 4998
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-    "output_tokens": 1422,
-    "latency_ms": 7382,
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-        "latency_ms": 5890,
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diff --git a/evals/data/experiments/007-html-blog-post/outputs/aap/turn-0.html b/evals/data/experiments/007-html-blog-post/outputs/aap/turn-0.html
deleted file mode 100644
index faa8c86..0000000
--- a/evals/data/experiments/007-html-blog-post/outputs/aap/turn-0.html
+++ /dev/null
@@ -1,75 +0,0 @@
-<div style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; line-height: 1.6; color: #333; max-width: 800px; margin: 0 auto; padding: 20px;">
-  <aap:target id="header">
-    <header style="border-bottom: 1px solid #eee; padding-bottom: 20px; margin-bottom: 40px; display: flex; justify-content: space-between; align-items: center;">
-      <h1 style="margin: 0; font-size: 1.5rem;">RustScale Blog</h1>
-      <nav>
-        <a href="#" style="margin-right: 15px; text-decoration: none; color: #666;">Home</a>
-        <a href="#" style="margin-right: 15px; text-decoration: none; color: #666;">Architecture</a>
-        <input type="text" placeholder="Search..." style="padding: 5px; border: 1px solid #ddd; border-radius: 4px;">
-      </nav>
-    </header>
-  </aap:target>
-
-  <aap:target id="article-content">
-    <article>
-      <h1 style="font-size: 2.5rem; margin-bottom: 10px;">Building Scalable Microservices with Rust</h1>
-      <p style="color: #666; font-size: 0.9rem;">
-        By <aap:target id="author-name">Alex Rivers</aap:target> | 
-        <aap:target id="post-date">October 24, 2023</aap:target> | 
-        <aap:target id="reading-time">8 min read</aap:target>
-      </p>
-
-      <p>Rust has emerged as a powerhouse for building microservices, primarily due to its memory safety guarantees and zero-cost abstractions. When building at scale, the ability to control memory layout and concurrency without a garbage collector provides a distinct advantage in terms of predictable latency.</p>
-
-      <p>The first step in any robust microservice architecture is selecting the right runtime. The <code>tokio</code> ecosystem has become the de facto standard for asynchronous I/O. By leveraging <code>async/await</code> syntax, we can handle thousands of concurrent requests with minimal thread overhead.</p>
-
-      <pre style="background: #f4f4f4; padding: 15px; border-radius: 5px; overflow-x: auto;"><code>#[tokio::main]
-async fn main() -> Result<(), Box&lt;dyn std::error::Error>> {
-    let listener = TcpListener::bind("127.0.0.1:8080").await?;
-    loop {
-        let (socket, _) = listener.accept().await?;
-        tokio::spawn(async move {
-            process(socket).await;
-        });
-    }
-}</code></pre>
-
-      <p>Communication between services is another critical vector for optimization. Moving away from heavy JSON-over-HTTP toward gRPC with Protobuf can significantly reduce payload size and CPU usage for serialization. Using <code>tonic</code>, a gRPC implementation for Rust, we get type-safe service definitions that catch contract mismatches at compile time.</p>
-
-      <p>State management in distributed systems is notoriously difficult. When building scalable services, we often lean on shared-nothing architectures. By using Rust's ownership model, we can safely share data across threads using <code>Arc&lt;T&gt;</code> and <code>RwLock&lt;T&gt;</code>, ensuring that our shared state is protected against data races without the overhead of runtime locks in managed languages.</p>
-
-      <p>Observability should not be an afterthought. Integrating <code>tracing</code> into your microservices allows for structured logging and distributed spans. This is vital when debugging a request that passes through five different services; being able to correlate spans across service boundaries is the difference between a five-minute fix and a five-hour investigation.</p>
-    </article>
-  </aap:target>
-
-  <aap:target id="author-bio">
-    <div style="background: #f9f9f9; padding: 20px; border-radius: 8px; margin: 40px 0;">
-      <h3 style="margin-top: 0;">About the Author</h3>
-      <p>Alex is a Senior Staff Engineer specializing in distributed systems and systems programming. He currently focuses on high-performance infrastructure at scale.</p>
-    </div>
-  </aap:target>
-
-  <aap:target id="comments-section">
-    <section>
-      <h3>Comments</h3>
-      <div id="comment-list">
-        <div style="margin-bottom: 20px; border-bottom: 1px solid #eee; padding-bottom: 10px;">
-          <strong>Sarah Jenkins</strong> <small>2 days ago</small>
-          <p>Great write-up. The move to tonic for our gRPC layer was a total game-changer for our latency metrics.</p>
-        </div>
-        <div style="margin-bottom: 20px; border-bottom: 1px solid #eee; padding-bottom: 10px;">
-          <strong>Marcus Thorne</strong> <small>3 days ago</small>
-          <p>How do you handle graceful shutdowns in Tokio when using long-running streams?</p>
-        </div>
-        <div style="margin-bottom: 20px; border-bottom: 1px solid #eee; padding-bottom: 10px;">
-          <strong>Elena Rossi</strong> <small>5 days ago</small>
-          <p>The section on tracing was helpful. We’ve been struggling to correlate logs in our production environment.</p>
-        </div>
-        <div style="margin-bottom: 20px; border-bottom: 1px solid #eee; padding-bottom: 10px;">
-          <strong>David Wu</strong> <small>1 week ago</small>
-          <p>Rust is definitely the future of backend microservices. The compile-time checks alone make it worth the learning curve.</p>
-        </div>
-      </div>
-    </section>
-  </aap:target>
-</div>
\ No newline at end of file
diff --git a/evals/data/experiments/007-html-blog-post/outputs/aap/turn-1.html b/evals/data/experiments/007-html-blog-post/outputs/aap/turn-1.html
deleted file mode 100644
index 97181bb..0000000
--- a/evals/data/experiments/007-html-blog-post/outputs/aap/turn-1.html
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "article-content",
-  "version": 1,
-  "name": "edit",
-  "content": [
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-      "op": "replace",
-      "target": {
-        "type": "pointer",
-        "value": "/article/h1"
-      },
-      "content": "Building Scalable Microservices with Go and gRPC"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/007-html-blog-post/outputs/aap/turn-1.json b/evals/data/experiments/007-html-blog-post/outputs/aap/turn-1.json
deleted file mode 100644
index 51e43e3..0000000
--- a/evals/data/experiments/007-html-blog-post/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
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-  "name": "synthesize",
-  "meta": {
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-    "tokens_used": null,
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-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"article-content\",\n  \"version\": 1,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"replace\",\n      \"target\": {\n        \"type\": \"pointer\",\n        \"value\": \"/article/h1\"\n      },\n      \"content\": \"Building Scalable Microservices with Go and gRPC\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/007-html-blog-post/outputs/aap/turn-2.html b/evals/data/experiments/007-html-blog-post/outputs/aap/turn-2.html
deleted file mode 100644
index 1cbd463..0000000
--- a/evals/data/experiments/007-html-blog-post/outputs/aap/turn-2.html
+++ /dev/null
@@ -1,43 +0,0 @@
-<article id="article-content">
-  <h1>Building Scalable Microservices with Go and gRPC</h1>
-  <section id="comments-section">
-    <h2>Comments</h2>
-    <aap:target id="comment-list">
-      <div class="comment" id="comment-1">
-        <p><strong>Alice:</strong> Great overview! How do you handle distributed tracing?</p>
-        <div class="replies">
-          <aap:target id="replies-1">
-            <div class="reply" id="reply-1-1">
-              <p><strong>Author:</strong> Thanks! I'm using OpenTelemetry with Jaeger.</p>
-            </div>
-            <div class="reply" id="reply-1-2">
-              <p><strong>Bob:</strong> @Author, do you have a specific tutorial for that setup?</p>
-            </div>
-          </aap:target>
-        </div>
-      </div>
-      <div class="comment" id="comment-2">
-        <p><strong>Charlie:</strong> Very informative. What about service discovery?</p>
-        <div class="replies">
-          <aap:target id="replies-2">
-            <div class="reply" id="reply-2-1">
-              <p><strong>Author:</strong> We currently use Consul, but moving to Kubernetes native DNS.</p>
-            </div>
-          </aap:target>
-        </div>
-      </div>
-      <div class="comment" id="comment-3">
-        <p><strong>David:</strong> How does this perform under high load?</p>
-      </div>
-      <div class="comment" id="comment-4">
-        <p><strong>Eve:</strong> Thanks for sharing this architecture pattern.</p>
-      </div>
-      <div class="comment" id="comment-5">
-        <p><strong>Frank:</strong> Do you use any specific service mesh?</p>
-      </div>
-      <div class="comment" id="comment-6">
-        <p><strong>Grace:</strong> This is exactly what I was looking for.</p>
-      </div>
-    </aap:target>
-  </section>
-</article>
\ No newline at end of file
diff --git a/evals/data/experiments/007-html-blog-post/outputs/aap/turn-2.json b/evals/data/experiments/007-html-blog-post/outputs/aap/turn-2.json
deleted file mode 100644
index 2a8cf6a..0000000
--- a/evals/data/experiments/007-html-blog-post/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "article-content",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
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-      "body": "<article id=\"article-content\">\n  <h1>Building Scalable Microservices with Go and gRPC</h1>\n  <section id=\"comments-section\">\n    <h2>Comments</h2>\n    <aap:target id=\"comment-list\">\n      <div class=\"comment\" id=\"comment-1\">\n        <p><strong>Alice:</strong> Great overview! How do you handle distributed tracing?</p>\n        <div class=\"replies\">\n          <aap:target id=\"replies-1\">\n            <div class=\"reply\" id=\"reply-1-1\">\n              <p><strong>Author:</strong> Thanks! I'm using OpenTelemetry with Jaeger.</p>\n            </div>\n            <div class=\"reply\" id=\"reply-1-2\">\n              <p><strong>Bob:</strong> @Author, do you have a specific tutorial for that setup?</p>\n            </div>\n          </aap:target>\n        </div>\n      </div>\n      <div class=\"comment\" id=\"comment-2\">\n        <p><strong>Charlie:</strong> Very informative. What about service discovery?</p>\n        <div class=\"replies\">\n          <aap:target id=\"replies-2\">\n            <div class=\"reply\" id=\"reply-2-1\">\n              <p><strong>Author:</strong> We currently use Consul, but moving to Kubernetes native DNS.</p>\n            </div>\n          </aap:target>\n        </div>\n      </div>\n      <div class=\"comment\" id=\"comment-3\">\n        <p><strong>David:</strong> How does this perform under high load?</p>\n      </div>\n      <div class=\"comment\" id=\"comment-4\">\n        <p><strong>Eve:</strong> Thanks for sharing this architecture pattern.</p>\n      </div>\n      <div class=\"comment\" id=\"comment-5\">\n        <p><strong>Frank:</strong> Do you use any specific service mesh?</p>\n      </div>\n      <div class=\"comment\" id=\"comment-6\">\n        <p><strong>Grace:</strong> This is exactly what I was looking for.</p>\n      </div>\n    </aap:target>\n  </section>\n</article>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/007-html-blog-post/outputs/aap/turn-3.html b/evals/data/experiments/007-html-blog-post/outputs/aap/turn-3.html
deleted file mode 100644
index 1cbd463..0000000
--- a/evals/data/experiments/007-html-blog-post/outputs/aap/turn-3.html
+++ /dev/null
@@ -1,43 +0,0 @@
-<article id="article-content">
-  <h1>Building Scalable Microservices with Go and gRPC</h1>
-  <section id="comments-section">
-    <h2>Comments</h2>
-    <aap:target id="comment-list">
-      <div class="comment" id="comment-1">
-        <p><strong>Alice:</strong> Great overview! How do you handle distributed tracing?</p>
-        <div class="replies">
-          <aap:target id="replies-1">
-            <div class="reply" id="reply-1-1">
-              <p><strong>Author:</strong> Thanks! I'm using OpenTelemetry with Jaeger.</p>
-            </div>
-            <div class="reply" id="reply-1-2">
-              <p><strong>Bob:</strong> @Author, do you have a specific tutorial for that setup?</p>
-            </div>
-          </aap:target>
-        </div>
-      </div>
-      <div class="comment" id="comment-2">
-        <p><strong>Charlie:</strong> Very informative. What about service discovery?</p>
-        <div class="replies">
-          <aap:target id="replies-2">
-            <div class="reply" id="reply-2-1">
-              <p><strong>Author:</strong> We currently use Consul, but moving to Kubernetes native DNS.</p>
-            </div>
-          </aap:target>
-        </div>
-      </div>
-      <div class="comment" id="comment-3">
-        <p><strong>David:</strong> How does this perform under high load?</p>
-      </div>
-      <div class="comment" id="comment-4">
-        <p><strong>Eve:</strong> Thanks for sharing this architecture pattern.</p>
-      </div>
-      <div class="comment" id="comment-5">
-        <p><strong>Frank:</strong> Do you use any specific service mesh?</p>
-      </div>
-      <div class="comment" id="comment-6">
-        <p><strong>Grace:</strong> This is exactly what I was looking for.</p>
-      </div>
-    </aap:target>
-  </section>
-</article>
\ No newline at end of file
diff --git a/evals/data/experiments/007-html-blog-post/outputs/aap/turn-3.json b/evals/data/experiments/007-html-blog-post/outputs/aap/turn-3.json
deleted file mode 100644
index b7edd25..0000000
--- a/evals/data/experiments/007-html-blog-post/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "article-content",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "comments-section"
-      },
-      "content": "<section id=\"related-articles\">\n  <h2>Related Articles</h2>\n  <div class=\"related-grid\">\n    <div class=\"related-card\">\n      <h3>Mastering Kubernetes Deployment</h3>\n      <p>A comprehensive guide to managing your containerized services at scale.</p>\n    </div>\n    <div class=\"related-card\">\n      <h3>Introduction to Protocol Buffers</h3>\n      <p>Learn how to define efficient service interfaces for high-performance systems.</p>\n    </div>\n    <div class=\"related-card\">\n      <h3>Securing Go Microservices</h3>\n      <p>Best practices for authentication and authorization in a distributed Go environment.</p>\n    </div>\n  </div>\n</section>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/007-html-blog-post/outputs/base/turn-0.html b/evals/data/experiments/007-html-blog-post/outputs/base/turn-0.html
deleted file mode 100644
index ee7e2b4..0000000
--- a/evals/data/experiments/007-html-blog-post/outputs/base/turn-0.html
+++ /dev/null
@@ -1,74 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Building Scalable Microservices with Rust | TechArchitect Blog</title>
-    <style>
-        body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif; line-height: 1.6; color: #333; max-width: 800px; margin: 0 auto; padding: 20px; background: #f4f4f9; }
-        header { display: flex; justify-content: space-between; align-items: center; padding: 20px 0; border-bottom: 2px solid #ddd; margin-bottom: 40px; }
-        nav a { margin-left: 15px; text-decoration: none; color: #555; }
-        article { background: white; padding: 40px; border-radius: 8px; box-shadow: 0 2px 5px rgba(0,0,0,0.1); }
-        h1 { margin-top: 0; }
-        .meta { color: #777; font-size: 0.9em; margin-bottom: 30px; }
-        pre { background: #272822; color: #f8f8f2; padding: 15px; border-radius: 5px; overflow-x: auto; }
-        .bio { background: #eee; padding: 20px; border-radius: 8px; margin-top: 40px; display: flex; align-items: center; }
-        .avatar { width: 60px; height: 60px; background: #ccc; border-radius: 50%; margin-right: 20px; }
-        .comment { border-bottom: 1px solid #eee; padding: 15px 0; }
-        .comment-header { font-weight: bold; font-size: 0.9em; }
-        input[type="text"] { padding: 5px; }
-    </style>
-</head>
-<body>
-
-<header>
-    <strong>TechArchitect</strong>
-    <nav>
-        <a href="#">Blog</a>
-        <a href="#">About</a>
-        <input type="text" placeholder="Search...">
-    </nav>
-</header>
-
-<article>
-    <h1>Building Scalable Microservices with Rust</h1>
-    <div class="meta">By Alex Rivers | Oct 24, 2023 | 6 min read</div>
-
-    <p>Rust has rapidly evolved from a systems programming language into a top-tier choice for building high-performance microservices. Its unique ownership model, which guarantees memory safety without a garbage collector, provides a predictable latency profile that is essential for modern distributed systems.</p>
-
-    <p>When designing microservices, the choice of the asynchronous runtime is critical. <code>Tokio</code> serves as the industry standard for Rust, offering an event-driven, non-blocking I/O platform. It allows developers to handle thousands of concurrent connections efficiently, which is a common requirement in API gateways and backend services.</p>
-
-    <pre><code>use axum::{routing::get, Router};
-
-#[tokio::main]
-async fn main() {
-    let app = Router::new().route("/", get(|| async { "Hello, Scalable Rust!" }));
-    let listener = tokio::net::TcpListener::bind("0.0.0.0:3000").await.unwrap();
-    axum::serve(listener, app).await.unwrap();
-}</code></pre>
-
-    <p>Beyond the runtime, structuring your services for scalability involves effective communication strategies. gRPC, powered by <code>Tonic</code> in the Rust ecosystem, is often preferred over REST for inter-service communication. Its protocol buffer definition ensures strict contract enforcement between services, reducing runtime errors and improving performance through binary serialization.</p>
-
-    <p>Error handling in Rust is another area where the language shines. Instead of using exceptions, Rust forces developers to explicitly handle possible failures using the <code>Result</code> type. In a microservices context, this ensures that every potential network failure or database timeout is addressed at compile time, leading to significantly more robust deployments.</p>
-
-    <p>Finally, deployment becomes trivial with Rust’s ability to compile to small, static binaries. By utilizing minimal base Docker images like <code>scratch</code> or <code>distroless</code>, you can create service images that are under 50MB. This drastically reduces cold-start times in serverless environments and minimizes the security attack surface of your containers.</p>
-</article>
-
-<div class="bio">
-    <div class="avatar"></div>
-    <div>
-        <strong>Alex Rivers</strong>
-        <p>Senior Backend Engineer and Rust enthusiast. Focused on performance optimization and distributed systems architecture.</p>
-    </div>
-</div>
-
-<section id="comments">
-    <h3>Comments (4)</h3>
-    <div class="comment"><div class="comment-header">Sarah J. - 2 days ago</div>Excellent guide on Tokio. I’m curious, do you have any specific recommendations for database pooling with SQLx?</div>
-    <div class="comment"><div class="comment-header">Marcus T. - 1 day ago</div>The performance benefits compared to Python microservices are night and day. Great write-up!</div>
-    <div class="comment"><div class="comment-header">Elena R. - 5 hours ago</div>I struggled with async lifetimes initially, but this architecture helped clarify things. Thanks.</div>
-    <div class="comment"><div class="comment-header">David K. - 1 hour ago</div>Great article. Have you considered doing a follow-up on testing strategies for these services?</div>
-</section>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/007-html-blog-post/outputs/base/turn-1.html b/evals/data/experiments/007-html-blog-post/outputs/base/turn-1.html
deleted file mode 100644
index 7cbb1d5..0000000
--- a/evals/data/experiments/007-html-blog-post/outputs/base/turn-1.html
+++ /dev/null
@@ -1,77 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Building Scalable Microservices with Go and gRPC | TechArchitect Blog</title>
-    <style>
-        body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif; line-height: 1.6; color: #333; max-width: 800px; margin: 0 auto; padding: 20px; background: #f4f4f9; }
-        header { display: flex; justify-content: space-between; align-items: center; padding: 20px 0; border-bottom: 2px solid #ddd; margin-bottom: 40px; }
-        nav a { margin-left: 15px; text-decoration: none; color: #555; }
-        article { background: white; padding: 40px; border-radius: 8px; box-shadow: 0 2px 5px rgba(0,0,0,0.1); }
-        h1 { margin-top: 0; }
-        .meta { color: #777; font-size: 0.9em; margin-bottom: 30px; }
-        pre { background: #272822; color: #f8f8f2; padding: 15px; border-radius: 5px; overflow-x: auto; }
-        .bio { background: #eee; padding: 20px; border-radius: 8px; margin-top: 40px; display: flex; align-items: center; }
-        .avatar { width: 60px; height: 60px; background: #ccc; border-radius: 50%; margin-right: 20px; }
-        .comment { border-bottom: 1px solid #eee; padding: 15px 0; }
-        .comment-header { font-weight: bold; font-size: 0.9em; }
-        input[type="text"] { padding: 5px; }
-    </style>
-</head>
-<body>
-
-<header>
-    <strong>TechArchitect</strong>
-    <nav>
-        <a href="#">Blog</a>
-        <a href="#">About</a>
-        <input type="text" placeholder="Search...">
-    </nav>
-</header>
-
-<article>
-    <h1>Building Scalable Microservices with Go and gRPC</h1>
-    <div class="meta">By Alex Rivers | Oct 24, 2023 | 6 min read</div>
-
-    <p>Go has established itself as the lingua franca of cloud-native development. Its simplicity, combined with built-in concurrency primitives like goroutines, makes it an ideal candidate for building high-throughput microservices that can scale horizontally across distributed clusters.</p>
-
-    <p>When designing microservices, the choice of the communication protocol is paramount. gRPC, built on top of HTTP/2, provides a high-performance, language-agnostic RPC framework that is natively supported by Go. It allows developers to define services using Protocol Buffers, ensuring type safety and efficient serialization for inter-service communication.</p>
-
-    <pre><code>import (
-    "google.golang.org/grpc"
-    "net"
-)
-
-func main() {
-    lis, _ := net.Listen("tcp", ":50051")
-    s := grpc.NewServer()
-    // Register your gRPC services here
-    s.Serve(lis)
-}</code></pre>
-
-    <p>Scaling microservices isn't just about the network protocol; it's about handling state and concurrency effectively. Go’s model of "sharing memory by communicating" via channels allows developers to manage internal state without the complexity of traditional locking mechanisms, leading to cleaner and more maintainable codebase structures.</p>
-
-    <p>Error handling in Go is explicit and intentional. By treating errors as values, the language forces developers to consider failure states at every step of a request lifecycle. In a microservices architecture, this discipline ensures that failures in one part of the system don't cascade silently, allowing for better circuit breaking and graceful degradation.</p>
-
-    <p>Finally, the operational simplicity of Go is unmatched. Compiling a service into a single static binary simplifies the CI/CD pipeline significantly. When containerized, these small, self-contained binaries allow for rapid scaling in Kubernetes, with extremely fast startup times that are essential for handling unpredictable traffic spikes in production.</p>
-</article>
-
-<div class="bio">
-    <div class="avatar"></div>
-    <div>
-        <strong>Alex Rivers</strong>
-        <p>Senior Backend Engineer and Go proponent. Specialized in building resilient cloud-native infrastructures and gRPC-based architectures.</p>
-    </div>
-</div>
-
-<section id="comments">
-    <h3>Comments (4)</h3>
-    <div class="comment"><div class="comment-header">Sarah J. - 2 days ago</div>Excellent guide on gRPC implementation. How do you handle interceptors for authentication in your Go services?</div>
-    <div class="comment"><div class="comment-header">Marcus T. - 1 day ago</div>Go's concurrency model really makes the difference when managing hundreds of gRPC streams. Great write-up!</div>
-    <div class="comment"><div class="comment-header">Elena R. - 5 hours ago</div>I've been transitioning from Python to Go and this architecture approach makes so much sense. Thanks.</div>
-    <div class="comment"><div class="comment-header">David K. - 1 hour ago</div>Great article. Do you have a preferred library for generating protobuf code from your Go structures?</div>
-</section>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/007-html-blog-post/outputs/base/turn-2.html b/evals/data/experiments/007-html-blog-post/outputs/base/turn-2.html
deleted file mode 100644
index 56c5221..0000000
--- a/evals/data/experiments/007-html-blog-post/outputs/base/turn-2.html
+++ /dev/null
@@ -1,103 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Building Scalable Microservices with Go and gRPC | TechArchitect Blog</title>
-    <style>
-        body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif; line-height: 1.6; color: #333; max-width: 800px; margin: 0 auto; padding: 20px; background: #f4f4f9; }
-        header { display: flex; justify-content: space-between; align-items: center; padding: 20px 0; border-bottom: 2px solid #ddd; margin-bottom: 40px; }
-        nav a { margin-left: 15px; text-decoration: none; color: #555; }
-        article { background: white; padding: 40px; border-radius: 8px; box-shadow: 0 2px 5px rgba(0,0,0,0.1); }
-        h1 { margin-top: 0; }
-        .meta { color: #777; font-size: 0.9em; margin-bottom: 30px; }
-        pre { background: #272822; color: #f8f8f2; padding: 15px; border-radius: 5px; overflow-x: auto; }
-        .bio { background: #eee; padding: 20px; border-radius: 8px; margin-top: 40px; display: flex; align-items: center; }
-        .avatar { width: 60px; height: 60px; background: #ccc; border-radius: 50%; margin-right: 20px; }
-        .comment-section { margin-top: 40px; }
-        .comment { border-bottom: 1px solid #eee; padding: 15px 0; }
-        .reply { margin-left: 40px; border-left: 2px solid #ddd; padding-left: 15px; background: #fafafa; }
-        .comment-header { font-weight: bold; font-size: 0.9em; }
-        input[type="text"] { padding: 5px; }
-    </style>
-</head>
-<body>
-
-<header>
-    <strong>TechArchitect</strong>
-    <nav>
-        <a href="#">Blog</a>
-        <a href="#">About</a>
-        <input type="text" placeholder="Search...">
-    </nav>
-</header>
-
-<article>
-    <h1>Building Scalable Microservices with Go and gRPC</h1>
-    <div class="meta">By Alex Rivers | Oct 24, 2023 | 6 min read</div>
-
-    <p>Go has established itself as the lingua franca of cloud-native development. Its simplicity, combined with built-in concurrency primitives like goroutines, makes it an ideal candidate for building high-throughput microservices that can scale horizontally across distributed clusters.</p>
-
-    <p>When designing microservices, the choice of the communication protocol is paramount. gRPC, built on top of HTTP/2, provides a high-performance, language-agnostic RPC framework that is natively supported by Go. It allows developers to define services using Protocol Buffers, ensuring type safety and efficient serialization for inter-service communication.</p>
-
-    <pre><code>import (
-    "google.golang.org/grpc"
-    "net"
-)
-
-func main() {
-    lis, _ := net.Listen("tcp", ":50051")
-    s := grpc.NewServer()
-    // Register your gRPC services here
-    s.Serve(lis)
-}</code></pre>
-
-    <p>Scaling microservices isn't just about the network protocol; it's about handling state and concurrency effectively. Go’s model of "sharing memory by communicating" via channels allows developers to manage internal state without the complexity of traditional locking mechanisms, leading to cleaner and more maintainable codebase structures.</p>
-
-    <p>Error handling in Go is explicit and intentional. By treating errors as values, the language forces developers to consider failure states at every step of a request lifecycle. In a microservices architecture, this discipline ensures that failures in one part of the system don't cascade silently, allowing for better circuit breaking and graceful degradation.</p>
-
-    <p>Finally, the operational simplicity of Go is unmatched. Compiling a service into a single static binary simplifies the CI/CD pipeline significantly. When containerized, these small, self-contained binaries allow for rapid scaling in Kubernetes, with extremely fast startup times that are essential for handling unpredictable traffic spikes in production.</p>
-</article>
-
-<div class="bio">
-    <div class="avatar"></div>
-    <div>
-        <strong>Alex Rivers</strong>
-        <p>Senior Backend Engineer and Go proponent. Specialized in building resilient cloud-native infrastructures and gRPC-based architectures.</p>
-    </div>
-</div>
-
-<section class="comment-section">
-    <h3>Comments (6)</h3>
-    
-    <div class="comment">
-        <div class="comment-header">Sarah J. - 2 days ago</div>
-        Excellent guide on gRPC implementation. How do you handle interceptors for authentication in your Go services?
-        <div class="comment reply">
-            <div class="comment-header">Alex Rivers (Author) - 1 day ago</div>
-            I typically use unary interceptors to inspect the Metadata for JWT tokens. It keeps the authentication logic decoupled from the actual business handlers.
-        </div>
-    </div>
-
-    <div class="comment">
-        <div class="comment-header">Marcus T. - 1 day ago</div>
-        Go's concurrency model really makes the difference when managing hundreds of gRPC streams. Great write-up!
-        <div class="comment reply">
-            <div class="comment-header">Sarah J. - 12 hours ago</div>
-            Totally agree, Marcus. The ability to spawn goroutines per stream makes handling long-lived connections so much easier compared to thread-based models.
-        </div>
-    </div>
-
-    <div class="comment">
-        <div class="comment-header">Elena R. - 5 hours ago</div>
-        I've been transitioning from Python to Go and this architecture approach makes so much sense. Thanks.
-    </div>
-
-    <div class="comment">
-        <div class="comment-header">David K. - 1 hour ago</div>
-        Great article. Do you have a preferred library for generating protobuf code from your Go structures?
-    </div>
-</section>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/007-html-blog-post/outputs/base/turn-3.html b/evals/data/experiments/007-html-blog-post/outputs/base/turn-3.html
deleted file mode 100644
index 7ed0dac..0000000
--- a/evals/data/experiments/007-html-blog-post/outputs/base/turn-3.html
+++ /dev/null
@@ -1,115 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Building Scalable Microservices with Go and gRPC | TechArchitect Blog</title>
-    <style>
-        body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif; line-height: 1.6; color: #333; max-width: 800px; margin: 0 auto; padding: 20px; background: #f4f4f9; }
-        header { display: flex; justify-content: space-between; align-items: center; padding: 20px 0; border-bottom: 2px solid #ddd; margin-bottom: 40px; }
-        nav a { margin-left: 15px; text-decoration: none; color: #555; }
-        article { background: white; padding: 40px; border-radius: 8px; box-shadow: 0 2px 5px rgba(0,0,0,0.1); }
-        h1 { margin-top: 0; }
-        .meta { color: #777; font-size: 0.9em; margin-bottom: 30px; }
-        pre { background: #272822; color: #f8f8f2; padding: 15px; border-radius: 5px; overflow-x: auto; }
-        .bio { background: #eee; padding: 20px; border-radius: 8px; margin-top: 40px; display: flex; align-items: center; }
-        .avatar { width: 60px; height: 60px; background: #ccc; border-radius: 50%; margin-right: 20px; }
-        .related-section { margin-top: 40px; display: grid; grid-template-columns: repeat(3, 1fr); gap: 20px; }
-        .card { background: white; padding: 15px; border-radius: 8px; border: 1px solid #ddd; }
-        .card h4 { margin: 0 0 10px 0; }
-        .comment-section { margin-top: 40px; }
-        .comment { border-bottom: 1px solid #eee; padding: 15px 0; }
-        .reply { margin-left: 40px; border-left: 2px solid #ddd; padding-left: 15px; background: #fafafa; }
-        .comment-header { font-weight: bold; font-size: 0.9em; }
-        input[type="text"] { padding: 5px; }
-    </style>
-</head>
-<body>
-
-<header>
-    <strong>TechArchitect</strong>
-    <nav>
-        <a href="#">Blog</a>
-        <a href="#">About</a>
-        <input type="text" placeholder="Search...">
-    </nav>
-</header>
-
-<article>
-    <h1>Building Scalable Microservices with Go and gRPC</h1>
-    <div class="meta">By Alex Rivers | Oct 24, 2023 | 6 min read</div>
-
-    <p>Go has established itself as the lingua franca of cloud-native development. Its simplicity, combined with built-in concurrency primitives like goroutines, makes it an ideal candidate for building high-throughput microservices that can scale horizontally across distributed clusters.</p>
-
-    <p>When designing microservices, the choice of the communication protocol is paramount. gRPC, built on top of HTTP/2, provides a high-performance, language-agnostic RPC framework that is natively supported by Go. It allows developers to define services using Protocol Buffers, ensuring type safety and efficient serialization for inter-service communication.</p>
-
-    <pre><code>import (
-    "google.golang.org/grpc"
-    "net"
-)
-
-func main() {
-    lis, _ := net.Listen("tcp", ":50051")
-    s := grpc.NewServer()
-    // Register your gRPC services here
-    s.Serve(lis)
-}</code></pre>
-
-    <p>Scaling microservices isn't just about the network protocol; it's about handling state and concurrency effectively. Go’s model of "sharing memory by communicating" via channels allows developers to manage internal state without the complexity of traditional locking mechanisms, leading to cleaner and more maintainable codebase structures.</p>
-
-    <p>Error handling in Go is explicit and intentional. By treating errors as values, the language forces developers to consider failure states at every step of a request lifecycle. In a microservices architecture, this discipline ensures that failures in one part of the system don't cascade silently, allowing for better circuit breaking and graceful degradation.</p>
-
-    <p>Finally, the operational simplicity of Go is unmatched. Compiling a service into a single static binary simplifies the CI/CD pipeline significantly. When containerized, these small, self-contained binaries allow for rapid scaling in Kubernetes, with extremely fast startup times that are essential for handling unpredictable traffic spikes in production.</p>
-</article>
-
-<div class="bio">
-    <div class="avatar"></div>
-    <div>
-        <strong>Alex Rivers</strong>
-        <p>Senior Backend Engineer and Go proponent. Specialized in building resilient cloud-native infrastructures and gRPC-based architectures.</p>
-    </div>
-</div>
-
-<section>
-    <h3>Related Articles</h3>
-    <div class="related-section">
-        <div class="card"><h4>Kubernetes Patterns</h4><p>Essential patterns for managing containerized applications at scale.</p></div>
-        <div class="card"><h4>Database Sharding</h4><p>Techniques for horizontal database scaling in distributed systems.</p></div>
-        <div class="card"><h4>Event-Driven Go</h4><p>Mastering Kafka and NATS with Go for asynchronous messaging.</p></div>
-    </div>
-</section>
-
-<section class="comment-section">
-    <h3>Comments (6)</h3>
-    
-    <div class="comment">
-        <div class="comment-header">Sarah J. - 2 days ago</div>
-        Excellent guide on gRPC implementation. How do you handle interceptors for authentication in your Go services?
-        <div class="comment reply">
-            <div class="comment-header">Alex Rivers (Author) - 1 day ago</div>
-            I typically use unary interceptors to inspect the Metadata for JWT tokens. It keeps the authentication logic decoupled from the actual business handlers.
-        </div>
-    </div>
-
-    <div class="comment">
-        <div class="comment-header">Marcus T. - 1 day ago</div>
-        Go's concurrency model really makes the difference when managing hundreds of gRPC streams. Great write-up!
-        <div class="comment reply">
-            <div class="comment-header">Sarah J. - 12 hours ago</div>
-            Totally agree, Marcus. The ability to spawn goroutines per stream makes handling long-lived connections so much easier compared to thread-based models.
-        </div>
-    </div>
-
-    <div class="comment">
-        <div class="comment-header">Elena R. - 5 hours ago</div>
-        I've been transitioning from Python to Go and this architecture approach makes so much sense. Thanks.
-    </div>
-
-    <div class="comment">
-        <div class="comment-header">David K. - 1 hour ago</div>
-        Great article. Do you have a preferred library for generating protobuf code from your Go structures?
-    </div>
-</section>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/008-html-admin-users/eval.json b/evals/data/experiments/008-html-admin-users/eval.json
deleted file mode 100644
index 34c8229..0000000
--- a/evals/data/experiments/008-html-admin-users/eval.json
+++ /dev/null
@@ -1,71 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.12,
-      "token_f1": 0.4396,
-      "base_char_count": 3970,
-      "aap_char_count": 3811,
-      "char_delta_pct": -4.0,
-      "lines_added": 71,
-      "lines_removed": 80,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.1222,
-      "token_f1": 0.3846,
-      "base_char_count": 4434,
-      "aap_char_count": 2994,
-      "char_delta_pct": -32.5,
-      "lines_added": 50,
-      "lines_removed": 87,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.1081,
-      "token_f1": 0.2337,
-      "base_char_count": 4609,
-      "aap_char_count": 1109,
-      "char_delta_pct": -75.9,
-      "lines_added": 21,
-      "lines_removed": 99,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 3,
-      "sequence_similarity": 0.0673,
-      "token_f1": 0.1625,
-      "base_char_count": 4649,
-      "aap_char_count": 820,
-      "char_delta_pct": -82.4,
-      "lines_added": 20,
-      "lines_removed": 100,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 4,
-      "sequence_similarity": 0.0735,
-      "token_f1": 0.2852,
-      "base_char_count": 4967,
-      "aap_char_count": 1889,
-      "char_delta_pct": -62.0,
-      "lines_added": 44,
-      "lines_removed": 105,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.0982,
-  "mean_token_f1": 0.3011,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/008-html-admin-users/metrics.json b/evals/data/experiments/008-html-admin-users/metrics.json
deleted file mode 100644
index b7c97ac..0000000
--- a/evals/data/experiments/008-html-admin-users/metrics.json
+++ /dev/null
@@ -1,274 +0,0 @@
-{
-  "experiment_id": "008-html-admin-users",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:50:55.786306+00:00",
-  "format": "text/html",
-  "base_turn0": {
-    "input_tokens": 121,
-    "output_tokens": 1562,
-    "latency_ms": 6474,
-    "artifact_bytes": 5239
-  },
-  "aap_turn0": {
-    "input_tokens": 460,
-    "output_tokens": 1099,
-    "latency_ms": 5909,
-    "artifact_bytes": 3532
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a 'Department' column to the users table between 'role' and 'status badge' w",
-        "input_tokens": 1708,
-        "output_tokens": 1726,
-        "latency_ms": 6636,
-        "output_bytes": 5761,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the toolbar to include a 'Export CSV' button and a 'Deactivate Selected' ",
-        "input_tokens": 3457,
-        "output_tokens": 1819,
-        "latency_ms": 7993,
-        "output_bytes": 6063,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add 20 more rows to the users table with users who have 'Viewer' and 'Editor' ro",
-        "input_tokens": 5300,
-        "output_tokens": 1882,
-        "latency_ms": 8025,
-        "output_bytes": 6290,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 4,
-        "edit": "Change all status badges to use pill-shaped styling with colors: green for activ",
-        "input_tokens": 7208,
-        "output_tokens": 1904,
-        "latency_ms": 7276,
-        "output_bytes": 6350,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 17673,
-    "total_output_tokens": 7331,
-    "total_latency_ms": 29930
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a 'Department' column to the users table between 'role' and 'status badge' w",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 1789,
-        "output_bytes": 3532,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the toolbar to include a 'Export CSV' button and a 'Deactivate Selected' ",
-        "input_tokens": 2228,
-        "output_tokens": 281,
-        "latency_ms": 2492,
-        "output_bytes": 1426,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Add 20 more rows to the users table with users who have 'Viewer' and 'Editor' ro",
-        "input_tokens": 1577,
-        "output_tokens": 2352,
-        "latency_ms": 8293,
-        "output_bytes": 6611,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 4,
-        "edit": "Change all status badges to use pill-shaped styling with colors: green for activ",
-        "input_tokens": 3421,
-        "output_tokens": 3415,
-        "latency_ms": 12290,
-        "output_bytes": 10761,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 7226,
-    "total_output_tokens": 6048,
-    "total_latency_ms": 24864,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.75
-  },
-  "comparison": {
-    "output_token_savings_pct": 17.5,
-    "input_token_savings_pct": 59.1,
-    "latency_savings_pct": 16.9
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 121,
-        "base_output": 1562,
-        "base_latency_ms": 6474,
-        "aap_input": 460,
-        "aap_output": 1099,
-        "aap_latency_ms": 5909
-      },
-      {
-        "turn": 1,
-        "base_input": 1708,
-        "base_output": 1726,
-        "base_latency_ms": 6636,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 1789,
-        "envelope_name": "edit",
-        "apply_ok": false
-      },
-      {
-        "turn": 2,
-        "base_input": 3457,
-        "base_output": 1819,
-        "base_latency_ms": 7993,
-        "aap_input": 2228,
-        "aap_output": 281,
-        "aap_latency_ms": 2492,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 5300,
-        "base_output": 1882,
-        "base_latency_ms": 8025,
-        "aap_input": 1577,
-        "aap_output": 2352,
-        "aap_latency_ms": 8293,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 4,
-        "base_input": 7208,
-        "base_output": 1904,
-        "base_latency_ms": 7276,
-        "aap_input": 3421,
-        "aap_output": 3415,
-        "aap_latency_ms": 12290,
-        "envelope_name": "edit",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 17794,
-      "base_output": 8893,
-      "base_combined": 26687,
-      "aap_input": 7686,
-      "aap_output": 7147,
-      "aap_combined": 14833,
-      "base_latency_ms": 36404,
-      "aap_latency_ms": 30773,
-      "output_savings_pct": 19.6,
-      "input_delta_pct": -56.8,
-      "combined_savings_pct": 44.4,
-      "latency_savings_pct": 15.5
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.336,
-        "token_f1": 0.5665,
-        "base_char_count": 5239,
-        "aap_char_count": 3439,
-        "char_delta_pct": -34.4,
-        "lines_added": 64,
-        "lines_removed": 91,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.2761,
-        "token_f1": 0.5357,
-        "base_char_count": 5761,
-        "aap_char_count": 3439,
-        "char_delta_pct": -40.3,
-        "lines_added": 64,
-        "lines_removed": 93,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0824,
-        "token_f1": 0.28,
-        "base_char_count": 6063,
-        "aap_char_count": 1362,
-        "char_delta_pct": -77.5,
-        "lines_added": 23,
-        "lines_removed": 95,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.1215,
-        "token_f1": 0.279,
-        "base_char_count": 6290,
-        "aap_char_count": 6520,
-        "char_delta_pct": 3.7,
-        "lines_added": 59,
-        "lines_removed": 104,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 4,
-        "sequence_similarity": 0.0848,
-        "token_f1": 0.2338,
-        "base_char_count": 6350,
-        "aap_char_count": 10630,
-        "char_delta_pct": 67.4,
-        "lines_added": 59,
-        "lines_removed": 103,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.1802,
-    "mean_token_f1": 0.379,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-0.html b/evals/data/experiments/008-html-admin-users/outputs/aap/turn-0.html
deleted file mode 100644
index c3aa97d..0000000
--- a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-0.html
+++ /dev/null
@@ -1,67 +0,0 @@
-<div style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; background: #f4f7f6; padding: 20px; color: #333;">
-  <aap:target id="user-management-page">
-    <div style="max-width: 1200px; margin: 0 auto; background: white; padding: 20px; border-radius: 8px; box-shadow: 0 2px 10px rgba(0,0,0,0.1);">
-      
-      <header style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 20px;">
-        <h1 style="margin: 0; font-size: 20px;">User Management</h1>
-        <div style="display: flex; gap: 10px;">
-          <input type="text" placeholder="Search users..." style="padding: 8px; border: 1px solid #ccc; border-radius: 4px;">
-          <select style="padding: 8px; border: 1px solid #ccc; border-radius: 4px;">
-            <option>Bulk Actions</option>
-            <option>Delete Selected</option>
-          </select>
-          <button style="padding: 8px 16px; background: #007bff; color: white; border: none; border-radius: 4px; cursor: pointer;">Add User</button>
-        </div>
-      </header>
-
-      <div style="display: flex; gap: 15px; margin-bottom: 20px; background: #f8f9fa; padding: 15px; border-radius: 6px;">
-        <select><option>All Roles</option><option>Admin</option><option>User</option></select>
-        <select><option>All Status</option><option>Active</option><option>Inactive</option></select>
-        <input type="date">
-      </div>
-
-      <aap:target id="users-table">
-        <table style="width: 100%; border-collapse: collapse;">
-          <thead>
-            <tr style="border-bottom: 2px solid #eee; text-align: left;">
-              <th style="padding: 12px;"><input type="checkbox"></th>
-              <th style="padding: 12px;">User</th>
-              <th style="padding: 12px;">Email</th>
-              <th style="padding: 12px;">Role</th>
-              <th style="padding: 12px;">Status</th>
-              <th style="padding: 12px;">Last Login</th>
-              <th style="padding: 12px;">Actions</th>
-            </tr>
-          </thead>
-          <tbody id="user-rows">
-            <!-- Simulated rows -->
-            <tr style="border-bottom: 1px solid #eee;">
-              <td style="padding: 12px;"><input type="checkbox"></td>
-              <td style="padding: 12px; display: flex; align-items: center; gap: 10px;"><div style="width: 32px; height: 32px; background: #ccc; border-radius: 50%;"></div> John Doe</td>
-              <td style="padding: 12px;">john@example.com</td>
-              <td style="padding: 12px;">Admin</td>
-              <td style="padding: 12px;"><span style="background: #e6fffa; color: #2c7a7b; padding: 4px 8px; border-radius: 12px; font-size: 12px;">Active</span></td>
-              <td style="padding: 12px;">2 mins ago</td>
-              <td style="padding: 12px;">...</td>
-            </tr>
-            <!-- 80+ rows omitted for brevity, logic remains same -->
-          </tbody>
-        </table>
-      </aap:target>
-
-      <div style="display: flex; justify-content: space-between; align-items: center; margin-top: 20px;">
-        <select>
-          <option>10 per page</option>
-          <option>50 per page</option>
-        </select>
-        <div style="display: flex; gap: 5px;">
-          <button>&lt;</button>
-          <button style="background: #007bff; color: white; border: none; padding: 5px 10px;">1</button>
-          <button>2</button>
-          <button>3</button>
-          <button>&gt;</button>
-        </div>
-      </div>
-    </div>
-  </aap:target>
-</div>
\ No newline at end of file
diff --git a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-1.html b/evals/data/experiments/008-html-admin-users/outputs/aap/turn-1.html
deleted file mode 100644
index c3aa97d..0000000
--- a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-1.html
+++ /dev/null
@@ -1,67 +0,0 @@
-<div style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; background: #f4f7f6; padding: 20px; color: #333;">
-  <aap:target id="user-management-page">
-    <div style="max-width: 1200px; margin: 0 auto; background: white; padding: 20px; border-radius: 8px; box-shadow: 0 2px 10px rgba(0,0,0,0.1);">
-      
-      <header style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 20px;">
-        <h1 style="margin: 0; font-size: 20px;">User Management</h1>
-        <div style="display: flex; gap: 10px;">
-          <input type="text" placeholder="Search users..." style="padding: 8px; border: 1px solid #ccc; border-radius: 4px;">
-          <select style="padding: 8px; border: 1px solid #ccc; border-radius: 4px;">
-            <option>Bulk Actions</option>
-            <option>Delete Selected</option>
-          </select>
-          <button style="padding: 8px 16px; background: #007bff; color: white; border: none; border-radius: 4px; cursor: pointer;">Add User</button>
-        </div>
-      </header>
-
-      <div style="display: flex; gap: 15px; margin-bottom: 20px; background: #f8f9fa; padding: 15px; border-radius: 6px;">
-        <select><option>All Roles</option><option>Admin</option><option>User</option></select>
-        <select><option>All Status</option><option>Active</option><option>Inactive</option></select>
-        <input type="date">
-      </div>
-
-      <aap:target id="users-table">
-        <table style="width: 100%; border-collapse: collapse;">
-          <thead>
-            <tr style="border-bottom: 2px solid #eee; text-align: left;">
-              <th style="padding: 12px;"><input type="checkbox"></th>
-              <th style="padding: 12px;">User</th>
-              <th style="padding: 12px;">Email</th>
-              <th style="padding: 12px;">Role</th>
-              <th style="padding: 12px;">Status</th>
-              <th style="padding: 12px;">Last Login</th>
-              <th style="padding: 12px;">Actions</th>
-            </tr>
-          </thead>
-          <tbody id="user-rows">
-            <!-- Simulated rows -->
-            <tr style="border-bottom: 1px solid #eee;">
-              <td style="padding: 12px;"><input type="checkbox"></td>
-              <td style="padding: 12px; display: flex; align-items: center; gap: 10px;"><div style="width: 32px; height: 32px; background: #ccc; border-radius: 50%;"></div> John Doe</td>
-              <td style="padding: 12px;">john@example.com</td>
-              <td style="padding: 12px;">Admin</td>
-              <td style="padding: 12px;"><span style="background: #e6fffa; color: #2c7a7b; padding: 4px 8px; border-radius: 12px; font-size: 12px;">Active</span></td>
-              <td style="padding: 12px;">2 mins ago</td>
-              <td style="padding: 12px;">...</td>
-            </tr>
-            <!-- 80+ rows omitted for brevity, logic remains same -->
-          </tbody>
-        </table>
-      </aap:target>
-
-      <div style="display: flex; justify-content: space-between; align-items: center; margin-top: 20px;">
-        <select>
-          <option>10 per page</option>
-          <option>50 per page</option>
-        </select>
-        <div style="display: flex; gap: 5px;">
-          <button>&lt;</button>
-          <button style="background: #007bff; color: white; border: none; padding: 5px 10px;">1</button>
-          <button>2</button>
-          <button>3</button>
-          <button>&gt;</button>
-        </div>
-      </div>
-    </div>
-  </aap:target>
-</div>
\ No newline at end of file
diff --git a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-1.json b/evals/data/experiments/008-html-admin-users/outputs/aap/turn-1.json
deleted file mode 100644
index b092310..0000000
--- a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,30 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user-management-page-001",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "users-table"
-      },
-      "content": "              <th style=\"padding: 12px;\">Role</th>\n              <th style=\"padding: 12px;\">Department</th>\n              <th style=\"padding: 12px;\">Status</th>"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "user-rows"
-      },
-      "content": "              <td style=\"padding: 12px;\">Admin</td>\n              <td style=\"padding: 12px;\">Engineering</td>\n              <td style=\"padding: 12px;\"><span style=\"background: #e6fffa; color: #2c7a7b; padding: 4px 8px; border-radius: 12px; font-size: 12px;\">Active</span></td>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-2.html b/evals/data/experiments/008-html-admin-users/outputs/aap/turn-2.html
deleted file mode 100644
index ef9d240..0000000
--- a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-2.html
+++ /dev/null
@@ -1,26 +0,0 @@
-<div style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; background: #f4f7f6; padding: 20px; color: #333;">
-  <aap:target id="user-management-page"><input type="text" placeholder="Search users..." style="padding: 8px; border: 1px solid #ccc; border-radius: 4px;">
-          <button style="padding: 8px 16px; background: #6c757d; color: white; border: none; border-radius: 4px; cursor: pointer;">Export CSV</button>
-          <select style="padding: 8px; border: 1px solid #ccc; border-radius: 4px;">
-            <option>Bulk Actions</option>
-            <option>Delete Selected</option>
-            <option>Deactivate Selected</option>
-          </select>
-          <button style="padding: 8px 16px; background: #007bff; color: white; border: none; border-radius: 4px; cursor: pointer;">Add User</button></aap:target>
-
-      <div style="display: flex; justify-content: space-between; align-items: center; margin-top: 20px;">
-        <select>
-          <option>10 per page</option>
-          <option>50 per page</option>
-        </select>
-        <div style="display: flex; gap: 5px;">
-          <button>&lt;</button>
-          <button style="background: #007bff; color: white; border: none; padding: 5px 10px;">1</button>
-          <button>2</button>
-          <button>3</button>
-          <button>&gt;</button>
-        </div>
-      </div>
-    </div>
-  </aap:target>
-</div>
\ No newline at end of file
diff --git a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-2.json b/evals/data/experiments/008-html-admin-users/outputs/aap/turn-2.json
deleted file mode 100644
index 459167b..0000000
--- a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user-management-page-001",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "user-management-page"
-      },
-      "content": "<input type=\"text\" placeholder=\"Search users...\" style=\"padding: 8px; border: 1px solid #ccc; border-radius: 4px;\">\n          <button style=\"padding: 8px 16px; background: #6c757d; color: white; border: none; border-radius: 4px; cursor: pointer;\">Export CSV</button>\n          <select style=\"padding: 8px; border: 1px solid #ccc; border-radius: 4px;\">\n            <option>Bulk Actions</option>\n            <option>Delete Selected</option>\n            <option>Deactivate Selected</option>\n          </select>\n          <button style=\"padding: 8px 16px; background: #007bff; color: white; border: none; border-radius: 4px; cursor: pointer;\">Add User</button>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-3.html b/evals/data/experiments/008-html-admin-users/outputs/aap/turn-3.html
deleted file mode 100644
index ad4363a..0000000
--- a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-3.html
+++ /dev/null
@@ -1,62 +0,0 @@
-<div style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; background: #f4f7f6; padding: 20px; color: #333;">
-  <aap:target id="user-management-page">
-    <div style="margin-bottom: 20px;">
-      <input type="text" placeholder="Search users..." style="padding: 8px; border: 1px solid #ccc; border-radius: 4px;">
-      <button style="padding: 8px 16px; background: #6c757d; color: white; border: none; border-radius: 4px; cursor: pointer;">Export CSV</button>
-      <select style="padding: 8px; border: 1px solid #ccc; border-radius: 4px;">
-        <option>Bulk Actions</option>
-        <option>Delete Selected</option>
-        <option>Deactivate Selected</option>
-      </select>
-      <button style="padding: 8px 16px; background: #007bff; color: white; border: none; border-radius: 4px; cursor: pointer;">Add User</button>
-    </div>
-
-    <table style="width: 100%; border-collapse: collapse; background: white; border-radius: 8px; overflow: hidden;">
-      <thead>
-        <tr style="background: #e9ecef; text-align: left;">
-          <th style="padding: 12px;">Name</th>
-          <th style="padding: 12px;">Email</th>
-          <th style="padding: 12px;">Role</th>
-        </tr>
-      </thead>
-      <tbody id="user-table-body">
-        <aap:target id="user-rows">
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 1</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u1@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 2</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u2@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 3</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u3@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 4</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u4@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 5</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u5@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 6</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u6@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 7</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u7@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 8</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u8@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 9</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u9@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 10</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u10@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 11</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u11@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 12</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u12@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 13</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u13@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 14</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u14@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 15</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u15@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 16</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u16@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 17</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u17@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 18</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u18@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 19</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u19@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 20</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u20@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td></tr>
-        </aap:target>
-      </tbody>
-    </table>
-
-    <div style="display: flex; justify-content: space-between; align-items: center; margin-top: 20px;">
-      <select>
-        <option>10 per page</option>
-        <option>50 per page</option>
-      </select>
-      <div style="display: flex; gap: 5px;">
-        <button>&lt;</button>
-        <button style="background: #007bff; color: white; border: none; padding: 5px 10px;">1</button>
-        <button>2</button>
-        <button>3</button>
-        <button>&gt;</button>
-      </div>
-    </div>
-  </aap:target>
-</div>
\ No newline at end of file
diff --git a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-3.json b/evals/data/experiments/008-html-admin-users/outputs/aap/turn-3.json
deleted file mode 100644
index 76fcbc2..0000000
--- a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user-table-update",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<div style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; background: #f4f7f6; padding: 20px; color: #333;\">\n  <aap:target id=\"user-management-page\">\n    <div style=\"margin-bottom: 20px;\">\n      <input type=\"text\" placeholder=\"Search users...\" style=\"padding: 8px; border: 1px solid #ccc; border-radius: 4px;\">\n      <button style=\"padding: 8px 16px; background: #6c757d; color: white; border: none; border-radius: 4px; cursor: pointer;\">Export CSV</button>\n      <select style=\"padding: 8px; border: 1px solid #ccc; border-radius: 4px;\">\n        <option>Bulk Actions</option>\n        <option>Delete Selected</option>\n        <option>Deactivate Selected</option>\n      </select>\n      <button style=\"padding: 8px 16px; background: #007bff; color: white; border: none; border-radius: 4px; cursor: pointer;\">Add User</button>\n    </div>\n\n    <table style=\"width: 100%; border-collapse: collapse; background: white; border-radius: 8px; overflow: hidden;\">\n      <thead>\n        <tr style=\"background: #e9ecef; text-align: left;\">\n          <th style=\"padding: 12px;\">Name</th>\n          <th style=\"padding: 12px;\">Email</th>\n          <th style=\"padding: 12px;\">Role</th>\n        </tr>\n      </thead>\n      <tbody id=\"user-table-body\">\n        <aap:target id=\"user-rows\">\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 1</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u1@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 2</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u2@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 3</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u3@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 4</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u4@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 5</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u5@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 6</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u6@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 7</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u7@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 8</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u8@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 9</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u9@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 10</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u10@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 11</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u11@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 12</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u12@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 13</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u13@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 14</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u14@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 15</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u15@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 16</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u16@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 17</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u17@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 18</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u18@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 19</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u19@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 20</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u20@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td></tr>\n        </aap:target>\n      </tbody>\n    </table>\n\n    <div style=\"display: flex; justify-content: space-between; align-items: center; margin-top: 20px;\">\n      <select>\n        <option>10 per page</option>\n        <option>50 per page</option>\n      </select>\n      <div style=\"display: flex; gap: 5px;\">\n        <button>&lt;</button>\n        <button style=\"background: #007bff; color: white; border: none; padding: 5px 10px;\">1</button>\n        <button>2</button>\n        <button>3</button>\n        <button>&gt;</button>\n      </div>\n    </div>\n  </aap:target>\n</div>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/008-html-admin-users/outputs/base/turn-0.html b/evals/data/experiments/008-html-admin-users/outputs/base/turn-0.html
deleted file mode 100644
index 85f5961..0000000
--- a/evals/data/experiments/008-html-admin-users/outputs/base/turn-0.html
+++ /dev/null
@@ -1,94 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>User Management Admin</title>
-</head>
-<body style="font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; background-color: #f4f7f6; margin: 0; padding: 20px; color: #333;">
-
-    <div style="max-width: 1200px; margin: 0 auto; background: #fff; padding: 20px; border-radius: 8px; box-shadow: 0 2px 10px rgba(0,0,0,0.1);">
-        <!-- Toolbar -->
-        <div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 20px; gap: 10px; flex-wrap: wrap;">
-            <div style="display: flex; gap: 10px;">
-                <button style="background: #2563eb; color: white; border: none; padding: 10px 20px; border-radius: 5px; cursor: pointer;">+ Add User</button>
-                <select style="padding: 10px; border: 1px solid #ddd; border-radius: 5px;">
-                    <option>Bulk Actions</option>
-                    <option>Delete Selected</option>
-                    <option>Change Status</option>
-                </select>
-            </div>
-            <input type="text" placeholder="Search users..." style="padding: 10px; width: 300px; border: 1px solid #ddd; border-radius: 5px;">
-        </div>
-
-        <!-- Filter Bar -->
-        <div style="display: flex; gap: 15px; margin-bottom: 20px; padding: 15px; background: #f9fafb; border-radius: 5px;">
-            <select style="padding: 8px; border: 1px solid #ddd;"><option>All Roles</option><option>Admin</option><option>Editor</option></select>
-            <select style="padding: 8px; border: 1px solid #ddd;"><option>All Status</option><option>Active</option><option>Inactive</option></select>
-            <input type="date" style="padding: 8px; border: 1px solid #ddd;">
-            <button style="background: #64748b; color: white; border: none; padding: 8px 15px; border-radius: 5px;">Filter</button>
-        </div>
-
-        <!-- Table -->
-        <div style="overflow-x: auto;">
-            <table style="width: 100%; border-collapse: collapse; text-align: left;">
-                <thead style="background: #f8fafc; border-bottom: 2px solid #e2e8f0;">
-                    <tr>
-                        <th style="padding: 12px;"><input type="checkbox"></th>
-                        <th style="padding: 12px;">User</th>
-                        <th style="padding: 12px;">Email</th>
-                        <th style="padding: 12px;">Role</th>
-                        <th style="padding: 12px;">Status</th>
-                        <th style="padding: 12px;">Last Login</th>
-                        <th style="padding: 12px;">Actions</th>
-                    </tr>
-                </thead>
-                <tbody id="userTableBody">
-                    <!-- Rows generated via script -->
-                </tbody>
-            </table>
-        </div>
-
-        <!-- Pagination -->
-        <div style="display: flex; justify-content: space-between; align-items: center; margin-top: 20px;">
-            <select style="padding: 5px;"><option>10 per page</option><option>50 per page</option></select>
-            <div style="display: flex; gap: 5px;">
-                <button style="padding: 5px 10px; border: 1px solid #ddd;">Prev</button>
-                <button style="padding: 5px 10px; border: 1px solid #2563eb; background: #2563eb; color: white;">1</button>
-                <button style="padding: 5px 10px; border: 1px solid #ddd;">2</button>
-                <button style="padding: 5px 10px; border: 1px solid #ddd;">3</button>
-                <button style="padding: 5px 10px; border: 1px solid #ddd;">Next</button>
-            </div>
-        </div>
-    </div>
-
-    <script>
-        const tbody = document.getElementById('userTableBody');
-        const roles = ['Admin', 'Editor', 'Subscriber'];
-        const statuses = ['Active', 'Inactive'];
-
-        for(let i = 1; i <= 80; i++) {
-            const tr = document.createElement('tr');
-            tr.style.borderBottom = '1px solid #eee';
-            const status = statuses[Math.floor(Math.random() * 2)];
-            tr.innerHTML = `
-                <td style="padding: 12px;"><input type="checkbox"></td>
-                <td style="padding: 12px; display: flex; align-items: center; gap: 10px;">
-                    <div style="width: 32px; height: 32px; background: #cbd5e1; border-radius: 50%;"></div>
-                    User ${i}
-                </td>
-                <td style="padding: 12px;">user${i}@example.com</td>
-                <td style="padding: 12px;">${roles[Math.floor(Math.random() * 3)]}</td>
-                <td style="padding: 12px;">
-                    <span style="padding: 4px 8px; border-radius: 12px; font-size: 12px; background: ${status === 'Active' ? '#dcfce7' : '#fee2e2'}; color: ${status === 'Active' ? '#166534' : '#991b1b'};">
-                        ${status}
-                    </span>
-                </td>
-                <td style="padding: 12px;">Oct ${i % 28 + 1}, 2023</td>
-                <td style="padding: 12px;"><select><option>Edit</option><option>Delete</option></select></td>
-            `;
-            tbody.appendChild(tr);
-        }
-    </script>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/008-html-admin-users/outputs/base/turn-1.html b/evals/data/experiments/008-html-admin-users/outputs/base/turn-1.html
deleted file mode 100644
index 1222b2c..0000000
--- a/evals/data/experiments/008-html-admin-users/outputs/base/turn-1.html
+++ /dev/null
@@ -1,96 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>User Management Admin</title>
-</head>
-<body style="font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; background-color: #f4f7f6; margin: 0; padding: 20px; color: #333;">
-
-    <div style="max-width: 1200px; margin: 0 auto; background: #fff; padding: 20px; border-radius: 8px; box-shadow: 0 2px 10px rgba(0,0,0,0.1);">
-        <!-- Toolbar -->
-        <div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 20px; gap: 10px; flex-wrap: wrap;">
-            <div style="display: flex; gap: 10px;">
-                <button style="background: #2563eb; color: white; border: none; padding: 10px 20px; border-radius: 5px; cursor: pointer;">+ Add User</button>
-                <select style="padding: 10px; border: 1px solid #ddd; border-radius: 5px;">
-                    <option>Bulk Actions</option>
-                    <option>Delete Selected</option>
-                    <option>Change Status</option>
-                </select>
-            </div>
-            <input type="text" placeholder="Search users..." style="padding: 10px; width: 300px; border: 1px solid #ddd; border-radius: 5px;">
-        </div>
-
-        <!-- Filter Bar -->
-        <div style="display: flex; gap: 15px; margin-bottom: 20px; padding: 15px; background: #f9fafb; border-radius: 5px;">
-            <select style="padding: 8px; border: 1px solid #ddd;"><option>All Roles</option><option>Admin</option><option>Editor</option></select>
-            <select style="padding: 8px; border: 1px solid #ddd;"><option>All Departments</option><option>Engineering</option><option>Marketing</option><option>Sales</option></select>
-            <select style="padding: 8px; border: 1px solid #ddd;"><option>All Status</option><option>Active</option><option>Inactive</option></select>
-            <button style="background: #64748b; color: white; border: none; padding: 8px 15px; border-radius: 5px;">Filter</button>
-        </div>
-
-        <!-- Table -->
-        <div style="overflow-x: auto;">
-            <table style="width: 100%; border-collapse: collapse; text-align: left;">
-                <thead style="background: #f8fafc; border-bottom: 2px solid #e2e8f0;">
-                    <tr>
-                        <th style="padding: 12px;"><input type="checkbox"></th>
-                        <th style="padding: 12px;">User</th>
-                        <th style="padding: 12px;">Email</th>
-                        <th style="padding: 12px;">Role</th>
-                        <th style="padding: 12px;">Department</th>
-                        <th style="padding: 12px;">Status</th>
-                        <th style="padding: 12px;">Last Login</th>
-                        <th style="padding: 12px;">Actions</th>
-                    </tr>
-                </thead>
-                <tbody id="userTableBody">
-                    <!-- Rows generated via script -->
-                </tbody>
-            </table>
-        </div>
-
-        <!-- Pagination -->
-        <div style="display: flex; justify-content: space-between; align-items: center; margin-top: 20px;">
-            <select style="padding: 5px;"><option>10 per page</option><option>50 per page</option></select>
-            <div style="display: flex; gap: 5px;">
-                <button style="padding: 5px 10px; border: 1px solid #ddd; cursor: pointer;">Prev</button>
-                <button style="padding: 5px 10px; border: 1px solid #2563eb; background: #2563eb; color: white;">1</button>
-                <button style="padding: 5px 10px; border: 1px solid #ddd;">2</button>
-                <button style="padding: 5px 10px; border: 1px solid #ddd;">Next</button>
-            </div>
-        </div>
-    </div>
-
-    <script>
-        const tbody = document.getElementById('userTableBody');
-        const roles = ['Admin', 'Editor', 'User', 'Support'];
-        const depts = ['Engineering', 'Marketing', 'Sales', 'Product', 'HR', 'Finance'];
-        const statuses = ['Active', 'Inactive'];
-
-        for(let i = 1; i <= 80; i++) {
-            const tr = document.createElement('tr');
-            tr.style.borderBottom = '1px solid #eee';
-            const status = statuses[Math.floor(Math.random() * 2)];
-            tr.innerHTML = `
-                <td style="padding: 12px;"><input type="checkbox"></td>
-                <td style="padding: 12px; display: flex; align-items: center; gap: 10px;">
-                    <div style="width: 32px; height: 32px; background: #cbd5e1; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 12px; font-weight: bold; color: #fff;">U${i}</div>
-                    User ${i}
-                </td>
-                <td style="padding: 12px;">user${i}@corporate.com</td>
-                <td style="padding: 12px;">${roles[Math.floor(Math.random() * roles.length)]}</td>
-                <td style="padding: 12px; color: #64748b; font-size: 0.9em;">${depts[Math.floor(Math.random() * depts.length)]}</td>
-                <td style="padding: 12px;">
-                    <span style="padding: 4px 8px; border-radius: 12px; font-size: 11px; font-weight: 600; background: ${status === 'Active' ? '#dcfce7' : '#fee2e2'}; color: ${status === 'Active' ? '#166534' : '#991b1b'};">
-                        ${status}
-                    </span>
-                </td>
-                <td style="padding: 12px; color: #64748b;">Oct ${i % 28 + 1}, 2023</td>
-                <td style="padding: 12px;"><button style="background:none; border:none; color:#2563eb; cursor:pointer;">Edit</button></td>
-            `;
-            tbody.appendChild(tr);
-        }
-    </script>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/008-html-admin-users/outputs/base/turn-2.html b/evals/data/experiments/008-html-admin-users/outputs/base/turn-2.html
deleted file mode 100644
index fe8aa3f..0000000
--- a/evals/data/experiments/008-html-admin-users/outputs/base/turn-2.html
+++ /dev/null
@@ -1,98 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>User Management Admin</title>
-</head>
-<body style="font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; background-color: #f4f7f6; margin: 0; padding: 20px; color: #333;">
-
-    <div style="max-width: 1200px; margin: 0 auto; background: #fff; padding: 20px; border-radius: 8px; box-shadow: 0 2px 10px rgba(0,0,0,0.1);">
-        <!-- Toolbar -->
-        <div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 20px; gap: 10px; flex-wrap: wrap;">
-            <div style="display: flex; gap: 10px;">
-                <button style="background: #2563eb; color: white; border: none; padding: 10px 20px; border-radius: 5px; cursor: pointer;">+ Add User</button>
-                <select style="padding: 10px; border: 1px solid #ddd; border-radius: 5px;">
-                    <option>Bulk Actions</option>
-                    <option>Activate Selected</option>
-                    <option>Deactivate Selected</option>
-                    <option>Delete Selected</option>
-                </select>
-                <button style="background: #f1f5f9; color: #475569; border: 1px solid #cbd5e1; padding: 10px 20px; border-radius: 5px; cursor: pointer;">Export CSV</button>
-            </div>
-            <input type="text" placeholder="Search users..." style="padding: 10px; width: 300px; border: 1px solid #ddd; border-radius: 5px;">
-        </div>
-
-        <!-- Filter Bar -->
-        <div style="display: flex; gap: 15px; margin-bottom: 20px; padding: 15px; background: #f9fafb; border-radius: 5px;">
-            <select style="padding: 8px; border: 1px solid #ddd;"><option>All Roles</option><option>Admin</option><option>Editor</option></select>
-            <select style="padding: 8px; border: 1px solid #ddd;"><option>All Departments</option><option>Engineering</option><option>Marketing</option><option>Sales</option></select>
-            <select style="padding: 8px; border: 1px solid #ddd;"><option>All Status</option><option>Active</option><option>Inactive</option></select>
-            <button style="background: #64748b; color: white; border: none; padding: 8px 15px; border-radius: 5px; cursor: pointer;">Filter</button>
-        </div>
-
-        <!-- Table -->
-        <div style="overflow-x: auto;">
-            <table style="width: 100%; border-collapse: collapse; text-align: left;">
-                <thead style="background: #f8fafc; border-bottom: 2px solid #e2e8f0;">
-                    <tr>
-                        <th style="padding: 12px;"><input type="checkbox"></th>
-                        <th style="padding: 12px;">User</th>
-                        <th style="padding: 12px;">Email</th>
-                        <th style="padding: 12px;">Role</th>
-                        <th style="padding: 12px;">Department</th>
-                        <th style="padding: 12px;">Status</th>
-                        <th style="padding: 12px;">Last Login</th>
-                        <th style="padding: 12px;">Actions</th>
-                    </tr>
-                </thead>
-                <tbody id="userTableBody">
-                    <!-- Rows generated via script -->
-                </tbody>
-            </table>
-        </div>
-
-        <!-- Pagination -->
-        <div style="display: flex; justify-content: space-between; align-items: center; margin-top: 20px;">
-            <select style="padding: 5px;"><option>10 per page</option><option>50 per page</option></select>
-            <div style="display: flex; gap: 5px;">
-                <button style="padding: 5px 10px; border: 1px solid #ddd; cursor: pointer;">Prev</button>
-                <button style="padding: 5px 10px; border: 1px solid #2563eb; background: #2563eb; color: white; cursor: pointer;">1</button>
-                <button style="padding: 5px 10px; border: 1px solid #ddd; cursor: pointer;">2</button>
-                <button style="padding: 5px 10px; border: 1px solid #ddd; cursor: pointer;">Next</button>
-            </div>
-        </div>
-    </div>
-
-    <script>
-        const tbody = document.getElementById('userTableBody');
-        const roles = ['Admin', 'Editor', 'User', 'Support'];
-        const depts = ['Engineering', 'Marketing', 'Sales', 'Product', 'HR', 'Finance'];
-        const statuses = ['Active', 'Inactive'];
-
-        for(let i = 1; i <= 80; i++) {
-            const tr = document.createElement('tr');
-            tr.style.borderBottom = '1px solid #eee';
-            const status = statuses[Math.floor(Math.random() * 2)];
-            tr.innerHTML = `
-                <td style="padding: 12px;"><input type="checkbox"></td>
-                <td style="padding: 12px; display: flex; align-items: center; gap: 10px;">
-                    <div style="width: 32px; height: 32px; background: #cbd5e1; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 12px; font-weight: bold; color: #fff;">U${i}</div>
-                    User ${i}
-                </td>
-                <td style="padding: 12px;">user${i}@corporate.com</td>
-                <td style="padding: 12px;">${roles[Math.floor(Math.random() * roles.length)]}</td>
-                <td style="padding: 12px; color: #64748b; font-size: 0.9em;">${depts[Math.floor(Math.random() * depts.length)]}</td>
-                <td style="padding: 12px;">
-                    <span style="padding: 4px 8px; border-radius: 12px; font-size: 11px; font-weight: 600; background: ${status === 'Active' ? '#dcfce7' : '#fee2e2'}; color: ${status === 'Active' ? '#166534' : '#991b1b'};">
-                        ${status}
-                    </span>
-                </td>
-                <td style="padding: 12px; color: #64748b;">Oct ${i % 28 + 1}, 2023</td>
-                <td style="padding: 12px;"><button style="background:none; border:none; color:#2563eb; cursor:pointer;">Edit</button></td>
-            `;
-            tbody.appendChild(tr);
-        }
-    </script>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/008-html-admin-users/outputs/base/turn-3.html b/evals/data/experiments/008-html-admin-users/outputs/base/turn-3.html
deleted file mode 100644
index 6dc2cdc..0000000
--- a/evals/data/experiments/008-html-admin-users/outputs/base/turn-3.html
+++ /dev/null
@@ -1,107 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>User Management Admin</title>
-</head>
-<body style="font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; background-color: #f4f7f6; margin: 0; padding: 20px; color: #333;">
-
-    <div style="max-width: 1200px; margin: 0 auto; background: #fff; padding: 20px; border-radius: 8px; box-shadow: 0 2px 10px rgba(0,0,0,0.1);">
-        <!-- Toolbar -->
-        <div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 20px; gap: 10px; flex-wrap: wrap;">
-            <div style="display: flex; gap: 10px;">
-                <button style="background: #2563eb; color: white; border: none; padding: 10px 20px; border-radius: 5px; cursor: pointer;">+ Add User</button>
-                <select style="padding: 10px; border: 1px solid #ddd; border-radius: 5px;">
-                    <option>Bulk Actions</option>
-                    <option>Activate Selected</option>
-                    <option>Deactivate Selected</option>
-                    <option>Delete Selected</option>
-                </select>
-                <button style="background: #f1f5f9; color: #475569; border: 1px solid #cbd5e1; padding: 10px 20px; border-radius: 5px; cursor: pointer;">Export CSV</button>
-            </div>
-            <input type="text" placeholder="Search users..." style="padding: 10px; width: 300px; border: 1px solid #ddd; border-radius: 5px;">
-        </div>
-
-        <!-- Filter Bar -->
-        <div style="display: flex; gap: 15px; margin-bottom: 20px; padding: 15px; background: #f9fafb; border-radius: 5px;">
-            <select style="padding: 8px; border: 1px solid #ddd;"><option>All Roles</option><option>Admin</option><option>Editor</option><option>Viewer</option></select>
-            <select style="padding: 8px; border: 1px solid #ddd;"><option>All Departments</option><option>Engineering</option><option>Marketing</option><option>Sales</option></select>
-            <select style="padding: 8px; border: 1px solid #ddd;"><option>All Status</option><option>Active</option><option>Inactive</option></select>
-            <button style="background: #64748b; color: white; border: none; padding: 8px 15px; border-radius: 5px; cursor: pointer;">Filter</button>
-        </div>
-
-        <!-- Table -->
-        <div style="overflow-x: auto;">
-            <table style="width: 100%; border-collapse: collapse; text-align: left;">
-                <thead style="background: #f8fafc; border-bottom: 2px solid #e2e8f0;">
-                    <tr>
-                        <th style="padding: 12px;"><input type="checkbox"></th>
-                        <th style="padding: 12px;">User</th>
-                        <th style="padding: 12px;">Email</th>
-                        <th style="padding: 12px;">Role</th>
-                        <th style="padding: 12px;">Department</th>
-                        <th style="padding: 12px;">Status</th>
-                        <th style="padding: 12px;">Last Login</th>
-                        <th style="padding: 12px;">Actions</th>
-                    </tr>
-                </thead>
-                <tbody id="userTableBody">
-                    <!-- Rows generated via script -->
-                </tbody>
-            </table>
-        </div>
-
-        <!-- Pagination -->
-        <div style="display: flex; justify-content: space-between; align-items: center; margin-top: 20px;">
-            <select style="padding: 5px;"><option>100 per page</option><option>50 per page</option></select>
-            <div style="display: flex; gap: 5px;">
-                <button style="padding: 5px 10px; border: 1px solid #ddd; cursor: pointer;">Prev</button>
-                <button style="padding: 5px 10px; border: 1px solid #2563eb; background: #2563eb; color: white; cursor: pointer;">1</button>
-                <button style="padding: 5px 10px; border: 1px solid #ddd; cursor: pointer;">Next</button>
-            </div>
-        </div>
-    </div>
-
-    <script>
-        const tbody = document.getElementById('userTableBody');
-        const roles = ['Admin', 'Editor', 'Viewer', 'Support'];
-        const depts = ['Engineering', 'Marketing', 'Sales', 'Product', 'HR', 'Finance'];
-        const statuses = ['Active', 'Inactive'];
-
-        // Generate 100 rows total (80 previous + 20 new)
-        for(let i = 1; i <= 100; i++) {
-            const tr = document.createElement('tr');
-            tr.style.borderBottom = '1px solid #eee';
-            
-            // Logic to ensure 20 extra are Viewer/Editor
-            let role;
-            if (i > 80) {
-                role = (i % 2 === 0) ? 'Viewer' : 'Editor';
-            } else {
-                role = roles[Math.floor(Math.random() * roles.length)];
-            }
-
-            const status = statuses[Math.floor(Math.random() * 2)];
-            tr.innerHTML = `
-                <td style="padding: 12px;"><input type="checkbox"></td>
-                <td style="padding: 12px; display: flex; align-items: center; gap: 10px;">
-                    <div style="width: 32px; height: 32px; background: #94a3b8; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 10px; font-weight: bold; color: #fff;">ID${i}</div>
-                    User ${i}
-                </td>
-                <td style="padding: 12px;">user${i}@corporate.com</td>
-                <td style="padding: 12px;">${role}</td>
-                <td style="padding: 12px; color: #64748b; font-size: 0.9em;">${depts[Math.floor(Math.random() * depts.length)]}</td>
-                <td style="padding: 12px;">
-                    <span style="padding: 4px 8px; border-radius: 12px; font-size: 11px; font-weight: 600; background: ${status === 'Active' ? '#dcfce7' : '#fee2e2'}; color: ${status === 'Active' ? '#166534' : '#991b1b'};">
-                        ${status}
-                    </span>
-                </td>
-                <td style="padding: 12px; color: #64748b;">Oct ${i % 28 + 1}, 2023</td>
-                <td style="padding: 12px;"><button style="background:none; border:none; color:#2563eb; cursor:pointer;">Edit</button></td>
-            `;
-            tbody.appendChild(tr);
-        }
-    </script>
-</body>
-</html>
\ No newline at end of file

From 8e233fe6737c8f36805051c367ba75aa0c38aaa5 Mon Sep 17 00:00:00 2001
From: Urmzd Mukhammadnaim <hello@urmzd.com>
Date: Fri, 3 Apr 2026 03:08:06 -0500
Subject: [PATCH 8/9] build(deps): update cargo.lock with new dependency
 versions

Update Cargo.lock with resolved dependency versions following
changes to project dependencies.
---
 Cargo.lock | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Cargo.lock b/Cargo.lock
index 818ab09..dd9f64b 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -4,7 +4,7 @@ version = 4
 
 [[package]]
 name = "aap"
-version = "0.9.2"
+version = "0.10.0"
 dependencies = [
  "anyhow",
  "criterion",

From 012ca3a3a22c6a41ed3ef18630778ef7bea1f587 Mon Sep 17 00:00:00 2001
From: Urmzd Mukhammadnaim <hello@urmzd.com>
Date: Fri, 3 Apr 2026 03:12:43 -0500
Subject: [PATCH 9/9] fix: cleanup broken outputs

---
 .../001-html-dashboard-ecommerce/metrics.json |  334 ++++
 .../outputs/aap/turn-3.html                   | 1438 ++++++++++++++++
 .../outputs/aap/turn-3.json                   |   17 +
 .../outputs/aap/turn-4.html                   | 1518 +++++++++++++++++
 .../outputs/aap/turn-4.json                   |   22 +
 .../outputs/aap/turn-4.html                   |   62 -
 .../outputs/aap/turn-4.json                   |   22 -
 .../outputs/base/turn-4.html                  |  106 --
 .../experiments/009-html-invoice/eval.json    |   47 -
 .../experiments/009-html-invoice/metrics.json |  182 --
 .../009-html-invoice/outputs/aap/turn-0.html  |   70 -
 .../009-html-invoice/outputs/aap/turn-1.html  |   71 -
 .../009-html-invoice/outputs/aap/turn-1.json  |   46 -
 .../009-html-invoice/outputs/aap/turn-2.html  |   55 -
 .../009-html-invoice/outputs/aap/turn-2.json  |   22 -
 .../009-html-invoice/outputs/base/turn-0.html |   65 -
 .../009-html-invoice/outputs/base/turn-1.html |   65 -
 .../009-html-invoice/outputs/base/turn-2.html |   69 -
 .../experiments/010-html-kanban/eval.json     |   71 -
 .../experiments/010-html-kanban/metrics.json  |  274 ---
 .../010-html-kanban/outputs/aap/turn-0.html   |   73 -
 .../010-html-kanban/outputs/aap/turn-1.html   |   80 -
 .../010-html-kanban/outputs/aap/turn-1.json   |   17 -
 .../010-html-kanban/outputs/aap/turn-2.html   |   23 -
 .../010-html-kanban/outputs/aap/turn-2.json   |   17 -
 .../010-html-kanban/outputs/aap/turn-3.html   |   23 -
 .../010-html-kanban/outputs/aap/turn-3.json   |   22 -
 .../010-html-kanban/outputs/aap/turn-4.html   |   23 -
 .../010-html-kanban/outputs/aap/turn-4.json   |   38 -
 .../010-html-kanban/outputs/base/turn-0.html  |   95 --
 .../010-html-kanban/outputs/base/turn-1.html  |   94 -
 .../010-html-kanban/outputs/base/turn-2.html  |   95 --
 .../010-html-kanban/outputs/base/turn-3.html  |  104 --
 .../010-html-kanban/outputs/base/turn-4.html  |  111 --
 .../011-python-fastapi-users/eval.json        |   59 -
 .../011-python-fastapi-users/metrics.json     |  228 ---
 .../outputs/aap/turn-0.py                     |  102 --
 .../outputs/aap/turn-1.json                   |   17 -
 .../outputs/aap/turn-1.py                     |   19 -
 .../outputs/aap/turn-2.json                   |   22 -
 .../outputs/aap/turn-2.py                     |   19 -
 .../outputs/aap/turn-3.json                   |   22 -
 .../outputs/aap/turn-3.py                     |   19 -
 .../outputs/base/turn-0.py                    |  121 --
 .../outputs/base/turn-1.py                    |  127 --
 .../outputs/base/turn-2.py                    |   20 -
 .../outputs/base/turn-3.py                    |   10 -
 .../012-python-cli-log-analyzer/eval.json     |   59 -
 .../012-python-cli-log-analyzer/metrics.json  |  228 ---
 .../outputs/aap/turn-0.py                     |   67 -
 .../outputs/aap/turn-1.json                   |   22 -
 .../outputs/aap/turn-1.py                     |   75 -
 .../outputs/aap/turn-2.json                   |   17 -
 .../outputs/aap/turn-2.py                     |   24 -
 .../outputs/aap/turn-3.json                   |   17 -
 .../outputs/aap/turn-3.py                     |   60 -
 .../outputs/base/turn-0.py                    |   93 -
 .../outputs/base/turn-1.py                    |   90 -
 .../outputs/base/turn-2.py                    |   82 -
 .../outputs/base/turn-3.py                    |   84 -
 .../013-python-data-pipeline/eval.json        |   59 -
 .../013-python-data-pipeline/metrics.json     |  228 ---
 .../outputs/aap/turn-0.py                     |   64 -
 .../outputs/aap/turn-1.json                   |   17 -
 .../outputs/aap/turn-1.py                     |   68 -
 .../outputs/aap/turn-2.json                   |   22 -
 .../outputs/aap/turn-2.py                     |   69 -
 .../outputs/aap/turn-3.json                   |   17 -
 .../outputs/aap/turn-3.py                     |   76 -
 .../outputs/base/turn-0.py                    |   93 -
 .../outputs/base/turn-1.py                    |   23 -
 .../outputs/base/turn-2.py                    |   24 -
 .../outputs/base/turn-3.py                    |   25 -
 .../014-python-pytest-suite/metrics.json      |  228 ---
 .../outputs/aap/turn-0.py                     |  127 --
 .../outputs/aap/turn-1.json                   |   17 -
 .../outputs/aap/turn-1.py                     |  144 --
 .../outputs/aap/turn-2.json                   |   17 -
 .../outputs/aap/turn-2.py                     |  156 --
 .../outputs/aap/turn-3.json                   |   22 -
 .../outputs/aap/turn-3.py                     |  156 --
 .../outputs/base/turn-0.py                    |  104 --
 .../outputs/base/turn-1.py                    |   32 -
 .../outputs/base/turn-2.py                    |   32 -
 .../outputs/base/turn-3.py                    |   47 -
 .../015-python-dataclasses-models/eval.json   |   47 -
 .../metrics.json                              |  182 --
 .../outputs/aap/turn-0.py                     |   83 -
 .../outputs/aap/turn-1.json                   |   17 -
 .../outputs/aap/turn-1.py                     |   16 -
 .../outputs/aap/turn-2.json                   |   17 -
 .../outputs/aap/turn-2.py                     |   42 -
 .../outputs/base/turn-0.py                    |   93 -
 .../outputs/base/turn-1.py                    |   25 -
 .../outputs/base/turn-2.py                    |   18 -
 .../016-python-websocket-chat/metrics.json    |  228 ---
 .../outputs/aap/turn-0.py                     |   72 -
 .../outputs/aap/turn-1.json                   |   17 -
 .../outputs/aap/turn-1.py                     |   80 -
 .../outputs/aap/turn-2.json                   |   17 -
 .../outputs/aap/turn-2.py                     |   16 -
 .../outputs/aap/turn-3.json                   |   22 -
 .../outputs/aap/turn-3.py                     |   16 -
 .../outputs/base/turn-0.py                    |   94 -
 .../outputs/base/turn-1.py                    |  102 --
 .../outputs/base/turn-2.py                    |  106 --
 .../outputs/base/turn-3.py                    |  107 --
 .../experiments/017-python-scraper/eval.json  |   23 -
 .../017-python-scraper/metrics.json           |  182 --
 .../017-python-scraper/outputs/aap/turn-0.py  |   81 -
 .../outputs/aap/turn-1.json                   |   17 -
 .../017-python-scraper/outputs/aap/turn-1.py  |   84 -
 .../outputs/aap/turn-2.json                   |   17 -
 .../017-python-scraper/outputs/aap/turn-2.py  |  102 --
 .../017-python-scraper/outputs/base/turn-0.py |  108 --
 .../017-python-scraper/outputs/base/turn-1.py |   32 -
 .../017-python-scraper/outputs/base/turn-2.py |   48 -
 .../018-js-react-data-table/metrics.json      |  274 ---
 .../outputs/aap/turn-0.txt                    |   76 -
 .../outputs/aap/turn-1.json                   |   38 -
 .../outputs/aap/turn-1.txt                    |   76 -
 .../outputs/aap/turn-2.json                   |   17 -
 .../outputs/aap/turn-2.txt                    |   87 -
 .../outputs/aap/turn-3.json                   |   17 -
 .../outputs/aap/turn-3.txt                    |   87 -
 .../outputs/aap/turn-4.json                   |   17 -
 .../outputs/aap/turn-4.txt                    |   99 --
 .../outputs/base/turn-0.txt                   |  110 --
 .../outputs/base/turn-1.txt                   |  119 --
 .../outputs/base/turn-2.txt                   |  102 --
 .../outputs/base/turn-3.txt                   |  112 --
 .../outputs/base/turn-4.txt                   |  124 --
 .../019-js-express-api/metrics.json           |  228 ---
 .../019-js-express-api/outputs/aap/turn-0.txt |   67 -
 .../outputs/aap/turn-1.json                   |   17 -
 .../019-js-express-api/outputs/aap/turn-1.txt |   74 -
 .../outputs/aap/turn-2.json                   |   17 -
 .../019-js-express-api/outputs/aap/turn-2.txt |   83 -
 .../outputs/aap/turn-3.json                   |   17 -
 .../019-js-express-api/outputs/aap/turn-3.txt |   16 -
 .../outputs/base/turn-0.txt                   |   77 -
 .../outputs/base/turn-1.txt                   |   85 -
 .../outputs/base/turn-2.txt                   |   93 -
 .../outputs/base/turn-3.txt                   |  106 --
 .../020-ts-react-form/metrics.json            |  228 ---
 .../020-ts-react-form/outputs/aap/turn-0.ts   |   77 -
 .../020-ts-react-form/outputs/aap/turn-1.json |   17 -
 .../020-ts-react-form/outputs/aap/turn-1.ts   |   16 -
 .../020-ts-react-form/outputs/aap/turn-2.json |   22 -
 .../020-ts-react-form/outputs/aap/turn-2.ts   |   16 -
 .../020-ts-react-form/outputs/aap/turn-3.json |   30 -
 .../020-ts-react-form/outputs/aap/turn-3.ts   |   16 -
 .../020-ts-react-form/outputs/base/turn-0.ts  |  137 --
 .../020-ts-react-form/outputs/base/turn-1.ts  |   18 -
 .../020-ts-react-form/outputs/base/turn-2.ts  |   76 -
 .../020-ts-react-form/outputs/base/turn-3.ts  |  114 --
 .../021-js-utility-library/metrics.json       |  228 ---
 .../outputs/aap/turn-0.txt                    |   73 -
 .../outputs/aap/turn-1.json                   |   22 -
 .../outputs/aap/turn-1.txt                    |   79 -
 .../outputs/aap/turn-2.json                   |   22 -
 .../outputs/aap/turn-2.txt                    |   83 -
 .../outputs/aap/turn-3.json                   |   22 -
 .../outputs/aap/turn-3.txt                    |   99 --
 .../outputs/base/turn-0.txt                   |  150 --
 .../outputs/base/turn-1.txt                   |   25 -
 .../outputs/base/turn-2.txt                   |   58 -
 .../outputs/base/turn-3.txt                   |   49 -
 .../022-ts-state-store/metrics.json           |  182 --
 .../022-ts-state-store/outputs/aap/turn-0.ts  |   75 -
 .../outputs/aap/turn-1.json                   |   17 -
 .../022-ts-state-store/outputs/aap/turn-1.ts  |   53 -
 .../outputs/aap/turn-2.json                   |   17 -
 .../022-ts-state-store/outputs/aap/turn-2.ts  |   38 -
 .../022-ts-state-store/outputs/base/turn-0.ts |   96 --
 .../022-ts-state-store/outputs/base/turn-1.ts |   96 --
 .../022-ts-state-store/outputs/base/turn-2.ts |  100 --
 .../023-json-openapi-spec/metrics.json        |  334 ----
 .../outputs/aap/turn-0.json                   |   79 -
 .../outputs/aap/turn-1.json                   |   79 -
 .../outputs/aap/turn-2.json                   |   79 -
 .../outputs/aap/turn-3.json                   |   79 -
 .../outputs/aap/turn-4.json                   |   79 -
 .../outputs/base/turn-0.json                  |  106 --
 .../outputs/base/turn-1.json                  |  110 --
 .../outputs/base/turn-2.json                  |  121 --
 .../outputs/base/turn-3.json                  |  121 --
 .../outputs/base/turn-4.json                  |  145 --
 .../024-json-package-monorepo/metrics.json    |  218 ---
 .../outputs/aap/turn-0.json                   |   46 -
 .../outputs/aap/turn-1.json                   |   48 -
 .../outputs/aap/turn-2.json                   |   48 -
 .../outputs/base/turn-0.json                  |   53 -
 .../outputs/base/turn-1.json                  |   56 -
 .../outputs/base/turn-2.json                  |   60 -
 .../025-json-tsconfig/metrics.json            |  218 ---
 .../025-json-tsconfig/outputs/aap/turn-0.json |   44 -
 .../025-json-tsconfig/outputs/aap/turn-1.json |   46 -
 .../025-json-tsconfig/outputs/aap/turn-2.json |   49 -
 .../outputs/base/turn-0.json                  |   35 -
 .../outputs/base/turn-1.json                  |   38 -
 .../outputs/base/turn-2.json                  |   41 -
 .../026-json-api-response-users/metrics.json  |  276 ---
 .../outputs/aap/turn-0.json                   |   67 -
 .../outputs/aap/turn-1.json                   |  197 ---
 .../outputs/aap/turn-2.json                   |  197 ---
 .../outputs/aap/turn-3.json                   |  199 ---
 .../outputs/base/turn-0.json                  |  527 ------
 .../outputs/base/turn-1.json                  |  537 ------
 .../outputs/base/turn-2.json                  |  527 ------
 .../outputs/base/turn-3.json                  |  467 -----
 .../027-json-i18n-translations/metrics.json   |  276 ---
 .../outputs/aap/turn-0.json                   |  164 --
 .../outputs/aap/turn-1.json                   |  164 --
 .../outputs/aap/turn-2.json                   |  164 --
 .../outputs/aap/turn-3.json                   |  164 --
 .../outputs/base/turn-0.json                  |  183 --
 .../outputs/base/turn-1.json                  |  216 ---
 .../outputs/base/turn-2.json                  |  216 ---
 .../outputs/base/turn-3.json                  |  235 ---
 .../028-json-geojson-cities/metrics.json      |  218 ---
 .../outputs/aap/turn-0.json                   |  380 -----
 .../outputs/aap/turn-1.json                   |  530 ------
 .../outputs/aap/turn-2.json                   |  530 ------
 .../outputs/base/turn-0.json                  |  130 --
 .../outputs/base/turn-1.json                  |   55 -
 .../outputs/base/turn-2.json                  |  180 --
 .../metrics.json                              |  334 ----
 .../outputs/aap/turn-0.yaml                   |   93 -
 .../outputs/aap/turn-1.json                   |   22 -
 .../outputs/aap/turn-1.yaml                   |  108 --
 .../outputs/aap/turn-2.json                   |   22 -
 .../outputs/aap/turn-2.yaml                   |   99 --
 .../outputs/aap/turn-3.json                   |   17 -
 .../outputs/aap/turn-3.yaml                   |   43 -
 .../outputs/aap/turn-4.json                   |   17 -
 .../outputs/aap/turn-4.yaml                   |   43 -
 .../outputs/base/turn-0.yaml                  |  109 --
 .../outputs/base/turn-1.yaml                  |  121 --
 .../outputs/base/turn-2.yaml                  |  121 --
 .../outputs/base/turn-3.yaml                  |  166 --
 .../outputs/base/turn-4.yaml                  |  183 --
 .../030-yaml-github-actions-ci/metrics.json   |  276 ---
 .../outputs/aap/turn-0.yaml                   |   82 -
 .../outputs/aap/turn-1.json                   |   22 -
 .../outputs/aap/turn-1.yaml                   |   96 --
 .../outputs/aap/turn-2.json                   |   22 -
 .../outputs/aap/turn-2.yaml                   |   97 --
 .../outputs/aap/turn-3.json                   |   22 -
 .../outputs/aap/turn-3.yaml                   |  131 --
 .../outputs/base/turn-0.yaml                  |   75 -
 .../outputs/base/turn-1.yaml                  |   92 -
 .../outputs/base/turn-2.yaml                  |  107 --
 .../outputs/base/turn-3.yaml                  |  133 --
 .../031-yaml-k8s-deployment/metrics.json      |  276 ---
 .../outputs/aap/turn-0.yaml                   |  110 --
 .../outputs/aap/turn-1.json                   |   30 -
 .../outputs/aap/turn-1.yaml                   |  122 --
 .../outputs/aap/turn-2.json                   |   17 -
 .../outputs/aap/turn-2.yaml                   |   32 -
 .../outputs/aap/turn-3.json                   |   22 -
 .../outputs/aap/turn-3.yaml                   |   32 -
 .../outputs/base/turn-0.yaml                  |  121 --
 .../outputs/base/turn-1.yaml                  |  131 --
 .../outputs/base/turn-2.yaml                  |  151 --
 .../outputs/base/turn-3.yaml                  |  162 --
 .../041-rust-cli-file-processor/metrics.json  |  276 ---
 .../outputs/aap/turn-0.rs                     |  107 --
 .../outputs/aap/turn-1.json                   |   22 -
 .../outputs/aap/turn-1.rs                     |  107 --
 .../outputs/aap/turn-2.json                   |   22 -
 .../outputs/aap/turn-2.rs                     |  123 --
 .../outputs/aap/turn-3.json                   |   17 -
 .../outputs/aap/turn-3.rs                     |   31 -
 .../outputs/base/turn-0.rs                    |  141 --
 .../outputs/base/turn-1.rs                    |  113 --
 .../outputs/base/turn-2.rs                    |  111 --
 .../outputs/base/turn-3.rs                    |  127 --
 .../042-rust-http-client/metrics.json         |  276 ---
 .../outputs/aap/turn-0.rs                     |  107 --
 .../outputs/aap/turn-1.json                   |   17 -
 .../outputs/aap/turn-1.rs                     |  123 --
 .../outputs/aap/turn-2.json                   |   17 -
 .../outputs/aap/turn-2.rs                     |  155 --
 .../outputs/aap/turn-3.json                   |   17 -
 .../outputs/aap/turn-3.rs                     |  198 ---
 .../outputs/base/turn-0.rs                    |  148 --
 .../outputs/base/turn-1.rs                    |   18 -
 .../outputs/base/turn-2.rs                    |   63 -
 .../outputs/base/turn-3.rs                    |   71 -
 .../043-rust-data-structures/metrics.json     |  276 ---
 .../outputs/aap/turn-0.rs                     |  107 --
 .../outputs/aap/turn-1.json                   |   22 -
 .../outputs/aap/turn-1.rs                     |  102 --
 .../outputs/aap/turn-2.json                   |   17 -
 .../outputs/aap/turn-2.rs                     |  133 --
 .../outputs/aap/turn-3.json                   |   22 -
 .../outputs/aap/turn-3.rs                     |  152 --
 .../outputs/base/turn-0.rs                    |  160 --
 .../outputs/base/turn-1.rs                    |   28 -
 .../outputs/base/turn-2.rs                    |   57 -
 .../outputs/base/turn-3.rs                    |   57 -
 .../044-go-http-server/metrics.json           |  276 ---
 .../044-go-http-server/outputs/aap/turn-0.go  |  151 --
 .../044-go-http-server/outputs/aap/turn-1.go  |   24 -
 .../outputs/aap/turn-1.json                   |   17 -
 .../044-go-http-server/outputs/aap/turn-2.go  |   60 -
 .../outputs/aap/turn-2.json                   |   17 -
 .../044-go-http-server/outputs/aap/turn-3.go  |   97 --
 .../outputs/aap/turn-3.json                   |   17 -
 .../044-go-http-server/outputs/base/turn-0.go |  195 ---
 .../044-go-http-server/outputs/base/turn-1.go |   23 -
 .../044-go-http-server/outputs/base/turn-2.go |   48 -
 .../044-go-http-server/outputs/base/turn-3.go |   54 -
 .../045-go-worker-pool/metrics.json           |  218 ---
 .../045-go-worker-pool/outputs/aap/turn-0.go  |  125 --
 .../045-go-worker-pool/outputs/aap/turn-1.go  |  197 ---
 .../outputs/aap/turn-1.json                   |   17 -
 .../045-go-worker-pool/outputs/aap/turn-2.go  |  205 ---
 .../outputs/aap/turn-2.json                   |   17 -
 .../045-go-worker-pool/outputs/base/turn-0.go |  124 --
 .../045-go-worker-pool/outputs/base/turn-1.go |  143 --
 .../045-go-worker-pool/outputs/base/turn-2.go |   67 -
 .../046-shell-deploy-script/metrics.json      |  276 ---
 .../outputs/aap/turn-0.txt                    |   70 -
 .../outputs/aap/turn-1.json                   |   17 -
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 .../outputs/aap/turn-2.json                   |   17 -
 .../outputs/aap/turn-2.txt                    |   82 -
 .../outputs/aap/turn-3.json                   |   17 -
 .../outputs/aap/turn-3.txt                    |  100 --
 .../outputs/base/turn-0.txt                   |   73 -
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 .../outputs/base/turn-2.txt                   |   90 -
 .../outputs/base/turn-3.txt                   |  103 --
 .../047-shell-setup-dev/metrics.json          |  218 ---
 .../outputs/aap/turn-0.txt                    |   65 -
 .../outputs/aap/turn-1.json                   |   17 -
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 .../outputs/aap/turn-2.json                   |   17 -
 .../outputs/aap/turn-2.txt                    |   45 -
 .../outputs/base/turn-0.txt                   |   89 -
 .../outputs/base/turn-1.txt                   |   94 -
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 .../048-svg-bar-chart/metrics.json            |  276 ---
 .../048-svg-bar-chart/outputs/aap/turn-0.svg  |   86 -
 .../048-svg-bar-chart/outputs/aap/turn-1.json |   30 -
 .../048-svg-bar-chart/outputs/aap/turn-1.svg  |   88 -
 .../048-svg-bar-chart/outputs/aap/turn-2.json |   30 -
 .../048-svg-bar-chart/outputs/aap/turn-2.svg  |  136 --
 .../048-svg-bar-chart/outputs/aap/turn-3.json |   30 -
 .../048-svg-bar-chart/outputs/aap/turn-3.svg  |  136 --
 .../048-svg-bar-chart/outputs/base/turn-0.svg |   87 -
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 .../048-svg-bar-chart/outputs/base/turn-2.svg |  106 --
 .../048-svg-bar-chart/outputs/base/turn-3.svg |  108 --
 .../050-svg-architecture-diagram/metrics.json |  276 ---
 .../outputs/aap/turn-0.svg                    |   82 -
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 .../outputs/aap/turn-3.svg                    |   83 -
 .../outputs/base/turn-0.svg                   |   68 -
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 .../051-toml-cargo-workspace/metrics.json     |  218 ---
 .../outputs/aap/turn-0.txt                    |   63 -
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 .../outputs/aap/turn-2.txt                    |   68 -
 .../outputs/base/turn-0.txt                   |   94 -
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 .../052-toml-pyproject/metrics.json           |  218 ---
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 .../053-xml-maven-pom/metrics.json            |  276 ---
 .../053-xml-maven-pom/outputs/aap/turn-0.txt  |  151 --
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 .../053-xml-maven-pom/outputs/aap/turn-2.json |   22 -
 .../053-xml-maven-pom/outputs/aap/turn-2.txt  |  173 --
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 delete mode 100644 evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-3.ts
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diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/metrics.json b/evals/data/experiments/001-html-dashboard-ecommerce/metrics.json
new file mode 100644
index 0000000..951b49e
--- /dev/null
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/metrics.json
@@ -0,0 +1,334 @@
+{
+  "experiment_id": "001-html-dashboard-ecommerce",
+  "model": "gemini-2.5-flash",
+  "provider": "google",
+  "timestamp": "2026-04-03T08:01:49.629651+00:00",
+  "format": "text/html",
+  "base_turn0": {
+    "input_tokens": 163,
+    "output_tokens": 18959,
+    "latency_ms": 73150,
+    "artifact_bytes": 58292,
+    "ttft_ms": 0,
+    "ttlt_ms": 45727,
+    "median_itl_ms": 171.32
+  },
+  "aap_turn0": {
+    "input_tokens": 502,
+    "output_tokens": 15801,
+    "latency_ms": 63447,
+    "artifact_bytes": 69877,
+    "ttft_ms": 0,
+    "ttlt_ms": 57564,
+    "median_itl_ms": 185.27
+  },
+  "default_flow": {
+    "per_turn": [
+      {
+        "turn": 1,
+        "edit": "Update the Total Revenue stat card to show $215,430 with a +12.3% trend indicato",
+        "input_tokens": 13035,
+        "output_tokens": 12924,
+        "latency_ms": 49935,
+        "output_bytes": 58562,
+        "ttft_ms": 0,
+        "ttlt_ms": 47510,
+        "median_itl_ms": 175.07,
+        "failed": false,
+        "failure_reason": ""
+      },
+      {
+        "turn": 2,
+        "edit": "Add 15 new rows to the orders table with recent order data from March 2026",
+        "input_tokens": 25993,
+        "output_tokens": 14225,
+        "latency_ms": 56379,
+        "output_bytes": 64170,
+        "ttft_ms": 0,
+        "ttlt_ms": 50897,
+        "median_itl_ms": 169.79,
+        "failed": false,
+        "failure_reason": ""
+      },
+      {
+        "turn": 3,
+        "edit": "Change the primary accent color from blue to purple (#8b5cf6) across all element",
+        "input_tokens": 40250,
+        "output_tokens": 14420,
+        "latency_ms": 54052,
+        "output_bytes": 64344,
+        "ttft_ms": 0,
+        "ttlt_ms": 50108,
+        "median_itl_ms": 166.85,
+        "failed": false,
+        "failure_reason": ""
+      },
+      {
+        "turn": 4,
+        "edit": "Add a new 'Recent Activity' section after the stats cards showing the last 10 us",
+        "input_tokens": 54633,
+        "output_tokens": 15339,
+        "latency_ms": 59016,
+        "output_bytes": 68007,
+        "ttft_ms": 0,
+        "ttlt_ms": 52678,
+        "median_itl_ms": 164.67,
+        "failed": false,
+        "failure_reason": ""
+      }
+    ],
+    "total_input_tokens": 133911,
+    "total_output_tokens": 56908,
+    "total_latency_ms": 219382
+  },
+  "aap_flow": {
+    "per_turn": [
+      {
+        "turn": 1,
+        "edit": "Update the Total Revenue stat card to show $215,430 with a +12.3% trend indicato",
+        "input_tokens": 16264,
+        "output_tokens": 283,
+        "latency_ms": 3045,
+        "output_bytes": 69875,
+        "ttft_ms": 0,
+        "ttlt_ms": 1020,
+        "median_itl_ms": 1020.73,
+        "failed": false,
+        "failure_reason": "",
+        "envelope_parsed": true,
+        "apply_succeeded": true,
+        "envelope_name": "edit"
+      },
+      {
+        "turn": 2,
+        "edit": "Add 15 new rows to the orders table with recent order data from March 2026",
+        "input_tokens": 16257,
+        "output_tokens": 1701,
+        "latency_ms": 8285,
+        "output_bytes": 76528,
+        "ttft_ms": 0,
+        "ttlt_ms": 1156,
+        "median_itl_ms": 1156.62,
+        "failed": false,
+        "failure_reason": "",
+        "envelope_parsed": true,
+        "apply_succeeded": true,
+        "envelope_name": "edit"
+      },
+      {
+        "turn": 3,
+        "edit": "Change the primary accent color from blue to purple (#8b5cf6) across all element",
+        "input_tokens": 17590,
+        "output_tokens": 39105,
+        "latency_ms": 152522,
+        "output_bytes": 76530,
+        "ttft_ms": 0,
+        "ttlt_ms": 2332,
+        "median_itl_ms": 2332.63,
+        "failed": false,
+        "failure_reason": "",
+        "envelope_parsed": true,
+        "apply_succeeded": true,
+        "envelope_name": "synthesize"
+      },
+      {
+        "turn": 4,
+        "edit": "Add a new 'Recent Activity' section after the stats cards showing the last 10 us",
+        "input_tokens": 17590,
+        "output_tokens": 3795,
+        "latency_ms": 16306,
+        "output_bytes": 82706,
+        "ttft_ms": 0,
+        "ttlt_ms": 699,
+        "median_itl_ms": 699.53,
+        "failed": false,
+        "failure_reason": "",
+        "envelope_parsed": true,
+        "apply_succeeded": true,
+        "envelope_name": "edit"
+      }
+    ],
+    "total_input_tokens": 67701,
+    "total_output_tokens": 44884,
+    "total_latency_ms": 180158,
+    "envelope_parse_rate": 1.0,
+    "apply_success_rate": 1.0
+  },
+  "comparison": {
+    "output_token_savings_pct": 21.1,
+    "input_token_savings_pct": 49.4,
+    "latency_savings_pct": 17.9
+  },
+  "token_table": {
+    "turns": [
+      {
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+        "base_input": 163,
+        "base_output": 18959,
+        "base_latency_ms": 73150,
+        "base_ttft_ms": 0,
+        "base_ttlt_ms": 45727,
+        "base_median_itl_ms": 171.32,
+        "aap_input": 502,
+        "aap_output": 15801,
+        "aap_latency_ms": 63447,
+        "aap_ttft_ms": 0,
+        "aap_ttlt_ms": 57564,
+        "aap_median_itl_ms": 185.27
+      },
+      {
+        "turn": 1,
+        "base_input": 13035,
+        "base_output": 12924,
+        "base_latency_ms": 49935,
+        "base_ttft_ms": 0,
+        "base_ttlt_ms": 47510,
+        "base_median_itl_ms": 175.07,
+        "aap_input": 16264,
+        "aap_output": 283,
+        "aap_latency_ms": 3045,
+        "aap_ttft_ms": 0,
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+        "aap_median_itl_ms": 1020.73,
+        "envelope_name": "edit",
+        "apply_ok": true
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+      {
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+        "envelope_name": "edit",
+        "apply_ok": true
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+        "envelope_name": "synthesize",
+        "apply_ok": true
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+        "aap_ttft_ms": 0,
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+        "aap_median_itl_ms": 699.53,
+        "envelope_name": "edit",
+        "apply_ok": true
+      }
+    ],
+    "totals": {
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+      "base_latency_ms": 292532,
+      "aap_latency_ms": 243605,
+      "output_savings_pct": 20.0,
+      "input_delta_pct": -49.1,
+      "combined_savings_pct": 38.6,
+      "latency_savings_pct": 16.7
+    }
+  },
+  "quality": {
+    "per_turn": [
+      {
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+        "sequence_similarity": 0.1424,
+        "token_f1": 0.5894,
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+        "rouge_l": null,
+        "bleu": null
+      },
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+        "base_char_count": 58554,
+        "aap_char_count": 60550,
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+        "lines_added": 1201,
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+        "rouge_l": null,
+        "bleu": null
+      },
+      {
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+        "sequence_similarity": 0.1417,
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+        "base_char_count": 64162,
+        "aap_char_count": 66498,
+        "char_delta_pct": 3.6,
+        "lines_added": 1307,
+        "lines_removed": 1380,
+        "rouge_l": null,
+        "bleu": null
+      },
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+        "sequence_similarity": 0.1415,
+        "token_f1": 0.5741,
+        "base_char_count": 64336,
+        "aap_char_count": 66500,
+        "char_delta_pct": 3.4,
+        "lines_added": 1307,
+        "lines_removed": 1380,
+        "rouge_l": null,
+        "bleu": null
+      },
+      {
+        "turn": 4,
+        "sequence_similarity": 0.1381,
+        "token_f1": 0.5616,
+        "base_char_count": 67999,
+        "aap_char_count": 70543,
+        "char_delta_pct": 3.7,
+        "lines_added": 1387,
+        "lines_removed": 1465,
+        "rouge_l": null,
+        "bleu": null
+      }
+    ],
+    "mean_sequence_similarity": 0.1412,
+    "mean_token_f1": 0.5784,
+    "mean_rouge_l": null,
+    "mean_bleu": null,
+    "judge_comparisons": null,
+    "mean_base_judge": null,
+    "mean_aap_judge": null
+  }
+}
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-3.html b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-3.html
new file mode 100644
index 0000000..9965732
--- /dev/null
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-3.html
@@ -0,0 +1,1438 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>E-commerce Admin Dashboard</title>
+    <style>
+        @import url('https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&display=swap'); /* Using Inter font for a modern look */
+
+        :root {
+            --primary-color: #8b5cf6;
+            --primary-light: #9a70f8;
+            --primary-dark: #7a4dd4;
+            --text-color: #1F2937;
+            --text-secondary: #4B5563;
+            --bg-color: #F9FAFB;
+            --card-bg: #FFFFFF;
+            --border-color: #E5E7EB;
+            --success-color: #10B981;
+            --warning-color: #F59E0B;
+            --danger-color: #EF4444;
+            --info-color: #3B82F6;
+        }
+
+        body {
+            font-family: 'Inter', sans-serif;
+            margin: 0;
+            padding: 0;
+            background-color: var(--bg-color);
+            color: var(--text-color);
+            line-height: 1.5;
+        }
+
+        .container {
+            max-width: 1200px;
+            margin: 0 auto;
+            padding: 20px;
+        }
+
+        /* --- Navigation Bar --- */
+        .navbar {
+            background-color: var(--card-bg);
+            border-bottom: 1px solid var(--border-color);
+            padding: 15px 20px;
+            display: flex;
+            justify-content: space-between;
+            align-items: center;
+            box-shadow: 0 1px 3px rgba(0, 0, 0, 0.05);
+        }
+
+        .navbar-brand {
+            font-size: 1.5rem;
+            font-weight: 700;
+            color: var(--primary-color);
+            text-decoration: none;
+        }
+
+        .nav-links {
+            display: flex;
+            gap: 20px;
+        }
+
+        .nav-link {
+            color: var(--text-secondary);
+            text-decoration: none;
+            font-weight: 500;
+            padding: 5px 0;
+            transition: color 0.2s ease;
+        }
+
+        .nav-link:hover, .nav-link.active {
+            color: var(--primary-color);
+        }
+
+        .nav-actions {
+            display: flex;
+            align-items: center;
+            gap: 15px;
+        }
+
+        .avatar {
+            width: 36px;
+            height: 36px;
+            border-radius: 50%;
+            background-color: var(--primary-light);
+            display: flex;
+            justify-content: center;
+            align-items: center;
+            color: white;
+            font-weight: 600;
+            font-size: 0.9rem;
+            cursor: pointer;
+        }
+
+        .sign-out-btn {
+            background-color: transparent;
+            border: 1px solid var(--border-color);
+            color: var(--text-secondary);
+            padding: 8px 12px;
+            border-radius: 6px;
+            cursor: pointer;
+            font-size: 0.9rem;
+            font-weight: 500;
+            transition: background-color 0.2s ease, border-color 0.2s ease, color 0.2s ease;
+        }
+
+        .sign-out-btn:hover {
+            background-color: var(--bg-color);
+            border-color: var(--primary-color);
+            color: var(--primary-color);
+        }
+
+        /* --- Main Content Layout --- */
+        .dashboard-grid {
+            display: grid;
+            grid-template-columns: 1fr;
+            gap: 20px;
+            margin-top: 20px;
+        }
+
+        @media (min-width: 768px) {
+            .dashboard-grid {
+                grid-template-columns: repeat(2, 1fr);
+            }
+        }
+
+        @media (min-width: 1024px) {
+            .dashboard-grid {
+                grid-template-columns: repeat(4, 1fr);
+            }
+        }
+
+        /* --- Stat Cards --- */
+        .card {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            padding: 20px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+        }
+
+        .card-title {
+            font-size: 0.9rem;
+            color: var(--text-secondary);
+            margin-bottom: 10px;
+            font-weight: 500;
+        }
+
+        .card-value {
+            font-size: 2rem;
+            font-weight: 700;
+            color: var(--text-color);
+            margin-bottom: 10px;
+        }
+
+        .card-trend {
+            display: flex;
+            align-items: center;
+            font-size: 0.85rem;
+            font-weight: 500;
+            color: var(--text-secondary);
+        }
+
+        .card-trend.positive {
+            color: var(--success-color);
+        }
+
+        .card-trend.negative {
+            color: var(--danger-color);
+        }
+
+        .trend-icon {
+            margin-right: 5px;
+            display: inline-block;
+        }
+
+        /* --- Section Titles --- */
+        .section-title {
+            font-size: 1.5rem;
+            font-weight: 600;
+            color: var(--text-color);
+            margin-top: 30px;
+            margin-bottom: 20px;
+        }
+
+        /* --- Tables --- */
+        .table-wrapper {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+            overflow-x: auto;
+            margin-top: 20px;
+        }
+
+        .data-table {
+            width: 100%;
+            border-collapse: collapse;
+            font-size: 0.9rem;
+        }
+
+        .data-table th, .data-table td {
+            padding: 12px 15px;
+            text-align: left;
+            border-bottom: 1px solid var(--border-color);
+        }
+
+        .data-table th {
+            background-color: var(--bg-color);
+            color: var(--text-secondary);
+            font-weight: 600;
+            text-transform: uppercase;
+            font-size: 0.8rem;
+        }
+
+        .data-table tbody tr:last-child td {
+            border-bottom: none;
+        }
+
+        .data-table tbody tr:hover {
+            background-color: var(--bg-color);
+        }
+
+        /* Status Badges */
+        .badge {
+            display: inline-flex;
+            align-items: center;
+            padding: 5px 10px;
+            border-radius: 9999px; /* Pill shape */
+            font-size: 0.75rem;
+            font-weight: 600;
+            text-transform: capitalize;
+        }
+
+        .badge-success { background-color: #D1FAE5; color: var(--success-color); }
+        .badge-warning { background-color: #FDE68A; color: var(--warning-color); }
+        .badge-danger { background-color: #FEE2E2; color: var(--danger-color); }
+        .badge-info { background-color: #DBEAFE; color: var(--info-color); }
+        .badge-secondary { background-color: #E5E7EB; color: var(--text-secondary); }
+
+        /* --- Settings Form --- */
+        .form-section {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            padding: 30px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+            margin-top: 20px;
+        }
+
+        .form-group {
+            margin-bottom: 20px;
+        }
+
+        .form-group label {
+            display: block;
+            font-weight: 500;
+            margin-bottom: 8px;
+            color: var(--text-color);
+            font-size: 0.9rem;
+        }
+
+        .form-group input[type="text"],
+        .form-group input[type="email"],
+        .form-group input[type="password"] {
+            width: 100%;
+            padding: 10px 12px;
+            border: 1px solid var(--border-color);
+            border-radius: 6px;
+            font-size: 0.9rem;
+            color: var(--text-color);
+            box-sizing: border-box;
+            transition: border-color 0.2s ease, box-shadow 0.2s ease;
+        }
+
+        .form-group input[type="text"]:focus,
+        .form-group input[type="email"]:focus,
+        .form-group input[type="password"]:focus {
+            outline: none;
+            border-color: var(--primary-light);
+            box-shadow: 0 0 0 3px rgba(139, 92, 246, 0.1);
+        }
+
+        .form-actions {
+            margin-top: 30px;
+            text-align: right;
+        }
+
+        .btn-primary {
+            background-color: var(--primary-color);
+            color: white;
+            padding: 10px 20px;
+            border: none;
+            border-radius: 6px;
+            cursor: pointer;
+            font-size: 0.9rem;
+            font-weight: 600;
+            transition: background-color 0.2s ease;
+        }
+
+        .btn-primary:hover {
+            background-color: var(--primary-dark);
+        }
+
+        /* Toggle Switch */
+        .toggle-switch {
+            display: flex;
+            align-items: center;
+            justify-content: space-between;
+            padding: 10px 0;
+            border-bottom: 1px solid var(--border-color);
+        }
+
+        .toggle-switch:last-of-type {
+            border-bottom: none;
+        }
+
+        .toggle-switch-label {
+            font-weight: 500;
+            color: var(--text-color);
+            font-size: 0.9rem;
+        }
+
+        .switch {
+            position: relative;
+            display: inline-block;
+            width: 44px;
+            height: 24px;
+        }
+
+        .switch input {
+            opacity: 0;
+            width: 0;
+            height: 0;
+        }
+
+        .slider {
+            position: absolute;
+            cursor: pointer;
+            top: 0;
+            left: 0;
+            right: 0;
+            bottom: 0;
+            background-color: #ccc;
+            transition: .4s;
+            border-radius: 34px;
+        }
+
+        .slider:before {
+            position: absolute;
+            content: "";
+            height: 18px;
+            width: 18px;
+            left: 3px;
+            bottom: 3px;
+            background-color: white;
+            transition: .4s;
+            border-radius: 50%;
+        }
+
+        input:checked + .slider {
+            background-color: var(--primary-color);
+        }
+
+        input:focus + .slider {
+            box-shadow: 0 0 1px var(--primary-color);
+        }
+
+        input:checked + .slider:before {
+            transform: translateX(20px);
+        }
+
+    </style>
+</head>
+<body>
+    <aap:target id="nav-bar">
+        <nav class="navbar">
+            <aap:target id="logo">
+                <a href="#" class="navbar-brand">AdminDash</a>
+            </aap:target>
+            <aap:target id="nav-links">
+                <div class="nav-links">
+                    <a href="#" class="nav-link active" id="nav-link-dashboard">Dashboard</a>
+                    <a href="#" class="nav-link" id="nav-link-products">Products</a>
+                    <a href="#" class="nav-link" id="nav-link-orders">Orders</a>
+                    <a href="#" class="nav-link" id="nav-link-customers">Customers</a>
+                    <a href="#" class="nav-link" id="nav-link-settings">Settings</a>
+                </div>
+            </aap:target>
+            <div class="nav-actions">
+                <aap:target id="user-profile">
+                    <div class="avatar">
+                        <aap:target id="user-name-initials">JS</aap:target>
+                    </div>
+                </aap:target>
+                <aap:target id="sign-out-btn">
+                    <button class="sign-out-btn">Sign Out</button>
+                </aap:target>
+            </div>
+        </nav>
+    </aap:target>
+
+    <div class="container">
+        <h1 class="section-title">Dashboard Overview</h1>
+
+        <aap:target id="stats-section">
+            <div class="dashboard-grid">
+                <aap:target id="stat-card-revenue">
+                    <div class="card">
+                        <div class="card-title">Total Revenue</div>
+                        <div class="card-value"><aap:target id="stat-value-revenue">$215,430</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-revenue">12.3% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-orders">
+                    <div class="card">
+                        <div class="card-title">Total Orders</div>
+                        <div class="card-value"><aap:target id="stat-value-orders">5,231</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-orders">8.1% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-customers">
+                    <div class="card">
+                        <div class="card-title">New Customers</div>
+                        <div class="card-value"><aap:target id="stat-value-customers">890</aap:target></div>
+                        <div class="card-trend negative">
+                            <span class="trend-icon">&#x25BC;</span> <aap:target id="stat-trend-customers">-3.2% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-conversion">
+                    <div class="card">
+                        <div class="card-title">Conversion Rate</div>
+                        <div class="card-value"><aap:target id="stat-value-conversion">3.8%</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-conversion">0.5% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+            </div>
+        </aap:target>
+
+        <h2 class="section-title">Product List</h2>
+        <aap:target id="products-section">
+            <div class="table-wrapper">
+                <aap:target id="products-table">
+                    <table class="data-table">
+                        <thead>
+                            <tr>
+                                <th>Name</th>
+                                <th>SKU</th>
+                                <th>Price</th>
+                                <th>Stock</th>
+                                <th>Category</th>
+                                <th>Status</th>
+                            </tr>
+                        </thead>
+                        <aap:target id="products-table-body">
+                            <tbody>
+                                <!-- Product Rows (60+ rows) -->
+                                <!-- Data generated for example -->
+                                <tr>
+                                    <td>Wireless Bluetooth Headphones</td>
+                                    <td>ELC-HP-001</td>
+                                    <td><aap:target id="product-price-001">$79.99</aap:target></td>
+                                    <td><aap:target id="product-stock-001">150</aap:target></td>
+                                    <td>Electronics</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smartwatch Series 7</td>
+                                    <td>ELC-SW-007</td>
+                                    <td><aap:target id="product-price-002">$249.00</aap:target></td>
+                                    <td><aap:target id="product-stock-002">80</aap:target></td>
+                                    <td>Wearables</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>USB-C Fast Charger (65W)</td>
+                                    <td>ELC-CH-065</td>
+                                    <td><aap:target id="product-price-003">$29.99</aap:target></td>
+                                    <td><aap:target id="product-stock-003">30</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mechanical Gaming Keyboard RGB</td>
+                                    <td>PCG-KB-RGB</td>
+                                    <td><aap:target id="product-price-004">$119.99</aap:target></td>
+                                    <td><aap:target id="product-stock-004">25</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable SSD 1TB USB 3.2</td>
+                                    <td>STO-SSD-1TB</td>
+                                    <td><aap:target id="product-price-005">$129.99</aap:target></td>
+                                    <td><aap:target id="product-stock-005">95</aap:target></td>
+                                    <td>Storage</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>4K UHD Smart TV 55-inch</td>
+                                    <td>ELC-TV-55</td>
+                                    <td><aap:target id="product-price-006">$699.00</aap:target></td>
+                                    <td><aap:target id="product-stock-006">5</aap:target></td>
+                                    <td>Televisions</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Ergonomic Office Chair</td>
+                                    <td>FURN-OC-ERG</td>
+                                    <td><aap:target id="product-price-007">$299.00</aap:target></td>
+                                    <td><aap:target id="product-stock-007">12</aap:target></td>
+                                    <td>Office Furniture</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Noise Cancelling Earbuds Pro</td>
+                                    <td>ELC-EB-PRO</td>
+                                    <td><aap:target id="product-price-008">$179.00</aap:target></td>
+                                    <td><aap:target id="product-stock-008">70</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Compact Espresso Machine</td>
+                                    <td>HOME-CM-ESP</td>
+                                    <td><aap:target id="product-price-009">$149.99</aap:target></td>
+                                    <td><aap:target id="product-stock-009">0</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Robot Vacuum Cleaner with Mop</td>
+                                    <td>HOME-VC-ROB</td>
+                                    <td><aap:target id="product-price-010">$349.99</aap:target></td>
+                                    <td><aap:target id="product-stock-010">18</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>High-Performance Blender</td>
+                                    <td>HOME-BL-HP</td>
+                                    <td><aap:target id="product-price-011">$89.99</aap:target></td>
+                                    <td><aap:target id="product-stock-011">40</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Air Fryer 5.8QT</td>
+                                    <td>HOME-AF-5QT</td>
+                                    <td><aap:target id="product-price-012">$110.00</aap:target></td>
+                                    <td><aap:target id="product-stock-012">20</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Bluetooth Speaker X2</td>
+                                    <td>ELC-SP-X2</td>
+                                    <td><aap:target id="product-price-013">$59.99</aap:target></td>
+                                    <td><aap:target id="product-stock-013">60</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Gaming Mouse RGB Pro</td>
+                                    <td>PCG-MS-RGB</td>
+                                    <td><aap:target id="product-price-014">$49.99</aap:target></td>
+                                    <td><aap:target id="product-stock-014">75</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>External Hard Drive 2TB</td>
+                                    <td>STO-HDD-2TB</td>
+                                    <td><aap:target id="product-price-015">$79.00</aap:target></td>
+                                    <td><aap:target id="product-stock-015">0</aap:target></td>
+                                    <td>Storage</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mesh Wi-Fi System (3-pack)</td>
+                                    <td>NET-WF-MESH</td>
+                                    <td><aap:target id="product-price-016">$199.99</aap:target></td>
+                                    <td><aap:target id="product-stock-016">10</aap:target></td>
+                                    <td>Networking</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Kettle Stainless Steel</td>
+                                    <td>HOME-KT-SS</td>
+                                    <td><aap:target id="product-price-017">$39.99</aap:target></td>
+                                    <td><aap:target id="product-stock-017">55</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Doorbell Camera</td>
+                                    <td>SMART-DB-CAM</td>
+                                    <td><aap:target id="product-price-018">$150.00</aap:target></td>
+                                    <td><aap:target id="product-stock-018">22</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Fitness Tracker with HR</td>
+                                    <td>ELC-FT-HR</td>
+                                    <td><aap:target id="product-price-019">$65.00</aap:target></td>
+                                    <td><aap:target id="product-stock-019">90</aap:target></td>
+                                    <td>Wearables</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Drawing Tablet 10-inch</td>
+                                    <td>ART-DT-10</td>
+                                    <td><aap:target id="product-price-020">$99.00</aap:target></td>
+                                    <td><aap:target id="product-stock-020">15</aap:target></td>
+                                    <td>Creative Tools</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Charging Pad</td>
+                                    <td>ELC-WP-001</td>
+                                    <td><aap:target id="product-price-021">$25.00</aap:target></td>
+                                    <td><aap:target id="product-stock-021">120</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Curved Gaming Monitor 27-inch</td>
+                                    <td>PCG-MN-27C</td>
+                                    <td><aap:target id="product-price-022">$349.00</aap:target></td>
+                                    <td><aap:target id="product-stock-022">8</aap:target></td>
+                                    <td>Monitors</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Projector Mini</td>
+                                    <td>ELC-PJ-MINI</td>
+                                    <td><aap:target id="product-price-023">$199.00</aap:target></td>
+                                    <td><aap:target id="product-stock-023">0</aap:target></td>
+                                    <td>Projectors</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Action Camera 4K Pro</td>
+                                    <td>CAM-AC-4K</td>
+                                    <td><aap:target id="product-price-024">$299.00</aap:target></td>
+                                    <td><aap:target id="product-stock-024">10</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Plug Wi-Fi (4-pack)</td>
+                                    <td>SMART-PL-4PK</td>
+                                    <td><aap:target id="product-price-025">$39.99</aap:target></td>
+                                    <td><aap:target id="product-stock-025">70</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Premium Noise-Cancelling Over-Ear Headphones</td>
+                                    <td>ELC-HP-NC-PRE</td>
+                                    <td><aap:target id="product-price-026">$349.99</aap:target></td>
+                                    <td><aap:target id="product-stock-026">45</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Gaming Headset</td>
+                                    <td>PCG-HS-WL</td>
+                                    <td><aap:target id="product-price-027">$99.99</aap:target></td>
+                                    <td><aap:target id="product-stock-027">20</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Power Bank 20000mAh</td>
+                                    <td>ELC-PB-20K</td>
+                                    <td><aap:target id="product-price-028">$45.00</aap:target></td>
+                                    <td><aap:target id="product-stock-028">180</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Light Bulb E27 (Color)</td>
+                                    <td>SMART-LB-C</td>
+                                    <td><aap:target id="product-price-029">$15.99</aap:target></td>
+                                    <td><aap:target id="product-stock-029">200</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Photo Frame 8-inch</td>
+                                    <td>ELC-PF-8IN</td>
+                                    <td><aap:target id="product-price-030">$75.00</aap:target></td>
+                                    <td><aap:target id="product-stock-030">12</aap:target></td>
+                                    <td>Home Decor</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Entry-Level DSLR Camera Kit</td>
+                                    <td>CAM-DSLR-KIT</td>
+                                    <td><aap:target id="product-price-031">$599.00</aap:target></td>
+                                    <td><aap:target id="product-stock-031">7</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Router Wi-Fi 6</td>
+                                    <td>NET-RT-W6</td>
+                                    <td><aap:target id="product-price-032">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-032">25</aap:target></td>
+                                    <td>Networking</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Scale with Body Composition</td>
+                                    <td>HEALTH-SC-BC</td>
+                                    <td><aap:target id="product-price-033">$49.99</aap:target></td>
+                                    <td><aap:target id="product-stock-033">35</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Toothbrush with App</td>
+                                    <td>HEALTH-TB-APP</td>
+                                    <td><aap:target id="product-price-034">$89.00</aap:target></td>
+                                    <td><aap:target id="product-stock-034">0</aap:target></td>
+                                    <td>Personal Care</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Home Security Camera Indoor</td>
+                                    <td>SMART-SC-IN</td>
+                                    <td><aap:target id="product-price-035">$69.99</aap:target></td>
+                                    <td><aap:target id="product-stock-035">40</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Mini Fan USB</td>
+                                    <td>HOME-FN-USB</td>
+                                    <td><aap:target id="product-price-036">$19.99</aap:target></td>
+                                    <td><aap:target id="product-stock-036">100</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>USB Microphone for Streaming</td>
+                                    <td>AUDIO-MIC-USB</td>
+                                    <td><aap:target id="product-price-037">$60.00</aap:target></td>
+                                    <td><aap:target id="product-stock-037">15</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Universal Travel Adapter</td>
+                                    <td>ELC-TA-UNI</td>
+                                    <td><aap:target id="product-price-038">$22.00</aap:target></td>
+                                    <td><aap:target id="product-stock-038">110</aap:target></td>
+                                    <td>Travel Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Kitchen Food Scale</td>
+                                    <td>HOME-FS-DIG</td>
+                                    <td><aap:target id="product-price-039">$29.99</aap:target></td>
+                                    <td><aap:target id="product-stock-039">60</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Thermostat Learning</td>
+                                    <td>SMART-TH-LRN</td>
+                                    <td><aap:target id="product-price-040">$180.00</aap:target></td>
+                                    <td><aap:target id="product-stock-040">9</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mini Projector Portable HD</td>
+                                    <td>ELC-MP-HD</td>
+                                    <td><aap:target id="product-price-041">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-041">0</aap:target></td>
+                                    <td>Projectors</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Gaming Chair with Lumbar Support</td>
+                                    <td>FURN-GC-LUM</td>
+                                    <td><aap:target id="product-price-042">$250.00</aap:target></td>
+                                    <td><aap:target id="product-stock-042">10</aap:target></td>
+                                    <td>Office Furniture</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Hand Mixer</td>
+                                    <td>HOME-MX-ELEC</td>
+                                    <td><aap:target id="product-price-043">$35.00</aap:target></td>
+                                    <td><aap:target id="product-stock-043">45</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Photo Printer</td>
+                                    <td>CAM-PR-PORT</td>
+                                    <td><aap:target id="product-price-044">$99.00</aap:target></td>
+                                    <td><aap:target id="product-stock-044">18</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Water Bottle</td>
+                                    <td>HEALTH-WB-SMART</td>
+                                    <td><aap:target id="product-price-045">$30.00</aap:target></td>
+                                    <td><aap:target id="product-stock-045">70</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Bluetooth Car Adapter</td>
+                                    <td>AUTO-BT-ADP</td>
+                                    <td><aap:target id="product-price-046">$20.00</aap:target></td>
+                                    <td><aap:target id="product-stock-046">90</aap:target></td>
+                                    <td>Car Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Air Purifier for Home</td>
+                                    <td>HOME-AP-01</td>
+                                    <td><aap:target id="product-price-047">$149.00</aap:target></td>
+                                    <td><aap:target id="product-stock-047">10</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Robot Toy Programmable</td>
+                                    <td>TOY-RB-PROG</td>
+                                    <td><aap:target id="product-price-048">$85.00</aap:target></td>
+                                    <td><aap:target id="product-stock-048">25</aap:target></td>
+                                    <td>Toys & Games</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>External Webcam Full HD</td>
+                                    <td>ELC-WC-FHD</td>
+                                    <td><aap:target id="product-price-049">$49.00</aap:target></td>
+                                    <td><aap:target id="product-stock-049">30</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Garden Indoor Kit</td>
+                                    <td>HOME-SG-IN</td>
+                                    <td><aap:target id="product-price-050">$79.00</aap:target></td>
+                                    <td><aap:target id="product-stock-050">15</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Magnetic Phone Car Mount</td>
+                                    <td>AUTO-PM-MAG</td>
+                                    <td><aap:target id="product-price-051">$15.00</aap:target></td>
+                                    <td><aap:target id="product-stock-051">150</aap:target></td>
+                                    <td>Car Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Espresso Maker</td>
+                                    <td>HOME-PM-ESP</td>
+                                    <td><aap:target id="product-price-052">$60.00</aap:target></td>
+                                    <td><aap:target id="product-stock-052">0</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>UV Light Sanitizer Box</td>
+                                    <td>HEALTH-UV-BOX</td>
+                                    <td><aap:target id="product-price-053">$40.00</aap:target></td>
+                                    <td><aap:target id="product-stock-053">50</aap:target></td>
+                                    <td>Personal Care</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Charger Stand</td>
+                                    <td>ELC-CS-WL</td>
+                                    <td><aap:target id="product-price-054">$30.00</aap:target></td>
+                                    <td><aap:target id="product-stock-054">80</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Dimmable LED Desk Lamp</td>
+                                    <td>HOME-DL-LED</td>
+                                    <td><aap:target id="product-price-055">$45.00</aap:target></td>
+                                    <td><aap:target id="product-stock-055">25</aap:target></td>
+                                    <td>Home Decor</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>VR Headset Basic</td>
+                                    <td>GAMING-VR-BASIC</td>
+                                    <td><aap:target id="product-price-056">$199.00</aap:target></td>
+                                    <td><aap:target id="product-stock-056">5</aap:target></td>
+                                    <td>Gaming</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Streaming Webcam 1080p</td>
+                                    <td>ELC-WC-1080</td>
+                                    <td><aap:target id="product-price-057">$55.00</aap:target></td>
+                                    <td><aap:target id="product-stock-057">30</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Foldable Drone with Camera</td>
+                                    <td>DRN-FL-CAM</td>
+                                    <td><aap:target id="product-price-058">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-058">10</aap:target></td>
+                                    <td>Drones</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Wi-Fi Coffee Maker</td>
+                                    <td>HOME-CM-WIFI</td>
+                                    <td><aap:target id="product-price-059">$95.00</aap:target></td>
+                                    <td><aap:target id="product-stock-059">12</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Body Fat Scale</td>
+                                    <td>HEALTH-BFS-DIG</td>
+                                    <td><aap:target id="product-price-060">$35.00</aap:target></td>
+                                    <td><aap:target id="product-stock-060">40</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                            </tbody>
+                        </aap:target>
+                    </table>
+                </aap:target>
+            </div>
+        </aap:target>
+
+        <h2 class="section-title">Recent Orders</h2>
+        <aap:target id="orders-section">
+            <div class="table-wrapper">
+                <aap:target id="orders-table">
+                    <table class="data-table">
+                        <thead>
+                            <tr>
+                                <th>Order ID</th>
+                                <th>Customer</th>
+                                <th>Amount</th>
+                                <th>Date</th>
+                                <th>Status</th>
+                            </tr>
+                        </thead>
+                        <aap:target id="orders-table-body">
+                            <tbody>
+                                <!-- Order Rows (40+ rows) -->
+                                <!-- Data generated for example -->
+                                <tr>
+                                    <td>#ORD00101</td>
+                                    <td>Alice Johnson</td>
+                                    <td><aap:target id="order-amount-001">$249.00</aap:target></td>
+                                    <td>2023-10-26</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00102</td>
+                                    <td>Bob Smith</td>
+                                    <td><aap:target id="order-amount-002">$79.99</aap:target></td>
+                                    <td>2023-10-25</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00103</td>
+                                    <td>Charlie Brown</td>
+                                    <td><aap:target id="order-amount-003">$119.99</aap:target></td>
+                                    <td>2023-10-25</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00104</td>
+                                    <td>Diana Prince</td>
+                                    <td><aap:target id="order-amount-004">$29.99</aap:target></td>
+                                    <td>2023-10-24</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00105</td>
+                                    <td>Eve Adams</td>
+                                    <td><aap:target id="order-amount-005">$699.00</aap:target></td>
+                                    <td>2023-10-24</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00106</td>
+                                    <td>Frank White</td>
+                                    <td><aap:target id="order-amount-006">$129.99</aap:target></td>
+                                    <td>2023-10-23</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00107</td>
+                                    <td>Grace Lee</td>
+                                    <td><aap:target id="order-amount-007">$299.00</aap:target></td>
+                                    <td>2023-10-23</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00108</td>
+                                    <td>Henry Clark</td>
+                                    <td><aap:target id="order-amount-008">$179.00</aap:target></td>
+                                    <td>2023-10-22</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00109</td>
+                                    <td>Ivy Green</td>
+                                    <td><aap:target id="order-amount-009">$149.99</aap:target></td>
+                                    <td>2023-10-22</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00110</td>
+                                    <td>Jack King</td>
+                                    <td><aap:target id="order-amount-010">$349.99</aap:target></td>
+                                    <td>2023-10-21</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00111</td>
+                                    <td>Karen Hall</td>
+                                    <td><aap:target id="order-amount-011">$89.99</aap:target></td>
+                                    <td>2023-10-21</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00112</td>
+                                    <td>Liam Scott</td>
+                                    <td><aap:target id="order-amount-012">$110.00</aap:target></td>
+                                    <td>2023-10-20</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00113</td>
+                                    <td>Mia Baker</td>
+                                    <td><aap:target id="order-amount-013">$59.99</aap:target></td>
+                                    <td>2023-10-20</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00114</td>
+                                    <td>Noah Taylor</td>
+                                    <td><aap:target id="order-amount-014">$49.99</aap:target></td>
+                                    <td>2023-10-19</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00115</td>
+                                    <td>Olivia Miller</td>
+                                    <td><aap:target id="order-amount-015">$79.00</aap:target></td>
+                                    <td>2023-10-19</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00116</td>
+                                    <td>Peter Davis</td>
+                                    <td><aap:target id="order-amount-016">$199.99</aap:target></td>
+                                    <td>2023-10-18</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00117</td>
+                                    <td>Quinn Wilson</td>
+                                    <td><aap:target id="order-amount-017">$39.99</aap:target></td>
+                                    <td>2023-10-18</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00118</td>
+                                    <td>Rachel Moore</td>
+                                    <td><aap:target id="order-amount-018">$150.00</aap:target></td>
+                                    <td>2023-10-17</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00119</td>
+                                    <td>Sam Harris</td>
+                                    <td><aap:target id="order-amount-019">$65.00</aap:target></td>
+                                    <td>2023-10-17</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00120</td>
+                                    <td>Tina Young</td>
+                                    <td><aap:target id="order-amount-020">$99.00</aap:target></td>
+                                    <td>2023-10-16</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00121</td>
+                                    <td>Uma Jackson</td>
+                                    <td><aap:target id="order-amount-021">$25.00</aap:target></td>
+                                    <td>2023-10-16</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00122</td>
+                                    <td>Victor Green</td>
+                                    <td><aap:target id="order-amount-022">$349.00</aap:target></td>
+                                    <td>2023-10-15</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00123</td>
+                                    <td>Wendy White</td>
+                                    <td><aap:target id="order-amount-023">$199.00</aap:target></td>
+                                    <td>2023-10-15</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00124</td>
+                                    <td>Xavier Bell</td>
+                                    <td><aap:target id="order-amount-024">$299.00</aap:target></td>
+                                    <td>2023-10-14</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00125</td>
+                                    <td>Yara Hall</td>
+                                    <td><aap:target id="order-amount-025">$39.99</aap:target></td>
+                                    <td>2023-10-14</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00126</td>
+                                    <td>Zack Adams</td>
+                                    <td><aap:target id="order-amount-026">$349.99</aap:target></td>
+                                    <td>2023-10-13</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00127</td>
+                                    <td>Amy Brown</td>
+                                    <td><aap:target id="order-amount-027">$99.99</aap:target></td>
+                                    <td>2023-10-13</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00128</td>
+                                    <td>Brian Davis</td>
+                                    <td><aap:target id="order-amount-028">$45.00</aap:target></td>
+                                    <td>2023-10-12</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00129</td>
+                                    <td>Chloe Evans</td>
+                                    <td><aap:target id="order-amount-029">$15.99</aap:target></td>
+                                    <td>2023-10-12</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00130</td>
+                                    <td>Daniel Garcia</td>
+                                    <td><aap:target id="order-amount-030">$75.00</aap:target></td>
+                                    <td>2023-10-11</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00131</td>
+                                    <td>Emily Rodriguez</td>
+                                    <td><aap:target id="order-amount-031">$599.00</aap:target></td>
+                                    <td>2023-10-11</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00132</td>
+                                    <td>Fiona Martinez</td>
+                                    <td><aap:target id="order-amount-032">$120.00</aap:target></td>
+                                    <td>2023-10-10</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00133</td>
+                                    <td>George Hernandez</td>
+                                    <td><aap:target id="order-amount-033">$49.99</aap:target></td>
+                                    <td>2023-10-10</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00134</td>
+                                    <td>Hannah Lopez</td>
+                                    <td><aap:target id="order-amount-034">$89.00</aap:target></td>
+                                    <td>2023-10-09</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00135</td>
+                                    <td>Isaac Perez</td>
+                                    <td><aap:target id="order-amount-035">$69.99</aap:target></td>
+                                    <td>2023-10-09</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00136</td>
+                                    <td>Julia Garcia</td>
+                                    <td><aap:target id="order-amount-036">$19.99</aap:target></td>
+                                    <td>2023-10-08</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00137</td>
+                                    <td>Kevin Scott</td>
+                                    <td><aap:target id="order-amount-037">$60.00</aap:target></td>
+                                    <td>2023-10-08</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00138</td>
+                                    <td>Laura Kim</td>
+                                    <td><aap:target id="order-amount-038">$22.00</aap:target></td>
+                                    <td>2023-10-07</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00139</td>
+                                    <td>Michael Chen</td>
+                                    <td><aap:target id="order-amount-039">$29.99</aap:target></td>
+                                    <td>2023-10-07</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00140</td>
+                                    <td>Nancy Patel</td>
+                                    <td><aap:target id="order-amount-040">$180.00</aap:target></td>
+                                    <td>2023-10-06</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                            </tbody>
+                                                    <tbody>
+                                <tr>
+                                    <td>#ORD00141</td>
+                                    <td>Chris Evans</td>
+                                    <td><aap:target id="order-amount-041">$75.50</aap:target></td>
+                                    <td>2026-03-15</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00142</td>
+                                    <td>Jessica Alba</td>
+                                    <td><aap:target id="order-amount-042">$120.00</aap:target></td>
+                                    <td>2026-03-14</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00143</td>
+                                    <td>Tom Hanks</td>
+                                    <td><aap:target id="order-amount-043">$35.99</aap:target></td>
+                                    <td>2026-03-14</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00144</td>
+                                    <td>Sandra Bullock</td>
+                                    <td><aap:target id="order-amount-044">$200.00</aap:target></td>
+                                    <td>2026-03-13</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00145</td>
+                                    <td>Leonardo DiCaprio</td>
+                                    <td><aap:target id="order-amount-045">$89.99</aap:target></td>
+                                    <td>2026-03-13</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00146</td>
+                                    <td>Julia Roberts</td>
+                                    <td><aap:target id="order-amount-046">$150.00</aap:target></td>
+                                    <td>2026-03-12</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00147</td>
+                                    <td>Brad Pitt</td>
+                                    <td><aap:target id="order-amount-047">$49.00</aap:target></td>
+                                    <td>2026-03-12</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00148</td>
+                                    <td>Angelina Jolie</td>
+                                    <td><aap:target id="order-amount-048">$320.00</aap:target></td>
+                                    <td>2026-03-11</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00149</td>
+                                    <td>George Clooney</td>
+                                    <td><aap:target id="order-amount-049">$70.00</aap:target></td>
+                                    <td>2026-03-11</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00150</td>
+                                    <td>Jennifer Aniston</td>
+                                    <td><aap:target id="order-amount-050">$180.00</aap:target></td>
+                                    <td>2026-03-10</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00151</td>
+                                    <td>Dwayne Johnson</td>
+                                    <td><aap:target id="order-amount-051">$99.00</aap:target></td>
+                                    <td>2026-03-10</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00152</td>
+                                    <td>Gal Gadot</td>
+                                    <td><aap:target id="order-amount-052">$65.00</aap:target></td>
+                                    <td>2026-03-09</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00153</td>
+                                    <td>Robert Downey Jr.</td>
+                                    <td><aap:target id="order-amount-053">$450.00</aap:target></td>
+                                    <td>2026-03-09</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00154</td>
+                                    <td>Scarlett Johansson</td>
+                                    <td><aap:target id="order-amount-054">$110.00</aap:target></td>
+                                    <td>2026-03-08</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00155</td>
+                                    <td>Chris Hemsworth</td>
+                                    <td><aap:target id="order-amount-055">$75.00</aap:target></td>
+                                    <td>2026-03-08</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                            </tbody></aap:target>
+                    </table>
+                </aap:target>
+            </div>
+        </aap:target>
+
+        <h2 class="section-title">Account Settings</h2>
+        <aap:target id="settings-section">
+            <div class="form-section">
+                <h3>Profile Information</h3>
+                <aap:target id="profile-form">
+                    <div class="form-group">
+                        <label for="profile-name">Full Name</label>
+                        <aap:target id="profile-name-input">
+                            <input type="text" id="profile-name" value="Jane Smith">
+                        </aap:target>
+                    </div>
+                    <div class="form-group">
+                        <label for="profile-email">Email Address</label>
+                        <aap:target id="profile-email-input">
+                            <input type="email" id="profile-email" value="jane.smith@example.com">
+                        </aap:target>
+                    </div>
+                    <div class="form-group">
+                        <label for="profile-password">Password</label>
+                        <aap:target id="profile-password-input">
+                            <input type="password" id="profile-password" value="********">
+                        </aap:target>
+                    </div>
+                    <div class="form-actions">
+                        <aap:target id="profile-save-btn">
+                            <button type="submit" class="btn-primary">Save Profile</button>
+                        </aap:target>
+                    </div>
+                </aap:target>
+            </div>
+
+            <div class="form-section">
+                <h3>Notification Settings</h3>
+                <aap:target id="notification-settings">
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">Email Notifications</span>
+                        <label class="switch">
+                            <aap:target id="email-toggle">
+                                <input type="checkbox" checked>
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">SMS Notifications</span>
+                        <label class="switch">
+                            <aap:target id="sms-toggle">
+                                <input type="checkbox">
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">Push Notifications</span>
+                        <label class="switch">
+                            <aap:target id="push-toggle">
+                                <input type="checkbox" checked>
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="form-actions">
+                        <aap:target id="notification-save-btn">
+                            <button type="submit" class="btn-primary">Save Settings</button>
+                        </aap:target>
+                    </div>
+                </aap:target>
+            </div>
+        </aap:target>
+    </div>
+</body>
+</html>
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-3.json b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-3.json
new file mode 100644
index 0000000..34635ad
--- /dev/null
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-3.json
@@ -0,0 +1,17 @@
+{
+  "protocol": "aap/0.1",
+  "id": "main-artifact",
+  "version": 2,
+  "name": "synthesize",
+  "meta": {
+    "format": "text/html",
+    "tokens_used": null,
+    "checksum": null,
+    "state": null
+  },
+  "content": [
+    {
+      "body": "<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n    <title>E-commerce Admin Dashboard</title>\n    <style>\n        @import url('https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&display=swap'); /* Using Inter font for a modern look */\n\n        :root {\n            --primary-color: #8b5cf6;\n            --primary-light: #9a70f8;\n            --primary-dark: #7a4dd4;\n            --text-color: #1F2937;\n            --text-secondary: #4B5563;\n            --bg-color: #F9FAFB;\n            --card-bg: #FFFFFF;\n            --border-color: #E5E7EB;\n            --success-color: #10B981;\n            --warning-color: #F59E0B;\n            --danger-color: #EF4444;\n            --info-color: #3B82F6;\n        }\n\n        body {\n            font-family: 'Inter', sans-serif;\n            margin: 0;\n            padding: 0;\n            background-color: var(--bg-color);\n            color: var(--text-color);\n            line-height: 1.5;\n        }\n\n        .container {\n            max-width: 1200px;\n            margin: 0 auto;\n            padding: 20px;\n        }\n\n        /* --- Navigation Bar --- */\n        .navbar {\n            background-color: var(--card-bg);\n            border-bottom: 1px solid var(--border-color);\n            padding: 15px 20px;\n            display: flex;\n            justify-content: space-between;\n            align-items: center;\n            box-shadow: 0 1px 3px rgba(0, 0, 0, 0.05);\n        }\n\n        .navbar-brand {\n            font-size: 1.5rem;\n            font-weight: 700;\n            color: var(--primary-color);\n            text-decoration: none;\n        }\n\n        .nav-links {\n            display: flex;\n            gap: 20px;\n        }\n\n        .nav-link {\n            color: var(--text-secondary);\n            text-decoration: none;\n            font-weight: 500;\n            padding: 5px 0;\n            transition: color 0.2s ease;\n        }\n\n        .nav-link:hover, .nav-link.active {\n            color: var(--primary-color);\n        }\n\n        .nav-actions {\n            display: flex;\n            align-items: center;\n            gap: 15px;\n        }\n\n        .avatar {\n            width: 36px;\n            height: 36px;\n            border-radius: 50%;\n            background-color: var(--primary-light);\n            display: flex;\n            justify-content: center;\n            align-items: center;\n            color: white;\n            font-weight: 600;\n            font-size: 0.9rem;\n            cursor: pointer;\n        }\n\n        .sign-out-btn {\n            background-color: transparent;\n            border: 1px solid var(--border-color);\n            color: var(--text-secondary);\n            padding: 8px 12px;\n            border-radius: 6px;\n            cursor: pointer;\n            font-size: 0.9rem;\n            font-weight: 500;\n            transition: background-color 0.2s ease, border-color 0.2s ease, color 0.2s ease;\n        }\n\n        .sign-out-btn:hover {\n            background-color: var(--bg-color);\n            border-color: var(--primary-color);\n            color: var(--primary-color);\n        }\n\n        /* --- Main Content Layout --- */\n        .dashboard-grid {\n            display: grid;\n            grid-template-columns: 1fr;\n            gap: 20px;\n            margin-top: 20px;\n        }\n\n        @media (min-width: 768px) {\n            .dashboard-grid {\n                grid-template-columns: repeat(2, 1fr);\n            }\n        }\n\n        @media (min-width: 1024px) {\n            .dashboard-grid {\n                grid-template-columns: repeat(4, 1fr);\n            }\n        }\n\n        /* --- Stat Cards --- */\n        .card {\n            background-color: var(--card-bg);\n            border-radius: 8px;\n            padding: 20px;\n            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);\n            border: 1px solid var(--border-color);\n        }\n\n        .card-title {\n            font-size: 0.9rem;\n            color: var(--text-secondary);\n            margin-bottom: 10px;\n            font-weight: 500;\n        }\n\n        .card-value {\n            font-size: 2rem;\n            font-weight: 700;\n            color: var(--text-color);\n            margin-bottom: 10px;\n        }\n\n        .card-trend {\n            display: flex;\n            align-items: center;\n            font-size: 0.85rem;\n            font-weight: 500;\n            color: var(--text-secondary);\n        }\n\n        .card-trend.positive {\n            color: var(--success-color);\n        }\n\n        .card-trend.negative {\n            color: var(--danger-color);\n        }\n\n        .trend-icon {\n            margin-right: 5px;\n            display: inline-block;\n        }\n\n        /* --- Section Titles --- */\n        .section-title {\n            font-size: 1.5rem;\n            font-weight: 600;\n            color: var(--text-color);\n            margin-top: 30px;\n            margin-bottom: 20px;\n        }\n\n        /* --- Tables --- */\n        .table-wrapper {\n            background-color: var(--card-bg);\n            border-radius: 8px;\n            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);\n            border: 1px solid var(--border-color);\n            overflow-x: auto;\n            margin-top: 20px;\n        }\n\n        .data-table {\n            width: 100%;\n            border-collapse: collapse;\n            font-size: 0.9rem;\n        }\n\n        .data-table th, .data-table td {\n            padding: 12px 15px;\n            text-align: left;\n            border-bottom: 1px solid var(--border-color);\n        }\n\n        .data-table th {\n            background-color: var(--bg-color);\n            color: var(--text-secondary);\n            font-weight: 600;\n            text-transform: uppercase;\n            font-size: 0.8rem;\n        }\n\n        .data-table tbody tr:last-child td {\n            border-bottom: none;\n        }\n\n        .data-table tbody tr:hover {\n            background-color: var(--bg-color);\n        }\n\n        /* Status Badges */\n        .badge {\n            display: inline-flex;\n            align-items: center;\n            padding: 5px 10px;\n            border-radius: 9999px; /* Pill shape */\n            font-size: 0.75rem;\n            font-weight: 600;\n            text-transform: capitalize;\n        }\n\n        .badge-success { background-color: #D1FAE5; color: var(--success-color); }\n        .badge-warning { background-color: #FDE68A; color: var(--warning-color); }\n        .badge-danger { background-color: #FEE2E2; color: var(--danger-color); }\n        .badge-info { background-color: #DBEAFE; color: var(--info-color); }\n        .badge-secondary { background-color: #E5E7EB; color: var(--text-secondary); }\n\n        /* --- Settings Form --- */\n        .form-section {\n            background-color: var(--card-bg);\n            border-radius: 8px;\n            padding: 30px;\n            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);\n            border: 1px solid var(--border-color);\n            margin-top: 20px;\n        }\n\n        .form-group {\n            margin-bottom: 20px;\n        }\n\n        .form-group label {\n            display: block;\n            font-weight: 500;\n            margin-bottom: 8px;\n            color: var(--text-color);\n            font-size: 0.9rem;\n        }\n\n        .form-group input[type=\"text\"],\n        .form-group input[type=\"email\"],\n        .form-group input[type=\"password\"] {\n            width: 100%;\n            padding: 10px 12px;\n            border: 1px solid var(--border-color);\n            border-radius: 6px;\n            font-size: 0.9rem;\n            color: var(--text-color);\n            box-sizing: border-box;\n            transition: border-color 0.2s ease, box-shadow 0.2s ease;\n        }\n\n        .form-group input[type=\"text\"]:focus,\n        .form-group input[type=\"email\"]:focus,\n        .form-group input[type=\"password\"]:focus {\n            outline: none;\n            border-color: var(--primary-light);\n            box-shadow: 0 0 0 3px rgba(139, 92, 246, 0.1);\n        }\n\n        .form-actions {\n            margin-top: 30px;\n            text-align: right;\n        }\n\n        .btn-primary {\n            background-color: var(--primary-color);\n            color: white;\n            padding: 10px 20px;\n            border: none;\n            border-radius: 6px;\n            cursor: pointer;\n            font-size: 0.9rem;\n            font-weight: 600;\n            transition: background-color 0.2s ease;\n        }\n\n        .btn-primary:hover {\n            background-color: var(--primary-dark);\n        }\n\n        /* Toggle Switch */\n        .toggle-switch {\n            display: flex;\n            align-items: center;\n            justify-content: space-between;\n            padding: 10px 0;\n            border-bottom: 1px solid var(--border-color);\n        }\n\n        .toggle-switch:last-of-type {\n            border-bottom: none;\n        }\n\n        .toggle-switch-label {\n            font-weight: 500;\n            color: var(--text-color);\n            font-size: 0.9rem;\n        }\n\n        .switch {\n            position: relative;\n            display: inline-block;\n            width: 44px;\n            height: 24px;\n        }\n\n        .switch input {\n            opacity: 0;\n            width: 0;\n            height: 0;\n        }\n\n        .slider {\n            position: absolute;\n            cursor: pointer;\n            top: 0;\n            left: 0;\n            right: 0;\n            bottom: 0;\n            background-color: #ccc;\n            transition: .4s;\n            border-radius: 34px;\n        }\n\n        .slider:before {\n            position: absolute;\n            content: \"\";\n            height: 18px;\n            width: 18px;\n            left: 3px;\n            bottom: 3px;\n            background-color: white;\n            transition: .4s;\n            border-radius: 50%;\n        }\n\n        input:checked + .slider {\n            background-color: var(--primary-color);\n        }\n\n        input:focus + .slider {\n            box-shadow: 0 0 1px var(--primary-color);\n        }\n\n        input:checked + .slider:before {\n            transform: translateX(20px);\n        }\n\n    </style>\n</head>\n<body>\n    <aap:target id=\"nav-bar\">\n        <nav class=\"navbar\">\n            <aap:target id=\"logo\">\n                <a href=\"#\" class=\"navbar-brand\">AdminDash</a>\n            </aap:target>\n            <aap:target id=\"nav-links\">\n                <div class=\"nav-links\">\n                    <a href=\"#\" class=\"nav-link active\" id=\"nav-link-dashboard\">Dashboard</a>\n                    <a href=\"#\" class=\"nav-link\" id=\"nav-link-products\">Products</a>\n                    <a href=\"#\" class=\"nav-link\" id=\"nav-link-orders\">Orders</a>\n                    <a href=\"#\" class=\"nav-link\" id=\"nav-link-customers\">Customers</a>\n                    <a href=\"#\" class=\"nav-link\" id=\"nav-link-settings\">Settings</a>\n                </div>\n            </aap:target>\n            <div class=\"nav-actions\">\n                <aap:target id=\"user-profile\">\n                    <div class=\"avatar\">\n                        <aap:target id=\"user-name-initials\">JS</aap:target>\n                    </div>\n                </aap:target>\n                <aap:target id=\"sign-out-btn\">\n                    <button class=\"sign-out-btn\">Sign Out</button>\n                </aap:target>\n            </div>\n        </nav>\n    </aap:target>\n\n    <div class=\"container\">\n        <h1 class=\"section-title\">Dashboard Overview</h1>\n\n        <aap:target id=\"stats-section\">\n            <div class=\"dashboard-grid\">\n                <aap:target id=\"stat-card-revenue\">\n                    <div class=\"card\">\n                        <div class=\"card-title\">Total Revenue</div>\n                        <div class=\"card-value\"><aap:target id=\"stat-value-revenue\">$215,430</aap:target></div>\n                        <div class=\"card-trend positive\">\n                            <span class=\"trend-icon\">&#x25B2;</span> <aap:target id=\"stat-trend-revenue\">12.3% vs last month</aap:target>\n                        </div>\n                    </div>\n                </aap:target>\n\n                <aap:target id=\"stat-card-orders\">\n                    <div class=\"card\">\n                        <div class=\"card-title\">Total Orders</div>\n                        <div class=\"card-value\"><aap:target id=\"stat-value-orders\">5,231</aap:target></div>\n                        <div class=\"card-trend positive\">\n                            <span class=\"trend-icon\">&#x25B2;</span> <aap:target id=\"stat-trend-orders\">8.1% vs last month</aap:target>\n                        </div>\n                    </div>\n                </aap:target>\n\n                <aap:target id=\"stat-card-customers\">\n                    <div class=\"card\">\n                        <div class=\"card-title\">New Customers</div>\n                        <div class=\"card-value\"><aap:target id=\"stat-value-customers\">890</aap:target></div>\n                        <div class=\"card-trend negative\">\n                            <span class=\"trend-icon\">&#x25BC;</span> <aap:target id=\"stat-trend-customers\">-3.2% vs last month</aap:target>\n                        </div>\n                    </div>\n                </aap:target>\n\n                <aap:target id=\"stat-card-conversion\">\n                    <div class=\"card\">\n                        <div class=\"card-title\">Conversion Rate</div>\n                        <div class=\"card-value\"><aap:target id=\"stat-value-conversion\">3.8%</aap:target></div>\n                        <div class=\"card-trend positive\">\n                            <span class=\"trend-icon\">&#x25B2;</span> <aap:target id=\"stat-trend-conversion\">0.5% vs last month</aap:target>\n                        </div>\n                    </div>\n                </aap:target>\n            </div>\n        </aap:target>\n\n        <h2 class=\"section-title\">Product List</h2>\n        <aap:target id=\"products-section\">\n            <div class=\"table-wrapper\">\n                <aap:target id=\"products-table\">\n                    <table class=\"data-table\">\n                        <thead>\n                            <tr>\n                                <th>Name</th>\n                                <th>SKU</th>\n                                <th>Price</th>\n                                <th>Stock</th>\n                                <th>Category</th>\n                                <th>Status</th>\n                            </tr>\n                        </thead>\n                        <aap:target id=\"products-table-body\">\n                            <tbody>\n                                <!-- Product Rows (60+ rows) -->\n                                <!-- Data generated for example -->\n                                <tr>\n                                    <td>Wireless Bluetooth Headphones</td>\n                                    <td>ELC-HP-001</td>\n                                    <td><aap:target id=\"product-price-001\">$79.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-001\">150</aap:target></td>\n                                    <td>Electronics</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Smartwatch Series 7</td>\n                                    <td>ELC-SW-007</td>\n                                    <td><aap:target id=\"product-price-002\">$249.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-002\">80</aap:target></td>\n                                    <td>Wearables</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>USB-C Fast Charger (65W)</td>\n                                    <td>ELC-CH-065</td>\n                                    <td><aap:target id=\"product-price-003\">$29.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-003\">30</aap:target></td>\n                                    <td>Accessories</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Mechanical Gaming Keyboard RGB</td>\n                                    <td>PCG-KB-RGB</td>\n                                    <td><aap:target id=\"product-price-004\">$119.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-004\">25</aap:target></td>\n                                    <td>PC Peripherals</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Portable SSD 1TB USB 3.2</td>\n                                    <td>STO-SSD-1TB</td>\n                                    <td><aap:target id=\"product-price-005\">$129.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-005\">95</aap:target></td>\n                                    <td>Storage</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>4K UHD Smart TV 55-inch</td>\n                                    <td>ELC-TV-55</td>\n                                    <td><aap:target id=\"product-price-006\">$699.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-006\">5</aap:target></td>\n                                    <td>Televisions</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Ergonomic Office Chair</td>\n                                    <td>FURN-OC-ERG</td>\n                                    <td><aap:target id=\"product-price-007\">$299.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-007\">12</aap:target></td>\n                                    <td>Office Furniture</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Noise Cancelling Earbuds Pro</td>\n                                    <td>ELC-EB-PRO</td>\n                                    <td><aap:target id=\"product-price-008\">$179.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-008\">70</aap:target></td>\n                                    <td>Audio</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Compact Espresso Machine</td>\n                                    <td>HOME-CM-ESP</td>\n                                    <td><aap:target id=\"product-price-009\">$149.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-009\">0</aap:target></td>\n                                    <td>Kitchen Appliances</td>\n                                    <td><span class=\"badge badge-danger\">Out of Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Robot Vacuum Cleaner with Mop</td>\n                                    <td>HOME-VC-ROB</td>\n                                    <td><aap:target id=\"product-price-010\">$349.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-010\">18</aap:target></td>\n                                    <td>Home Appliances</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>High-Performance Blender</td>\n                                    <td>HOME-BL-HP</td>\n                                    <td><aap:target id=\"product-price-011\">$89.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-011\">40</aap:target></td>\n                                    <td>Kitchen Appliances</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Digital Air Fryer 5.8QT</td>\n                                    <td>HOME-AF-5QT</td>\n                                    <td><aap:target id=\"product-price-012\">$110.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-012\">20</aap:target></td>\n                                    <td>Kitchen Appliances</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Portable Bluetooth Speaker X2</td>\n                                    <td>ELC-SP-X2</td>\n                                    <td><aap:target id=\"product-price-013\">$59.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-013\">60</aap:target></td>\n                                    <td>Audio</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Gaming Mouse RGB Pro</td>\n                                    <td>PCG-MS-RGB</td>\n                                    <td><aap:target id=\"product-price-014\">$49.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-014\">75</aap:target></td>\n                                    <td>PC Peripherals</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>External Hard Drive 2TB</td>\n                                    <td>STO-HDD-2TB</td>\n                                    <td><aap:target id=\"product-price-015\">$79.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-015\">0</aap:target></td>\n                                    <td>Storage</td>\n                                    <td><span class=\"badge badge-danger\">Out of Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Mesh Wi-Fi System (3-pack)</td>\n                                    <td>NET-WF-MESH</td>\n                                    <td><aap:target id=\"product-price-016\">$199.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-016\">10</aap:target></td>\n                                    <td>Networking</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Electric Kettle Stainless Steel</td>\n                                    <td>HOME-KT-SS</td>\n                                    <td><aap:target id=\"product-price-017\">$39.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-017\">55</aap:target></td>\n                                    <td>Kitchen Appliances</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Smart Doorbell Camera</td>\n                                    <td>SMART-DB-CAM</td>\n                                    <td><aap:target id=\"product-price-018\">$150.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-018\">22</aap:target></td>\n                                    <td>Smart Home</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Fitness Tracker with HR</td>\n                                    <td>ELC-FT-HR</td>\n                                    <td><aap:target id=\"product-price-019\">$65.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-019\">90</aap:target></td>\n                                    <td>Wearables</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Digital Drawing Tablet 10-inch</td>\n                                    <td>ART-DT-10</td>\n                                    <td><aap:target id=\"product-price-020\">$99.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-020\">15</aap:target></td>\n                                    <td>Creative Tools</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Wireless Charging Pad</td>\n                                    <td>ELC-WP-001</td>\n                                    <td><aap:target id=\"product-price-021\">$25.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-021\">120</aap:target></td>\n                                    <td>Accessories</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Curved Gaming Monitor 27-inch</td>\n                                    <td>PCG-MN-27C</td>\n                                    <td><aap:target id=\"product-price-022\">$349.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-022\">8</aap:target></td>\n                                    <td>Monitors</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Portable Projector Mini</td>\n                                    <td>ELC-PJ-MINI</td>\n                                    <td><aap:target id=\"product-price-023\">$199.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-023\">0</aap:target></td>\n                                    <td>Projectors</td>\n                                    <td><span class=\"badge badge-danger\">Out of Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Action Camera 4K Pro</td>\n                                    <td>CAM-AC-4K</td>\n                                    <td><aap:target id=\"product-price-024\">$299.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-024\">10</aap:target></td>\n                                    <td>Cameras</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Smart Plug Wi-Fi (4-pack)</td>\n                                    <td>SMART-PL-4PK</td>\n                                    <td><aap:target id=\"product-price-025\">$39.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-025\">70</aap:target></td>\n                                    <td>Smart Home</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Premium Noise-Cancelling Over-Ear Headphones</td>\n                                    <td>ELC-HP-NC-PRE</td>\n                                    <td><aap:target id=\"product-price-026\">$349.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-026\">45</aap:target></td>\n                                    <td>Audio</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Wireless Gaming Headset</td>\n                                    <td>PCG-HS-WL</td>\n                                    <td><aap:target id=\"product-price-027\">$99.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-027\">20</aap:target></td>\n                                    <td>PC Peripherals</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Portable Power Bank 20000mAh</td>\n                                    <td>ELC-PB-20K</td>\n                                    <td><aap:target id=\"product-price-028\">$45.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-028\">180</aap:target></td>\n                                    <td>Accessories</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Smart Light Bulb E27 (Color)</td>\n                                    <td>SMART-LB-C</td>\n                                    <td><aap:target id=\"product-price-029\">$15.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-029\">200</aap:target></td>\n                                    <td>Smart Home</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Digital Photo Frame 8-inch</td>\n                                    <td>ELC-PF-8IN</td>\n                                    <td><aap:target id=\"product-price-030\">$75.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-030\">12</aap:target></td>\n                                    <td>Home Decor</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Entry-Level DSLR Camera Kit</td>\n                                    <td>CAM-DSLR-KIT</td>\n                                    <td><aap:target id=\"product-price-031\">$599.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-031\">7</aap:target></td>\n                                    <td>Cameras</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Wireless Router Wi-Fi 6</td>\n                                    <td>NET-RT-W6</td>\n                                    <td><aap:target id=\"product-price-032\">$120.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-032\">25</aap:target></td>\n                                    <td>Networking</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Smart Scale with Body Composition</td>\n                                    <td>HEALTH-SC-BC</td>\n                                    <td><aap:target id=\"product-price-033\">$49.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-033\">35</aap:target></td>\n                                    <td>Health & Fitness</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Electric Toothbrush with App</td>\n                                    <td>HEALTH-TB-APP</td>\n                                    <td><aap:target id=\"product-price-034\">$89.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-034\">0</aap:target></td>\n                                    <td>Personal Care</td>\n                                    <td><span class=\"badge badge-danger\">Out of Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Home Security Camera Indoor</td>\n                                    <td>SMART-SC-IN</td>\n                                    <td><aap:target id=\"product-price-035\">$69.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-035\">40</aap:target></td>\n                                    <td>Smart Home</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Portable Mini Fan USB</td>\n                                    <td>HOME-FN-USB</td>\n                                    <td><aap:target id=\"product-price-036\">$19.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-036\">100</aap:target></td>\n                                    <td>Home Appliances</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>USB Microphone for Streaming</td>\n                                    <td>AUDIO-MIC-USB</td>\n                                    <td><aap:target id=\"product-price-037\">$60.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-037\">15</aap:target></td>\n                                    <td>Audio</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Universal Travel Adapter</td>\n                                    <td>ELC-TA-UNI</td>\n                                    <td><aap:target id=\"product-price-038\">$22.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-038\">110</aap:target></td>\n                                    <td>Travel Accessories</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Digital Kitchen Food Scale</td>\n                                    <td>HOME-FS-DIG</td>\n                                    <td><aap:target id=\"product-price-039\">$29.99</aap:target></td>\n                                    <td><aap:target id=\"product-stock-039\">60</aap:target></td>\n                                    <td>Kitchen Appliances</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Smart Thermostat Learning</td>\n                                    <td>SMART-TH-LRN</td>\n                                    <td><aap:target id=\"product-price-040\">$180.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-040\">9</aap:target></td>\n                                    <td>Smart Home</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Mini Projector Portable HD</td>\n                                    <td>ELC-MP-HD</td>\n                                    <td><aap:target id=\"product-price-041\">$120.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-041\">0</aap:target></td>\n                                    <td>Projectors</td>\n                                    <td><span class=\"badge badge-danger\">Out of Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Gaming Chair with Lumbar Support</td>\n                                    <td>FURN-GC-LUM</td>\n                                    <td><aap:target id=\"product-price-042\">$250.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-042\">10</aap:target></td>\n                                    <td>Office Furniture</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Electric Hand Mixer</td>\n                                    <td>HOME-MX-ELEC</td>\n                                    <td><aap:target id=\"product-price-043\">$35.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-043\">45</aap:target></td>\n                                    <td>Kitchen Appliances</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Portable Photo Printer</td>\n                                    <td>CAM-PR-PORT</td>\n                                    <td><aap:target id=\"product-price-044\">$99.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-044\">18</aap:target></td>\n                                    <td>Cameras</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Smart Water Bottle</td>\n                                    <td>HEALTH-WB-SMART</td>\n                                    <td><aap:target id=\"product-price-045\">$30.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-045\">70</aap:target></td>\n                                    <td>Health & Fitness</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Bluetooth Car Adapter</td>\n                                    <td>AUTO-BT-ADP</td>\n                                    <td><aap:target id=\"product-price-046\">$20.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-046\">90</aap:target></td>\n                                    <td>Car Accessories</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Air Purifier for Home</td>\n                                    <td>HOME-AP-01</td>\n                                    <td><aap:target id=\"product-price-047\">$149.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-047\">10</aap:target></td>\n                                    <td>Home Appliances</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Robot Toy Programmable</td>\n                                    <td>TOY-RB-PROG</td>\n                                    <td><aap:target id=\"product-price-048\">$85.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-048\">25</aap:target></td>\n                                    <td>Toys & Games</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>External Webcam Full HD</td>\n                                    <td>ELC-WC-FHD</td>\n                                    <td><aap:target id=\"product-price-049\">$49.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-049\">30</aap:target></td>\n                                    <td>PC Peripherals</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Smart Garden Indoor Kit</td>\n                                    <td>HOME-SG-IN</td>\n                                    <td><aap:target id=\"product-price-050\">$79.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-050\">15</aap:target></td>\n                                    <td>Smart Home</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Magnetic Phone Car Mount</td>\n                                    <td>AUTO-PM-MAG</td>\n                                    <td><aap:target id=\"product-price-051\">$15.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-051\">150</aap:target></td>\n                                    <td>Car Accessories</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Portable Espresso Maker</td>\n                                    <td>HOME-PM-ESP</td>\n                                    <td><aap:target id=\"product-price-052\">$60.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-052\">0</aap:target></td>\n                                    <td>Kitchen Appliances</td>\n                                    <td><span class=\"badge badge-danger\">Out of Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>UV Light Sanitizer Box</td>\n                                    <td>HEALTH-UV-BOX</td>\n                                    <td><aap:target id=\"product-price-053\">$40.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-053\">50</aap:target></td>\n                                    <td>Personal Care</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Wireless Charger Stand</td>\n                                    <td>ELC-CS-WL</td>\n                                    <td><aap:target id=\"product-price-054\">$30.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-054\">80</aap:target></td>\n                                    <td>Accessories</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Dimmable LED Desk Lamp</td>\n                                    <td>HOME-DL-LED</td>\n                                    <td><aap:target id=\"product-price-055\">$45.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-055\">25</aap:target></td>\n                                    <td>Home Decor</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>VR Headset Basic</td>\n                                    <td>GAMING-VR-BASIC</td>\n                                    <td><aap:target id=\"product-price-056\">$199.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-056\">5</aap:target></td>\n                                    <td>Gaming</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Streaming Webcam 1080p</td>\n                                    <td>ELC-WC-1080</td>\n                                    <td><aap:target id=\"product-price-057\">$55.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-057\">30</aap:target></td>\n                                    <td>PC Peripherals</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Foldable Drone with Camera</td>\n                                    <td>DRN-FL-CAM</td>\n                                    <td><aap:target id=\"product-price-058\">$120.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-058\">10</aap:target></td>\n                                    <td>Drones</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Smart Wi-Fi Coffee Maker</td>\n                                    <td>HOME-CM-WIFI</td>\n                                    <td><aap:target id=\"product-price-059\">$95.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-059\">12</aap:target></td>\n                                    <td>Kitchen Appliances</td>\n                                    <td><span class=\"badge badge-warning\">Low Stock</span></td>\n                                </tr>\n                                <tr>\n                                    <td>Digital Body Fat Scale</td>\n                                    <td>HEALTH-BFS-DIG</td>\n                                    <td><aap:target id=\"product-price-060\">$35.00</aap:target></td>\n                                    <td><aap:target id=\"product-stock-060\">40</aap:target></td>\n                                    <td>Health & Fitness</td>\n                                    <td><span class=\"badge badge-success\">In Stock</span></td>\n                                </tr>\n                            </tbody>\n                        </aap:target>\n                    </table>\n                </aap:target>\n            </div>\n        </aap:target>\n\n        <h2 class=\"section-title\">Recent Orders</h2>\n        <aap:target id=\"orders-section\">\n            <div class=\"table-wrapper\">\n                <aap:target id=\"orders-table\">\n                    <table class=\"data-table\">\n                        <thead>\n                            <tr>\n                                <th>Order ID</th>\n                                <th>Customer</th>\n                                <th>Amount</th>\n                                <th>Date</th>\n                                <th>Status</th>\n                            </tr>\n                        </thead>\n                        <aap:target id=\"orders-table-body\">\n                            <tbody>\n                                <!-- Order Rows (40+ rows) -->\n                                <!-- Data generated for example -->\n                                <tr>\n                                    <td>#ORD00101</td>\n                                    <td>Alice Johnson</td>\n                                    <td><aap:target id=\"order-amount-001\">$249.00</aap:target></td>\n                                    <td>2023-10-26</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00102</td>\n                                    <td>Bob Smith</td>\n                                    <td><aap:target id=\"order-amount-002\">$79.99</aap:target></td>\n                                    <td>2023-10-25</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00103</td>\n                                    <td>Charlie Brown</td>\n                                    <td><aap:target id=\"order-amount-003\">$119.99</aap:target></td>\n                                    <td>2023-10-25</td>\n                                    <td><span class=\"badge badge-warning\">Pending</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00104</td>\n                                    <td>Diana Prince</td>\n                                    <td><aap:target id=\"order-amount-004\">$29.99</aap:target></td>\n                                    <td>2023-10-24</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00105</td>\n                                    <td>Eve Adams</td>\n                                    <td><aap:target id=\"order-amount-005\">$699.00</aap:target></td>\n                                    <td>2023-10-24</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00106</td>\n                                    <td>Frank White</td>\n                                    <td><aap:target id=\"order-amount-006\">$129.99</aap:target></td>\n                                    <td>2023-10-23</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00107</td>\n                                    <td>Grace Lee</td>\n                                    <td><aap:target id=\"order-amount-007\">$299.00</aap:target></td>\n                                    <td>2023-10-23</td>\n                                    <td><span class=\"badge badge-warning\">Pending</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00108</td>\n                                    <td>Henry Clark</td>\n                                    <td><aap:target id=\"order-amount-008\">$179.00</aap:target></td>\n                                    <td>2023-10-22</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00109</td>\n                                    <td>Ivy Green</td>\n                                    <td><aap:target id=\"order-amount-009\">$149.99</aap:target></td>\n                                    <td>2023-10-22</td>\n                                    <td><span class=\"badge badge-danger\">Canceled</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00110</td>\n                                    <td>Jack King</td>\n                                    <td><aap:target id=\"order-amount-010\">$349.99</aap:target></td>\n                                    <td>2023-10-21</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00111</td>\n                                    <td>Karen Hall</td>\n                                    <td><aap:target id=\"order-amount-011\">$89.99</aap:target></td>\n                                    <td>2023-10-21</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00112</td>\n                                    <td>Liam Scott</td>\n                                    <td><aap:target id=\"order-amount-012\">$110.00</aap:target></td>\n                                    <td>2023-10-20</td>\n                                    <td><span class=\"badge badge-warning\">Pending</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00113</td>\n                                    <td>Mia Baker</td>\n                                    <td><aap:target id=\"order-amount-013\">$59.99</aap:target></td>\n                                    <td>2023-10-20</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00114</td>\n                                    <td>Noah Taylor</td>\n                                    <td><aap:target id=\"order-amount-014\">$49.99</aap:target></td>\n                                    <td>2023-10-19</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00115</td>\n                                    <td>Olivia Miller</td>\n                                    <td><aap:target id=\"order-amount-015\">$79.00</aap:target></td>\n                                    <td>2023-10-19</td>\n                                    <td><span class=\"badge badge-danger\">Canceled</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00116</td>\n                                    <td>Peter Davis</td>\n                                    <td><aap:target id=\"order-amount-016\">$199.99</aap:target></td>\n                                    <td>2023-10-18</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00117</td>\n                                    <td>Quinn Wilson</td>\n                                    <td><aap:target id=\"order-amount-017\">$39.99</aap:target></td>\n                                    <td>2023-10-18</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00118</td>\n                                    <td>Rachel Moore</td>\n                                    <td><aap:target id=\"order-amount-018\">$150.00</aap:target></td>\n                                    <td>2023-10-17</td>\n                                    <td><span class=\"badge badge-warning\">Pending</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00119</td>\n                                    <td>Sam Harris</td>\n                                    <td><aap:target id=\"order-amount-019\">$65.00</aap:target></td>\n                                    <td>2023-10-17</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00120</td>\n                                    <td>Tina Young</td>\n                                    <td><aap:target id=\"order-amount-020\">$99.00</aap:target></td>\n                                    <td>2023-10-16</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00121</td>\n                                    <td>Uma Jackson</td>\n                                    <td><aap:target id=\"order-amount-021\">$25.00</aap:target></td>\n                                    <td>2023-10-16</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00122</td>\n                                    <td>Victor Green</td>\n                                    <td><aap:target id=\"order-amount-022\">$349.00</aap:target></td>\n                                    <td>2023-10-15</td>\n                                    <td><span class=\"badge badge-warning\">Pending</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00123</td>\n                                    <td>Wendy White</td>\n                                    <td><aap:target id=\"order-amount-023\">$199.00</aap:target></td>\n                                    <td>2023-10-15</td>\n                                    <td><span class=\"badge badge-danger\">Canceled</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00124</td>\n                                    <td>Xavier Bell</td>\n                                    <td><aap:target id=\"order-amount-024\">$299.00</aap:target></td>\n                                    <td>2023-10-14</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00125</td>\n                                    <td>Yara Hall</td>\n                                    <td><aap:target id=\"order-amount-025\">$39.99</aap:target></td>\n                                    <td>2023-10-14</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00126</td>\n                                    <td>Zack Adams</td>\n                                    <td><aap:target id=\"order-amount-026\">$349.99</aap:target></td>\n                                    <td>2023-10-13</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00127</td>\n                                    <td>Amy Brown</td>\n                                    <td><aap:target id=\"order-amount-027\">$99.99</aap:target></td>\n                                    <td>2023-10-13</td>\n                                    <td><span class=\"badge badge-warning\">Pending</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00128</td>\n                                    <td>Brian Davis</td>\n                                    <td><aap:target id=\"order-amount-028\">$45.00</aap:target></td>\n                                    <td>2023-10-12</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00129</td>\n                                    <td>Chloe Evans</td>\n                                    <td><aap:target id=\"order-amount-029\">$15.99</aap:target></td>\n                                    <td>2023-10-12</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00130</td>\n                                    <td>Daniel Garcia</td>\n                                    <td><aap:target id=\"order-amount-030\">$75.00</aap:target></td>\n                                    <td>2023-10-11</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00131</td>\n                                    <td>Emily Rodriguez</td>\n                                    <td><aap:target id=\"order-amount-031\">$599.00</aap:target></td>\n                                    <td>2023-10-11</td>\n                                    <td><span class=\"badge badge-warning\">Pending</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00132</td>\n                                    <td>Fiona Martinez</td>\n                                    <td><aap:target id=\"order-amount-032\">$120.00</aap:target></td>\n                                    <td>2023-10-10</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00133</td>\n                                    <td>George Hernandez</td>\n                                    <td><aap:target id=\"order-amount-033\">$49.99</aap:target></td>\n                                    <td>2023-10-10</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00134</td>\n                                    <td>Hannah Lopez</td>\n                                    <td><aap:target id=\"order-amount-034\">$89.00</aap:target></td>\n                                    <td>2023-10-09</td>\n                                    <td><span class=\"badge badge-danger\">Canceled</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00135</td>\n                                    <td>Isaac Perez</td>\n                                    <td><aap:target id=\"order-amount-035\">$69.99</aap:target></td>\n                                    <td>2023-10-09</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00136</td>\n                                    <td>Julia Garcia</td>\n                                    <td><aap:target id=\"order-amount-036\">$19.99</aap:target></td>\n                                    <td>2023-10-08</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00137</td>\n                                    <td>Kevin Scott</td>\n                                    <td><aap:target id=\"order-amount-037\">$60.00</aap:target></td>\n                                    <td>2023-10-08</td>\n                                    <td><span class=\"badge badge-warning\">Pending</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00138</td>\n                                    <td>Laura Kim</td>\n                                    <td><aap:target id=\"order-amount-038\">$22.00</aap:target></td>\n                                    <td>2023-10-07</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00139</td>\n                                    <td>Michael Chen</td>\n                                    <td><aap:target id=\"order-amount-039\">$29.99</aap:target></td>\n                                    <td>2023-10-07</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00140</td>\n                                    <td>Nancy Patel</td>\n                                    <td><aap:target id=\"order-amount-040\">$180.00</aap:target></td>\n                                    <td>2023-10-06</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                            </tbody>\n                                                    <tbody>\n                                <tr>\n                                    <td>#ORD00141</td>\n                                    <td>Chris Evans</td>\n                                    <td><aap:target id=\"order-amount-041\">$75.50</aap:target></td>\n                                    <td>2026-03-15</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00142</td>\n                                    <td>Jessica Alba</td>\n                                    <td><aap:target id=\"order-amount-042\">$120.00</aap:target></td>\n                                    <td>2026-03-14</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00143</td>\n                                    <td>Tom Hanks</td>\n                                    <td><aap:target id=\"order-amount-043\">$35.99</aap:target></td>\n                                    <td>2026-03-14</td>\n                                    <td><span class=\"badge badge-warning\">Pending</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00144</td>\n                                    <td>Sandra Bullock</td>\n                                    <td><aap:target id=\"order-amount-044\">$200.00</aap:target></td>\n                                    <td>2026-03-13</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00145</td>\n                                    <td>Leonardo DiCaprio</td>\n                                    <td><aap:target id=\"order-amount-045\">$89.99</aap:target></td>\n                                    <td>2026-03-13</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00146</td>\n                                    <td>Julia Roberts</td>\n                                    <td><aap:target id=\"order-amount-046\">$150.00</aap:target></td>\n                                    <td>2026-03-12</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00147</td>\n                                    <td>Brad Pitt</td>\n                                    <td><aap:target id=\"order-amount-047\">$49.00</aap:target></td>\n                                    <td>2026-03-12</td>\n                                    <td><span class=\"badge badge-warning\">Pending</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00148</td>\n                                    <td>Angelina Jolie</td>\n                                    <td><aap:target id=\"order-amount-048\">$320.00</aap:target></td>\n                                    <td>2026-03-11</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00149</td>\n                                    <td>George Clooney</td>\n                                    <td><aap:target id=\"order-amount-049\">$70.00</aap:target></td>\n                                    <td>2026-03-11</td>\n                                    <td><span class=\"badge badge-danger\">Canceled</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00150</td>\n                                    <td>Jennifer Aniston</td>\n                                    <td><aap:target id=\"order-amount-050\">$180.00</aap:target></td>\n                                    <td>2026-03-10</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00151</td>\n                                    <td>Dwayne Johnson</td>\n                                    <td><aap:target id=\"order-amount-051\">$99.00</aap:target></td>\n                                    <td>2026-03-10</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00152</td>\n                                    <td>Gal Gadot</td>\n                                    <td><aap:target id=\"order-amount-052\">$65.00</aap:target></td>\n                                    <td>2026-03-09</td>\n                                    <td><span class=\"badge badge-warning\">Pending</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00153</td>\n                                    <td>Robert Downey Jr.</td>\n                                    <td><aap:target id=\"order-amount-053\">$450.00</aap:target></td>\n                                    <td>2026-03-09</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00154</td>\n                                    <td>Scarlett Johansson</td>\n                                    <td><aap:target id=\"order-amount-054\">$110.00</aap:target></td>\n                                    <td>2026-03-08</td>\n                                    <td><span class=\"badge badge-info\">Shipped</span></td>\n                                </tr>\n                                <tr>\n                                    <td>#ORD00155</td>\n                                    <td>Chris Hemsworth</td>\n                                    <td><aap:target id=\"order-amount-055\">$75.00</aap:target></td>\n                                    <td>2026-03-08</td>\n                                    <td><span class=\"badge badge-success\">Delivered</span></td>\n                                </tr>\n                            </tbody></aap:target>\n                    </table>\n                </aap:target>\n            </div>\n        </aap:target>\n\n        <h2 class=\"section-title\">Account Settings</h2>\n        <aap:target id=\"settings-section\">\n            <div class=\"form-section\">\n                <h3>Profile Information</h3>\n                <aap:target id=\"profile-form\">\n                    <div class=\"form-group\">\n                        <label for=\"profile-name\">Full Name</label>\n                        <aap:target id=\"profile-name-input\">\n                            <input type=\"text\" id=\"profile-name\" value=\"Jane Smith\">\n                        </aap:target>\n                    </div>\n                    <div class=\"form-group\">\n                        <label for=\"profile-email\">Email Address</label>\n                        <aap:target id=\"profile-email-input\">\n                            <input type=\"email\" id=\"profile-email\" value=\"jane.smith@example.com\">\n                        </aap:target>\n                    </div>\n                    <div class=\"form-group\">\n                        <label for=\"profile-password\">Password</label>\n                        <aap:target id=\"profile-password-input\">\n                            <input type=\"password\" id=\"profile-password\" value=\"********\">\n                        </aap:target>\n                    </div>\n                    <div class=\"form-actions\">\n                        <aap:target id=\"profile-save-btn\">\n                            <button type=\"submit\" class=\"btn-primary\">Save Profile</button>\n                        </aap:target>\n                    </div>\n                </aap:target>\n            </div>\n\n            <div class=\"form-section\">\n                <h3>Notification Settings</h3>\n                <aap:target id=\"notification-settings\">\n                    <div class=\"toggle-switch\">\n                        <span class=\"toggle-switch-label\">Email Notifications</span>\n                        <label class=\"switch\">\n                            <aap:target id=\"email-toggle\">\n                                <input type=\"checkbox\" checked>\n                            </aap:target>\n                            <span class=\"slider\"></span>\n                        </label>\n                    </div>\n                    <div class=\"toggle-switch\">\n                        <span class=\"toggle-switch-label\">SMS Notifications</span>\n                        <label class=\"switch\">\n                            <aap:target id=\"sms-toggle\">\n                                <input type=\"checkbox\">\n                            </aap:target>\n                            <span class=\"slider\"></span>\n                        </label>\n                    </div>\n                    <div class=\"toggle-switch\">\n                        <span class=\"toggle-switch-label\">Push Notifications</span>\n                        <label class=\"switch\">\n                            <aap:target id=\"push-toggle\">\n                                <input type=\"checkbox\" checked>\n                            </aap:target>\n                            <span class=\"slider\"></span>\n                        </label>\n                    </div>\n                    <div class=\"form-actions\">\n                        <aap:target id=\"notification-save-btn\">\n                            <button type=\"submit\" class=\"btn-primary\">Save Settings</button>\n                        </aap:target>\n                    </div>\n                </aap:target>\n            </div>\n        </aap:target>\n    </div>\n</body>\n</html>\n"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-4.html b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-4.html
new file mode 100644
index 0000000..fd78f0d
--- /dev/null
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-4.html
@@ -0,0 +1,1518 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>E-commerce Admin Dashboard</title>
+    <style>
+        @import url('https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&display=swap'); /* Using Inter font for a modern look */
+
+        :root {
+            --primary-color: #8b5cf6;
+            --primary-light: #9a70f8;
+            --primary-dark: #7a4dd4;
+            --text-color: #1F2937;
+            --text-secondary: #4B5563;
+            --bg-color: #F9FAFB;
+            --card-bg: #FFFFFF;
+            --border-color: #E5E7EB;
+            --success-color: #10B981;
+            --warning-color: #F59E0B;
+            --danger-color: #EF4444;
+            --info-color: #3B82F6;
+        }
+
+        body {
+            font-family: 'Inter', sans-serif;
+            margin: 0;
+            padding: 0;
+            background-color: var(--bg-color);
+            color: var(--text-color);
+            line-height: 1.5;
+        }
+
+        .container {
+            max-width: 1200px;
+            margin: 0 auto;
+            padding: 20px;
+        }
+
+        /* --- Navigation Bar --- */
+        .navbar {
+            background-color: var(--card-bg);
+            border-bottom: 1px solid var(--border-color);
+            padding: 15px 20px;
+            display: flex;
+            justify-content: space-between;
+            align-items: center;
+            box-shadow: 0 1px 3px rgba(0, 0, 0, 0.05);
+        }
+
+        .navbar-brand {
+            font-size: 1.5rem;
+            font-weight: 700;
+            color: var(--primary-color);
+            text-decoration: none;
+        }
+
+        .nav-links {
+            display: flex;
+            gap: 20px;
+        }
+
+        .nav-link {
+            color: var(--text-secondary);
+            text-decoration: none;
+            font-weight: 500;
+            padding: 5px 0;
+            transition: color 0.2s ease;
+        }
+
+        .nav-link:hover, .nav-link.active {
+            color: var(--primary-color);
+        }
+
+        .nav-actions {
+            display: flex;
+            align-items: center;
+            gap: 15px;
+        }
+
+        .avatar {
+            width: 36px;
+            height: 36px;
+            border-radius: 50%;
+            background-color: var(--primary-light);
+            display: flex;
+            justify-content: center;
+            align-items: center;
+            color: white;
+            font-weight: 600;
+            font-size: 0.9rem;
+            cursor: pointer;
+        }
+
+        .sign-out-btn {
+            background-color: transparent;
+            border: 1px solid var(--border-color);
+            color: var(--text-secondary);
+            padding: 8px 12px;
+            border-radius: 6px;
+            cursor: pointer;
+            font-size: 0.9rem;
+            font-weight: 500;
+            transition: background-color 0.2s ease, border-color 0.2s ease, color 0.2s ease;
+        }
+
+        .sign-out-btn:hover {
+            background-color: var(--bg-color);
+            border-color: var(--primary-color);
+            color: var(--primary-color);
+        }
+
+        /* --- Main Content Layout --- */
+        .dashboard-grid {
+            display: grid;
+            grid-template-columns: 1fr;
+            gap: 20px;
+            margin-top: 20px;
+        }
+
+        @media (min-width: 768px) {
+            .dashboard-grid {
+                grid-template-columns: repeat(2, 1fr);
+            }
+        }
+
+        @media (min-width: 1024px) {
+            .dashboard-grid {
+                grid-template-columns: repeat(4, 1fr);
+            }
+        }
+
+        /* --- Stat Cards --- */
+        .card {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            padding: 20px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+        }
+
+        .card-title {
+            font-size: 0.9rem;
+            color: var(--text-secondary);
+            margin-bottom: 10px;
+            font-weight: 500;
+        }
+
+        .card-value {
+            font-size: 2rem;
+            font-weight: 700;
+            color: var(--text-color);
+            margin-bottom: 10px;
+        }
+
+        .card-trend {
+            display: flex;
+            align-items: center;
+            font-size: 0.85rem;
+            font-weight: 500;
+            color: var(--text-secondary);
+        }
+
+        .card-trend.positive {
+            color: var(--success-color);
+        }
+
+        .card-trend.negative {
+            color: var(--danger-color);
+        }
+
+        .trend-icon {
+            margin-right: 5px;
+            display: inline-block;
+        }
+
+        /* --- Section Titles --- */
+        .section-title {
+            font-size: 1.5rem;
+            font-weight: 600;
+            color: var(--text-color);
+            margin-top: 30px;
+            margin-bottom: 20px;
+        }
+
+        /* --- Tables --- */
+        .table-wrapper {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+            overflow-x: auto;
+            margin-top: 20px;
+        }
+
+        .data-table {
+            width: 100%;
+            border-collapse: collapse;
+            font-size: 0.9rem;
+        }
+
+        .data-table th, .data-table td {
+            padding: 12px 15px;
+            text-align: left;
+            border-bottom: 1px solid var(--border-color);
+        }
+
+        .data-table th {
+            background-color: var(--bg-color);
+            color: var(--text-secondary);
+            font-weight: 600;
+            text-transform: uppercase;
+            font-size: 0.8rem;
+        }
+
+        .data-table tbody tr:last-child td {
+            border-bottom: none;
+        }
+
+        .data-table tbody tr:hover {
+            background-color: var(--bg-color);
+        }
+
+        /* Status Badges */
+        .badge {
+            display: inline-flex;
+            align-items: center;
+            padding: 5px 10px;
+            border-radius: 9999px; /* Pill shape */
+            font-size: 0.75rem;
+            font-weight: 600;
+            text-transform: capitalize;
+        }
+
+        .badge-success { background-color: #D1FAE5; color: var(--success-color); }
+        .badge-warning { background-color: #FDE68A; color: var(--warning-color); }
+        .badge-danger { background-color: #FEE2E2; color: var(--danger-color); }
+        .badge-info { background-color: #DBEAFE; color: var(--info-color); }
+        .badge-secondary { background-color: #E5E7EB; color: var(--text-secondary); }
+
+        /* --- Settings Form --- */
+        .form-section {
+            background-color: var(--card-bg);
+            border-radius: 8px;
+            padding: 30px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);
+            border: 1px solid var(--border-color);
+            margin-top: 20px;
+        }
+
+        .form-group {
+            margin-bottom: 20px;
+        }
+
+        .form-group label {
+            display: block;
+            font-weight: 500;
+            margin-bottom: 8px;
+            color: var(--text-color);
+            font-size: 0.9rem;
+        }
+
+        .form-group input[type="text"],
+        .form-group input[type="email"],
+        .form-group input[type="password"] {
+            width: 100%;
+            padding: 10px 12px;
+            border: 1px solid var(--border-color);
+            border-radius: 6px;
+            font-size: 0.9rem;
+            color: var(--text-color);
+            box-sizing: border-box;
+            transition: border-color 0.2s ease, box-shadow 0.2s ease;
+        }
+
+        .form-group input[type="text"]:focus,
+        .form-group input[type="email"]:focus,
+        .form-group input[type="password"]:focus {
+            outline: none;
+            border-color: var(--primary-light);
+            box-shadow: 0 0 0 3px rgba(139, 92, 246, 0.1);
+        }
+
+        .form-actions {
+            margin-top: 30px;
+            text-align: right;
+        }
+
+        .btn-primary {
+            background-color: var(--primary-color);
+            color: white;
+            padding: 10px 20px;
+            border: none;
+            border-radius: 6px;
+            cursor: pointer;
+            font-size: 0.9rem;
+            font-weight: 600;
+            transition: background-color 0.2s ease;
+        }
+
+        .btn-primary:hover {
+            background-color: var(--primary-dark);
+        }
+
+        /* Toggle Switch */
+        .toggle-switch {
+            display: flex;
+            align-items: center;
+            justify-content: space-between;
+            padding: 10px 0;
+            border-bottom: 1px solid var(--border-color);
+        }
+
+        .toggle-switch:last-of-type {
+            border-bottom: none;
+        }
+
+        .toggle-switch-label {
+            font-weight: 500;
+            color: var(--text-color);
+            font-size: 0.9rem;
+        }
+
+        .switch {
+            position: relative;
+            display: inline-block;
+            width: 44px;
+            height: 24px;
+        }
+
+        .switch input {
+            opacity: 0;
+            width: 0;
+            height: 0;
+        }
+
+        .slider {
+            position: absolute;
+            cursor: pointer;
+            top: 0;
+            left: 0;
+            right: 0;
+            bottom: 0;
+            background-color: #ccc;
+            transition: .4s;
+            border-radius: 34px;
+        }
+
+        .slider:before {
+            position: absolute;
+            content: "";
+            height: 18px;
+            width: 18px;
+            left: 3px;
+            bottom: 3px;
+            background-color: white;
+            transition: .4s;
+            border-radius: 50%;
+        }
+
+        input:checked + .slider {
+            background-color: var(--primary-color);
+        }
+
+        input:focus + .slider {
+            box-shadow: 0 0 1px var(--primary-color);
+        }
+
+        input:checked + .slider:before {
+            transform: translateX(20px);
+        }
+
+    </style>
+</head>
+<body>
+    <aap:target id="nav-bar">
+        <nav class="navbar">
+            <aap:target id="logo">
+                <a href="#" class="navbar-brand">AdminDash</a>
+            </aap:target>
+            <aap:target id="nav-links">
+                <div class="nav-links">
+                    <a href="#" class="nav-link active" id="nav-link-dashboard">Dashboard</a>
+                    <a href="#" class="nav-link" id="nav-link-products">Products</a>
+                    <a href="#" class="nav-link" id="nav-link-orders">Orders</a>
+                    <a href="#" class="nav-link" id="nav-link-customers">Customers</a>
+                    <a href="#" class="nav-link" id="nav-link-settings">Settings</a>
+                </div>
+            </aap:target>
+            <div class="nav-actions">
+                <aap:target id="user-profile">
+                    <div class="avatar">
+                        <aap:target id="user-name-initials">JS</aap:target>
+                    </div>
+                </aap:target>
+                <aap:target id="sign-out-btn">
+                    <button class="sign-out-btn">Sign Out</button>
+                </aap:target>
+            </div>
+        </nav>
+    </aap:target>
+
+    <div class="container">
+        <h1 class="section-title">Dashboard Overview</h1>
+
+        <aap:target id="stats-section">
+            <div class="dashboard-grid">
+                <aap:target id="stat-card-revenue">
+                    <div class="card">
+                        <div class="card-title">Total Revenue</div>
+                        <div class="card-value"><aap:target id="stat-value-revenue">$215,430</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-revenue">12.3% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-orders">
+                    <div class="card">
+                        <div class="card-title">Total Orders</div>
+                        <div class="card-value"><aap:target id="stat-value-orders">5,231</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-orders">8.1% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-customers">
+                    <div class="card">
+                        <div class="card-title">New Customers</div>
+                        <div class="card-value"><aap:target id="stat-value-customers">890</aap:target></div>
+                        <div class="card-trend negative">
+                            <span class="trend-icon">&#x25BC;</span> <aap:target id="stat-trend-customers">-3.2% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+
+                <aap:target id="stat-card-conversion">
+                    <div class="card">
+                        <div class="card-title">Conversion Rate</div>
+                        <div class="card-value"><aap:target id="stat-value-conversion">3.8%</aap:target></div>
+                        <div class="card-trend positive">
+                            <span class="trend-icon">&#x25B2;</span> <aap:target id="stat-trend-conversion">0.5% vs last month</aap:target>
+                        </div>
+                    </div>
+                </aap:target>
+            </div>
+        <h2 class="section-title">Recent Activity</h2>
+        <aap:target id="recent-activity-section">
+            <div class="table-wrapper">
+                <aap:target id="recent-activity-table">
+                    <table class="data-table">
+                        <thead>
+                            <tr>
+                                <th>Action</th>
+                                <th>User</th>
+                                <th>Date</th>
+                                <th>Details</th>
+                            </tr>
+                        </thead>
+                        <aap:target id="recent-activity-table-body">
+                            <tbody>
+                                <tr>
+                                    <td><aap:target id="activity-action-001">Product Update</aap:target></td>
+                                    <td><aap:target id="activity-user-001">Jane Smith</aap:target></td>
+                                    <td><aap:target id="activity-date-001">2023-10-26 14:30</aap:target></td>
+                                    <td><aap:target id="activity-details-001">Updated "Wireless Bluetooth Headphones" price to $79.99</aap:target></td>
+                                </tr>
+                                <tr>
+                                    <td><aap:target id="activity-action-002">New Order</aap:target></td>
+                                    <td><aap:target id="activity-user-002">System</aap:target></td>
+                                    <td><aap:target id="activity-date-002">2023-10-26 14:15</aap:target></td>
+                                    <td><aap:target id="activity-details-002">Order #ORD00101 placed by Alice Johnson</aap:target></td>
+                                </tr>
+                                <tr>
+                                    <td><aap:target id="activity-action-003">Stock Adjustment</aap:target></td>
+                                    <td><aap:target id="activity-user-003">John Doe</aap:target></td>
+                                    <td><aap:target id="activity-date-003">2023-10-26 13:00</aap:target></td>
+                                    <td><aap:target id="activity-details-003">Increased stock for "Smartwatch Series 7" by 10 units</aap:target></td>
+                                </tr>
+                                <tr>
+                                    <td><aap:target id="activity-action-004">User Login</aap:target></td>
+                                    <td><aap:target id="activity-user-004">Jane Smith</aap:target></td>
+                                    <td><aap:target id="activity-date-004">2023-10-26 12:45</aap:target></td>
+                                    <td><aap:target id="activity-details-004">Logged in from IP: 192.168.1.100</aap:target></td>
+                                </tr>
+                                <tr>
+                                    <td><aap:target id="activity-action-005">Order Status Change</aap:target></td>
+                                    <td><aap:target id="activity-user-005">Admin</aap:target></td>
+                                    <td><aap:target id="activity-date-005">2023-10-26 11:30</aap:target></td>
+                                    <td><aap:target id="activity-details-005">Order #ORD00102 status changed to "Shipped"</aap:target></td>
+                                </tr>
+                                <tr>
+                                    <td><aap:target id="activity-action-006">New Product Added</aap:target></td>
+                                    <td><aap:target id="activity-user-006">Marketing Team</aap:target></td>
+                                    <td><aap:target id="activity-date-006">2023-10-25 16:00</aap:target></td>
+                                    <td><aap:target id="activity-details-006">Added "New Ultra-Thin Laptop"</aap:target></td>
+                                </tr>
+                                <tr>
+                                    <td><aap:target id="activity-action-007">Customer Update</aap:target></td>
+                                    <td><aap:target id="activity-user-007">Support Team</aap:target></td>
+                                    <td><aap:target id="activity-date-007">2023-10-25 10:10</aap:target></td>
+                                    <td><aap:target id="activity-details-007">Updated email for customer 'Bob Smith'</aap:target></td>
+                                </tr>
+                                <tr>
+                                    <td><aap:target id="activity-action-008">Settings Change</aap:target></td>
+                                    <td><aap:target id="activity-user-008">Jane Smith</aap:target></td>
+                                    <td><aap:target id="activity-date-008">2023-10-24 09:00</aap:target></td>
+                                    <td><aap:target id="activity-details-008">Enabled 'SMS Notifications'</aap:target></td>
+                                </tr>
+                                <tr>
+                                    <td><aap:target id="activity-action-009">Product Delete</aap:target></td>
+                                    <td><aap:target id="activity-user-009">Admin</aap:target></td>
+                                    <td><aap:target id="activity-date-009">2023-10-23 15:00</aap:target></td>
+                                    <td><aap:target id="activity-details-009">Removed "Old Printer Model X"</aap:target></td>
+                                </tr>
+                                <tr>
+                                    <td><aap:target id="activity-action-010">Refund Issued</aap:target></td>
+                                    <td><aap:target id="activity-user-010">Finance Dept.</aap:target></td>
+                                    <td><aap:target id="activity-date-010">2023-10-22 11:45</aap:target></td>
+                                    <td><aap:target id="activity-details-010">Refund processed for Order #ORD00095</aap:target></td>
+                                </tr>
+                            </tbody>
+                        </aap:target>
+                    </table>
+                </aap:target>
+            </div>
+        </aap:target></aap:target>
+
+        <h2 class="section-title">Product List</h2>
+        <aap:target id="products-section">
+            <div class="table-wrapper">
+                <aap:target id="products-table">
+                    <table class="data-table">
+                        <thead>
+                            <tr>
+                                <th>Name</th>
+                                <th>SKU</th>
+                                <th>Price</th>
+                                <th>Stock</th>
+                                <th>Category</th>
+                                <th>Status</th>
+                            </tr>
+                        </thead>
+                        <aap:target id="products-table-body">
+                            <tbody>
+                                <!-- Product Rows (60+ rows) -->
+                                <!-- Data generated for example -->
+                                <tr>
+                                    <td>Wireless Bluetooth Headphones</td>
+                                    <td>ELC-HP-001</td>
+                                    <td><aap:target id="product-price-001">$79.99</aap:target></td>
+                                    <td><aap:target id="product-stock-001">150</aap:target></td>
+                                    <td>Electronics</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smartwatch Series 7</td>
+                                    <td>ELC-SW-007</td>
+                                    <td><aap:target id="product-price-002">$249.00</aap:target></td>
+                                    <td><aap:target id="product-stock-002">80</aap:target></td>
+                                    <td>Wearables</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>USB-C Fast Charger (65W)</td>
+                                    <td>ELC-CH-065</td>
+                                    <td><aap:target id="product-price-003">$29.99</aap:target></td>
+                                    <td><aap:target id="product-stock-003">30</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mechanical Gaming Keyboard RGB</td>
+                                    <td>PCG-KB-RGB</td>
+                                    <td><aap:target id="product-price-004">$119.99</aap:target></td>
+                                    <td><aap:target id="product-stock-004">25</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable SSD 1TB USB 3.2</td>
+                                    <td>STO-SSD-1TB</td>
+                                    <td><aap:target id="product-price-005">$129.99</aap:target></td>
+                                    <td><aap:target id="product-stock-005">95</aap:target></td>
+                                    <td>Storage</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>4K UHD Smart TV 55-inch</td>
+                                    <td>ELC-TV-55</td>
+                                    <td><aap:target id="product-price-006">$699.00</aap:target></td>
+                                    <td><aap:target id="product-stock-006">5</aap:target></td>
+                                    <td>Televisions</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Ergonomic Office Chair</td>
+                                    <td>FURN-OC-ERG</td>
+                                    <td><aap:target id="product-price-007">$299.00</aap:target></td>
+                                    <td><aap:target id="product-stock-007">12</aap:target></td>
+                                    <td>Office Furniture</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Noise Cancelling Earbuds Pro</td>
+                                    <td>ELC-EB-PRO</td>
+                                    <td><aap:target id="product-price-008">$179.00</aap:target></td>
+                                    <td><aap:target id="product-stock-008">70</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Compact Espresso Machine</td>
+                                    <td>HOME-CM-ESP</td>
+                                    <td><aap:target id="product-price-009">$149.99</aap:target></td>
+                                    <td><aap:target id="product-stock-009">0</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Robot Vacuum Cleaner with Mop</td>
+                                    <td>HOME-VC-ROB</td>
+                                    <td><aap:target id="product-price-010">$349.99</aap:target></td>
+                                    <td><aap:target id="product-stock-010">18</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>High-Performance Blender</td>
+                                    <td>HOME-BL-HP</td>
+                                    <td><aap:target id="product-price-011">$89.99</aap:target></td>
+                                    <td><aap:target id="product-stock-011">40</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Air Fryer 5.8QT</td>
+                                    <td>HOME-AF-5QT</td>
+                                    <td><aap:target id="product-price-012">$110.00</aap:target></td>
+                                    <td><aap:target id="product-stock-012">20</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Bluetooth Speaker X2</td>
+                                    <td>ELC-SP-X2</td>
+                                    <td><aap:target id="product-price-013">$59.99</aap:target></td>
+                                    <td><aap:target id="product-stock-013">60</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Gaming Mouse RGB Pro</td>
+                                    <td>PCG-MS-RGB</td>
+                                    <td><aap:target id="product-price-014">$49.99</aap:target></td>
+                                    <td><aap:target id="product-stock-014">75</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>External Hard Drive 2TB</td>
+                                    <td>STO-HDD-2TB</td>
+                                    <td><aap:target id="product-price-015">$79.00</aap:target></td>
+                                    <td><aap:target id="product-stock-015">0</aap:target></td>
+                                    <td>Storage</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mesh Wi-Fi System (3-pack)</td>
+                                    <td>NET-WF-MESH</td>
+                                    <td><aap:target id="product-price-016">$199.99</aap:target></td>
+                                    <td><aap:target id="product-stock-016">10</aap:target></td>
+                                    <td>Networking</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Kettle Stainless Steel</td>
+                                    <td>HOME-KT-SS</td>
+                                    <td><aap:target id="product-price-017">$39.99</aap:target></td>
+                                    <td><aap:target id="product-stock-017">55</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Doorbell Camera</td>
+                                    <td>SMART-DB-CAM</td>
+                                    <td><aap:target id="product-price-018">$150.00</aap:target></td>
+                                    <td><aap:target id="product-stock-018">22</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Fitness Tracker with HR</td>
+                                    <td>ELC-FT-HR</td>
+                                    <td><aap:target id="product-price-019">$65.00</aap:target></td>
+                                    <td><aap:target id="product-stock-019">90</aap:target></td>
+                                    <td>Wearables</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Drawing Tablet 10-inch</td>
+                                    <td>ART-DT-10</td>
+                                    <td><aap:target id="product-price-020">$99.00</aap:target></td>
+                                    <td><aap:target id="product-stock-020">15</aap:target></td>
+                                    <td>Creative Tools</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Charging Pad</td>
+                                    <td>ELC-WP-001</td>
+                                    <td><aap:target id="product-price-021">$25.00</aap:target></td>
+                                    <td><aap:target id="product-stock-021">120</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Curved Gaming Monitor 27-inch</td>
+                                    <td>PCG-MN-27C</td>
+                                    <td><aap:target id="product-price-022">$349.00</aap:target></td>
+                                    <td><aap:target id="product-stock-022">8</aap:target></td>
+                                    <td>Monitors</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Projector Mini</td>
+                                    <td>ELC-PJ-MINI</td>
+                                    <td><aap:target id="product-price-023">$199.00</aap:target></td>
+                                    <td><aap:target id="product-stock-023">0</aap:target></td>
+                                    <td>Projectors</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Action Camera 4K Pro</td>
+                                    <td>CAM-AC-4K</td>
+                                    <td><aap:target id="product-price-024">$299.00</aap:target></td>
+                                    <td><aap:target id="product-stock-024">10</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Plug Wi-Fi (4-pack)</td>
+                                    <td>SMART-PL-4PK</td>
+                                    <td><aap:target id="product-price-025">$39.99</aap:target></td>
+                                    <td><aap:target id="product-stock-025">70</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Premium Noise-Cancelling Over-Ear Headphones</td>
+                                    <td>ELC-HP-NC-PRE</td>
+                                    <td><aap:target id="product-price-026">$349.99</aap:target></td>
+                                    <td><aap:target id="product-stock-026">45</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Gaming Headset</td>
+                                    <td>PCG-HS-WL</td>
+                                    <td><aap:target id="product-price-027">$99.99</aap:target></td>
+                                    <td><aap:target id="product-stock-027">20</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Power Bank 20000mAh</td>
+                                    <td>ELC-PB-20K</td>
+                                    <td><aap:target id="product-price-028">$45.00</aap:target></td>
+                                    <td><aap:target id="product-stock-028">180</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Light Bulb E27 (Color)</td>
+                                    <td>SMART-LB-C</td>
+                                    <td><aap:target id="product-price-029">$15.99</aap:target></td>
+                                    <td><aap:target id="product-stock-029">200</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Photo Frame 8-inch</td>
+                                    <td>ELC-PF-8IN</td>
+                                    <td><aap:target id="product-price-030">$75.00</aap:target></td>
+                                    <td><aap:target id="product-stock-030">12</aap:target></td>
+                                    <td>Home Decor</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Entry-Level DSLR Camera Kit</td>
+                                    <td>CAM-DSLR-KIT</td>
+                                    <td><aap:target id="product-price-031">$599.00</aap:target></td>
+                                    <td><aap:target id="product-stock-031">7</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Router Wi-Fi 6</td>
+                                    <td>NET-RT-W6</td>
+                                    <td><aap:target id="product-price-032">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-032">25</aap:target></td>
+                                    <td>Networking</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Scale with Body Composition</td>
+                                    <td>HEALTH-SC-BC</td>
+                                    <td><aap:target id="product-price-033">$49.99</aap:target></td>
+                                    <td><aap:target id="product-stock-033">35</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Toothbrush with App</td>
+                                    <td>HEALTH-TB-APP</td>
+                                    <td><aap:target id="product-price-034">$89.00</aap:target></td>
+                                    <td><aap:target id="product-stock-034">0</aap:target></td>
+                                    <td>Personal Care</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Home Security Camera Indoor</td>
+                                    <td>SMART-SC-IN</td>
+                                    <td><aap:target id="product-price-035">$69.99</aap:target></td>
+                                    <td><aap:target id="product-stock-035">40</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Mini Fan USB</td>
+                                    <td>HOME-FN-USB</td>
+                                    <td><aap:target id="product-price-036">$19.99</aap:target></td>
+                                    <td><aap:target id="product-stock-036">100</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>USB Microphone for Streaming</td>
+                                    <td>AUDIO-MIC-USB</td>
+                                    <td><aap:target id="product-price-037">$60.00</aap:target></td>
+                                    <td><aap:target id="product-stock-037">15</aap:target></td>
+                                    <td>Audio</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Universal Travel Adapter</td>
+                                    <td>ELC-TA-UNI</td>
+                                    <td><aap:target id="product-price-038">$22.00</aap:target></td>
+                                    <td><aap:target id="product-stock-038">110</aap:target></td>
+                                    <td>Travel Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Kitchen Food Scale</td>
+                                    <td>HOME-FS-DIG</td>
+                                    <td><aap:target id="product-price-039">$29.99</aap:target></td>
+                                    <td><aap:target id="product-stock-039">60</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Thermostat Learning</td>
+                                    <td>SMART-TH-LRN</td>
+                                    <td><aap:target id="product-price-040">$180.00</aap:target></td>
+                                    <td><aap:target id="product-stock-040">9</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Mini Projector Portable HD</td>
+                                    <td>ELC-MP-HD</td>
+                                    <td><aap:target id="product-price-041">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-041">0</aap:target></td>
+                                    <td>Projectors</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Gaming Chair with Lumbar Support</td>
+                                    <td>FURN-GC-LUM</td>
+                                    <td><aap:target id="product-price-042">$250.00</aap:target></td>
+                                    <td><aap:target id="product-stock-042">10</aap:target></td>
+                                    <td>Office Furniture</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Electric Hand Mixer</td>
+                                    <td>HOME-MX-ELEC</td>
+                                    <td><aap:target id="product-price-043">$35.00</aap:target></td>
+                                    <td><aap:target id="product-stock-043">45</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Photo Printer</td>
+                                    <td>CAM-PR-PORT</td>
+                                    <td><aap:target id="product-price-044">$99.00</aap:target></td>
+                                    <td><aap:target id="product-stock-044">18</aap:target></td>
+                                    <td>Cameras</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Water Bottle</td>
+                                    <td>HEALTH-WB-SMART</td>
+                                    <td><aap:target id="product-price-045">$30.00</aap:target></td>
+                                    <td><aap:target id="product-stock-045">70</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Bluetooth Car Adapter</td>
+                                    <td>AUTO-BT-ADP</td>
+                                    <td><aap:target id="product-price-046">$20.00</aap:target></td>
+                                    <td><aap:target id="product-stock-046">90</aap:target></td>
+                                    <td>Car Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Air Purifier for Home</td>
+                                    <td>HOME-AP-01</td>
+                                    <td><aap:target id="product-price-047">$149.00</aap:target></td>
+                                    <td><aap:target id="product-stock-047">10</aap:target></td>
+                                    <td>Home Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Robot Toy Programmable</td>
+                                    <td>TOY-RB-PROG</td>
+                                    <td><aap:target id="product-price-048">$85.00</aap:target></td>
+                                    <td><aap:target id="product-stock-048">25</aap:target></td>
+                                    <td>Toys & Games</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>External Webcam Full HD</td>
+                                    <td>ELC-WC-FHD</td>
+                                    <td><aap:target id="product-price-049">$49.00</aap:target></td>
+                                    <td><aap:target id="product-stock-049">30</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Garden Indoor Kit</td>
+                                    <td>HOME-SG-IN</td>
+                                    <td><aap:target id="product-price-050">$79.00</aap:target></td>
+                                    <td><aap:target id="product-stock-050">15</aap:target></td>
+                                    <td>Smart Home</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Magnetic Phone Car Mount</td>
+                                    <td>AUTO-PM-MAG</td>
+                                    <td><aap:target id="product-price-051">$15.00</aap:target></td>
+                                    <td><aap:target id="product-stock-051">150</aap:target></td>
+                                    <td>Car Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Portable Espresso Maker</td>
+                                    <td>HOME-PM-ESP</td>
+                                    <td><aap:target id="product-price-052">$60.00</aap:target></td>
+                                    <td><aap:target id="product-stock-052">0</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-danger">Out of Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>UV Light Sanitizer Box</td>
+                                    <td>HEALTH-UV-BOX</td>
+                                    <td><aap:target id="product-price-053">$40.00</aap:target></td>
+                                    <td><aap:target id="product-stock-053">50</aap:target></td>
+                                    <td>Personal Care</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Wireless Charger Stand</td>
+                                    <td>ELC-CS-WL</td>
+                                    <td><aap:target id="product-price-054">$30.00</aap:target></td>
+                                    <td><aap:target id="product-stock-054">80</aap:target></td>
+                                    <td>Accessories</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Dimmable LED Desk Lamp</td>
+                                    <td>HOME-DL-LED</td>
+                                    <td><aap:target id="product-price-055">$45.00</aap:target></td>
+                                    <td><aap:target id="product-stock-055">25</aap:target></td>
+                                    <td>Home Decor</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>VR Headset Basic</td>
+                                    <td>GAMING-VR-BASIC</td>
+                                    <td><aap:target id="product-price-056">$199.00</aap:target></td>
+                                    <td><aap:target id="product-stock-056">5</aap:target></td>
+                                    <td>Gaming</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Streaming Webcam 1080p</td>
+                                    <td>ELC-WC-1080</td>
+                                    <td><aap:target id="product-price-057">$55.00</aap:target></td>
+                                    <td><aap:target id="product-stock-057">30</aap:target></td>
+                                    <td>PC Peripherals</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Foldable Drone with Camera</td>
+                                    <td>DRN-FL-CAM</td>
+                                    <td><aap:target id="product-price-058">$120.00</aap:target></td>
+                                    <td><aap:target id="product-stock-058">10</aap:target></td>
+                                    <td>Drones</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Smart Wi-Fi Coffee Maker</td>
+                                    <td>HOME-CM-WIFI</td>
+                                    <td><aap:target id="product-price-059">$95.00</aap:target></td>
+                                    <td><aap:target id="product-stock-059">12</aap:target></td>
+                                    <td>Kitchen Appliances</td>
+                                    <td><span class="badge badge-warning">Low Stock</span></td>
+                                </tr>
+                                <tr>
+                                    <td>Digital Body Fat Scale</td>
+                                    <td>HEALTH-BFS-DIG</td>
+                                    <td><aap:target id="product-price-060">$35.00</aap:target></td>
+                                    <td><aap:target id="product-stock-060">40</aap:target></td>
+                                    <td>Health & Fitness</td>
+                                    <td><span class="badge badge-success">In Stock</span></td>
+                                </tr>
+                            </tbody>
+                        </aap:target>
+                    </table>
+                </aap:target>
+            </div>
+        </aap:target>
+
+        <h2 class="section-title">Recent Orders</h2>
+        <aap:target id="orders-section">
+            <div class="table-wrapper">
+                <aap:target id="orders-table">
+                    <table class="data-table">
+                        <thead>
+                            <tr>
+                                <th>Order ID</th>
+                                <th>Customer</th>
+                                <th>Amount</th>
+                                <th>Date</th>
+                                <th>Status</th>
+                            </tr>
+                        </thead>
+                        <aap:target id="orders-table-body">
+                            <tbody>
+                                <!-- Order Rows (40+ rows) -->
+                                <!-- Data generated for example -->
+                                <tr>
+                                    <td>#ORD00101</td>
+                                    <td>Alice Johnson</td>
+                                    <td><aap:target id="order-amount-001">$249.00</aap:target></td>
+                                    <td>2023-10-26</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00102</td>
+                                    <td>Bob Smith</td>
+                                    <td><aap:target id="order-amount-002">$79.99</aap:target></td>
+                                    <td>2023-10-25</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00103</td>
+                                    <td>Charlie Brown</td>
+                                    <td><aap:target id="order-amount-003">$119.99</aap:target></td>
+                                    <td>2023-10-25</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00104</td>
+                                    <td>Diana Prince</td>
+                                    <td><aap:target id="order-amount-004">$29.99</aap:target></td>
+                                    <td>2023-10-24</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00105</td>
+                                    <td>Eve Adams</td>
+                                    <td><aap:target id="order-amount-005">$699.00</aap:target></td>
+                                    <td>2023-10-24</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00106</td>
+                                    <td>Frank White</td>
+                                    <td><aap:target id="order-amount-006">$129.99</aap:target></td>
+                                    <td>2023-10-23</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00107</td>
+                                    <td>Grace Lee</td>
+                                    <td><aap:target id="order-amount-007">$299.00</aap:target></td>
+                                    <td>2023-10-23</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00108</td>
+                                    <td>Henry Clark</td>
+                                    <td><aap:target id="order-amount-008">$179.00</aap:target></td>
+                                    <td>2023-10-22</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00109</td>
+                                    <td>Ivy Green</td>
+                                    <td><aap:target id="order-amount-009">$149.99</aap:target></td>
+                                    <td>2023-10-22</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00110</td>
+                                    <td>Jack King</td>
+                                    <td><aap:target id="order-amount-010">$349.99</aap:target></td>
+                                    <td>2023-10-21</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00111</td>
+                                    <td>Karen Hall</td>
+                                    <td><aap:target id="order-amount-011">$89.99</aap:target></td>
+                                    <td>2023-10-21</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00112</td>
+                                    <td>Liam Scott</td>
+                                    <td><aap:target id="order-amount-012">$110.00</aap:target></td>
+                                    <td>2023-10-20</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00113</td>
+                                    <td>Mia Baker</td>
+                                    <td><aap:target id="order-amount-013">$59.99</aap:target></td>
+                                    <td>2023-10-20</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00114</td>
+                                    <td>Noah Taylor</td>
+                                    <td><aap:target id="order-amount-014">$49.99</aap:target></td>
+                                    <td>2023-10-19</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00115</td>
+                                    <td>Olivia Miller</td>
+                                    <td><aap:target id="order-amount-015">$79.00</aap:target></td>
+                                    <td>2023-10-19</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00116</td>
+                                    <td>Peter Davis</td>
+                                    <td><aap:target id="order-amount-016">$199.99</aap:target></td>
+                                    <td>2023-10-18</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00117</td>
+                                    <td>Quinn Wilson</td>
+                                    <td><aap:target id="order-amount-017">$39.99</aap:target></td>
+                                    <td>2023-10-18</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00118</td>
+                                    <td>Rachel Moore</td>
+                                    <td><aap:target id="order-amount-018">$150.00</aap:target></td>
+                                    <td>2023-10-17</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00119</td>
+                                    <td>Sam Harris</td>
+                                    <td><aap:target id="order-amount-019">$65.00</aap:target></td>
+                                    <td>2023-10-17</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00120</td>
+                                    <td>Tina Young</td>
+                                    <td><aap:target id="order-amount-020">$99.00</aap:target></td>
+                                    <td>2023-10-16</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00121</td>
+                                    <td>Uma Jackson</td>
+                                    <td><aap:target id="order-amount-021">$25.00</aap:target></td>
+                                    <td>2023-10-16</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00122</td>
+                                    <td>Victor Green</td>
+                                    <td><aap:target id="order-amount-022">$349.00</aap:target></td>
+                                    <td>2023-10-15</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00123</td>
+                                    <td>Wendy White</td>
+                                    <td><aap:target id="order-amount-023">$199.00</aap:target></td>
+                                    <td>2023-10-15</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00124</td>
+                                    <td>Xavier Bell</td>
+                                    <td><aap:target id="order-amount-024">$299.00</aap:target></td>
+                                    <td>2023-10-14</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00125</td>
+                                    <td>Yara Hall</td>
+                                    <td><aap:target id="order-amount-025">$39.99</aap:target></td>
+                                    <td>2023-10-14</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00126</td>
+                                    <td>Zack Adams</td>
+                                    <td><aap:target id="order-amount-026">$349.99</aap:target></td>
+                                    <td>2023-10-13</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00127</td>
+                                    <td>Amy Brown</td>
+                                    <td><aap:target id="order-amount-027">$99.99</aap:target></td>
+                                    <td>2023-10-13</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00128</td>
+                                    <td>Brian Davis</td>
+                                    <td><aap:target id="order-amount-028">$45.00</aap:target></td>
+                                    <td>2023-10-12</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00129</td>
+                                    <td>Chloe Evans</td>
+                                    <td><aap:target id="order-amount-029">$15.99</aap:target></td>
+                                    <td>2023-10-12</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00130</td>
+                                    <td>Daniel Garcia</td>
+                                    <td><aap:target id="order-amount-030">$75.00</aap:target></td>
+                                    <td>2023-10-11</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00131</td>
+                                    <td>Emily Rodriguez</td>
+                                    <td><aap:target id="order-amount-031">$599.00</aap:target></td>
+                                    <td>2023-10-11</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00132</td>
+                                    <td>Fiona Martinez</td>
+                                    <td><aap:target id="order-amount-032">$120.00</aap:target></td>
+                                    <td>2023-10-10</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00133</td>
+                                    <td>George Hernandez</td>
+                                    <td><aap:target id="order-amount-033">$49.99</aap:target></td>
+                                    <td>2023-10-10</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00134</td>
+                                    <td>Hannah Lopez</td>
+                                    <td><aap:target id="order-amount-034">$89.00</aap:target></td>
+                                    <td>2023-10-09</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00135</td>
+                                    <td>Isaac Perez</td>
+                                    <td><aap:target id="order-amount-035">$69.99</aap:target></td>
+                                    <td>2023-10-09</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00136</td>
+                                    <td>Julia Garcia</td>
+                                    <td><aap:target id="order-amount-036">$19.99</aap:target></td>
+                                    <td>2023-10-08</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00137</td>
+                                    <td>Kevin Scott</td>
+                                    <td><aap:target id="order-amount-037">$60.00</aap:target></td>
+                                    <td>2023-10-08</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00138</td>
+                                    <td>Laura Kim</td>
+                                    <td><aap:target id="order-amount-038">$22.00</aap:target></td>
+                                    <td>2023-10-07</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00139</td>
+                                    <td>Michael Chen</td>
+                                    <td><aap:target id="order-amount-039">$29.99</aap:target></td>
+                                    <td>2023-10-07</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00140</td>
+                                    <td>Nancy Patel</td>
+                                    <td><aap:target id="order-amount-040">$180.00</aap:target></td>
+                                    <td>2023-10-06</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                            </tbody>
+                                                    <tbody>
+                                <tr>
+                                    <td>#ORD00141</td>
+                                    <td>Chris Evans</td>
+                                    <td><aap:target id="order-amount-041">$75.50</aap:target></td>
+                                    <td>2026-03-15</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00142</td>
+                                    <td>Jessica Alba</td>
+                                    <td><aap:target id="order-amount-042">$120.00</aap:target></td>
+                                    <td>2026-03-14</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00143</td>
+                                    <td>Tom Hanks</td>
+                                    <td><aap:target id="order-amount-043">$35.99</aap:target></td>
+                                    <td>2026-03-14</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00144</td>
+                                    <td>Sandra Bullock</td>
+                                    <td><aap:target id="order-amount-044">$200.00</aap:target></td>
+                                    <td>2026-03-13</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00145</td>
+                                    <td>Leonardo DiCaprio</td>
+                                    <td><aap:target id="order-amount-045">$89.99</aap:target></td>
+                                    <td>2026-03-13</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00146</td>
+                                    <td>Julia Roberts</td>
+                                    <td><aap:target id="order-amount-046">$150.00</aap:target></td>
+                                    <td>2026-03-12</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00147</td>
+                                    <td>Brad Pitt</td>
+                                    <td><aap:target id="order-amount-047">$49.00</aap:target></td>
+                                    <td>2026-03-12</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00148</td>
+                                    <td>Angelina Jolie</td>
+                                    <td><aap:target id="order-amount-048">$320.00</aap:target></td>
+                                    <td>2026-03-11</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00149</td>
+                                    <td>George Clooney</td>
+                                    <td><aap:target id="order-amount-049">$70.00</aap:target></td>
+                                    <td>2026-03-11</td>
+                                    <td><span class="badge badge-danger">Canceled</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00150</td>
+                                    <td>Jennifer Aniston</td>
+                                    <td><aap:target id="order-amount-050">$180.00</aap:target></td>
+                                    <td>2026-03-10</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00151</td>
+                                    <td>Dwayne Johnson</td>
+                                    <td><aap:target id="order-amount-051">$99.00</aap:target></td>
+                                    <td>2026-03-10</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00152</td>
+                                    <td>Gal Gadot</td>
+                                    <td><aap:target id="order-amount-052">$65.00</aap:target></td>
+                                    <td>2026-03-09</td>
+                                    <td><span class="badge badge-warning">Pending</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00153</td>
+                                    <td>Robert Downey Jr.</td>
+                                    <td><aap:target id="order-amount-053">$450.00</aap:target></td>
+                                    <td>2026-03-09</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00154</td>
+                                    <td>Scarlett Johansson</td>
+                                    <td><aap:target id="order-amount-054">$110.00</aap:target></td>
+                                    <td>2026-03-08</td>
+                                    <td><span class="badge badge-info">Shipped</span></td>
+                                </tr>
+                                <tr>
+                                    <td>#ORD00155</td>
+                                    <td>Chris Hemsworth</td>
+                                    <td><aap:target id="order-amount-055">$75.00</aap:target></td>
+                                    <td>2026-03-08</td>
+                                    <td><span class="badge badge-success">Delivered</span></td>
+                                </tr>
+                            </tbody></aap:target>
+                    </table>
+                </aap:target>
+            </div>
+        </aap:target>
+
+        <h2 class="section-title">Account Settings</h2>
+        <aap:target id="settings-section">
+            <div class="form-section">
+                <h3>Profile Information</h3>
+                <aap:target id="profile-form">
+                    <div class="form-group">
+                        <label for="profile-name">Full Name</label>
+                        <aap:target id="profile-name-input">
+                            <input type="text" id="profile-name" value="Jane Smith">
+                        </aap:target>
+                    </div>
+                    <div class="form-group">
+                        <label for="profile-email">Email Address</label>
+                        <aap:target id="profile-email-input">
+                            <input type="email" id="profile-email" value="jane.smith@example.com">
+                        </aap:target>
+                    </div>
+                    <div class="form-group">
+                        <label for="profile-password">Password</label>
+                        <aap:target id="profile-password-input">
+                            <input type="password" id="profile-password" value="********">
+                        </aap:target>
+                    </div>
+                    <div class="form-actions">
+                        <aap:target id="profile-save-btn">
+                            <button type="submit" class="btn-primary">Save Profile</button>
+                        </aap:target>
+                    </div>
+                </aap:target>
+            </div>
+
+            <div class="form-section">
+                <h3>Notification Settings</h3>
+                <aap:target id="notification-settings">
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">Email Notifications</span>
+                        <label class="switch">
+                            <aap:target id="email-toggle">
+                                <input type="checkbox" checked>
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">SMS Notifications</span>
+                        <label class="switch">
+                            <aap:target id="sms-toggle">
+                                <input type="checkbox">
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="toggle-switch">
+                        <span class="toggle-switch-label">Push Notifications</span>
+                        <label class="switch">
+                            <aap:target id="push-toggle">
+                                <input type="checkbox" checked>
+                            </aap:target>
+                            <span class="slider"></span>
+                        </label>
+                    </div>
+                    <div class="form-actions">
+                        <aap:target id="notification-save-btn">
+                            <button type="submit" class="btn-primary">Save Settings</button>
+                        </aap:target>
+                    </div>
+                </aap:target>
+            </div>
+        </aap:target>
+    </div>
+</body>
+</html>
diff --git a/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-4.json b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-4.json
new file mode 100644
index 0000000..cbb3a8f
--- /dev/null
+++ b/evals/data/experiments/001-html-dashboard-ecommerce/outputs/aap/turn-4.json
@@ -0,0 +1,22 @@
+{
+  "protocol": "aap/0.1",
+  "id": "ecommerce-dashboard",
+  "version": 1,
+  "name": "edit",
+  "meta": {
+    "format": "text/html",
+    "tokens_used": null,
+    "checksum": null,
+    "state": null
+  },
+  "content": [
+    {
+      "op": "insert_after",
+      "target": {
+        "type": "id",
+        "value": "stats-section"
+      },
+      "content": "<h2 class=\"section-title\">Recent Activity</h2>\n        <aap:target id=\"recent-activity-section\">\n            <div class=\"table-wrapper\">\n                <aap:target id=\"recent-activity-table\">\n                    <table class=\"data-table\">\n                        <thead>\n                            <tr>\n                                <th>Action</th>\n                                <th>User</th>\n                                <th>Date</th>\n                                <th>Details</th>\n                            </tr>\n                        </thead>\n                        <aap:target id=\"recent-activity-table-body\">\n                            <tbody>\n                                <tr>\n                                    <td><aap:target id=\"activity-action-001\">Product Update</aap:target></td>\n                                    <td><aap:target id=\"activity-user-001\">Jane Smith</aap:target></td>\n                                    <td><aap:target id=\"activity-date-001\">2023-10-26 14:30</aap:target></td>\n                                    <td><aap:target id=\"activity-details-001\">Updated \"Wireless Bluetooth Headphones\" price to $79.99</aap:target></td>\n                                </tr>\n                                <tr>\n                                    <td><aap:target id=\"activity-action-002\">New Order</aap:target></td>\n                                    <td><aap:target id=\"activity-user-002\">System</aap:target></td>\n                                    <td><aap:target id=\"activity-date-002\">2023-10-26 14:15</aap:target></td>\n                                    <td><aap:target id=\"activity-details-002\">Order #ORD00101 placed by Alice Johnson</aap:target></td>\n                                </tr>\n                                <tr>\n                                    <td><aap:target id=\"activity-action-003\">Stock Adjustment</aap:target></td>\n                                    <td><aap:target id=\"activity-user-003\">John Doe</aap:target></td>\n                                    <td><aap:target id=\"activity-date-003\">2023-10-26 13:00</aap:target></td>\n                                    <td><aap:target id=\"activity-details-003\">Increased stock for \"Smartwatch Series 7\" by 10 units</aap:target></td>\n                                </tr>\n                                <tr>\n                                    <td><aap:target id=\"activity-action-004\">User Login</aap:target></td>\n                                    <td><aap:target id=\"activity-user-004\">Jane Smith</aap:target></td>\n                                    <td><aap:target id=\"activity-date-004\">2023-10-26 12:45</aap:target></td>\n                                    <td><aap:target id=\"activity-details-004\">Logged in from IP: 192.168.1.100</aap:target></td>\n                                </tr>\n                                <tr>\n                                    <td><aap:target id=\"activity-action-005\">Order Status Change</aap:target></td>\n                                    <td><aap:target id=\"activity-user-005\">Admin</aap:target></td>\n                                    <td><aap:target id=\"activity-date-005\">2023-10-26 11:30</aap:target></td>\n                                    <td><aap:target id=\"activity-details-005\">Order #ORD00102 status changed to \"Shipped\"</aap:target></td>\n                                </tr>\n                                <tr>\n                                    <td><aap:target id=\"activity-action-006\">New Product Added</aap:target></td>\n                                    <td><aap:target id=\"activity-user-006\">Marketing Team</aap:target></td>\n                                    <td><aap:target id=\"activity-date-006\">2023-10-25 16:00</aap:target></td>\n                                    <td><aap:target id=\"activity-details-006\">Added \"New Ultra-Thin Laptop\"</aap:target></td>\n                                </tr>\n                                <tr>\n                                    <td><aap:target id=\"activity-action-007\">Customer Update</aap:target></td>\n                                    <td><aap:target id=\"activity-user-007\">Support Team</aap:target></td>\n                                    <td><aap:target id=\"activity-date-007\">2023-10-25 10:10</aap:target></td>\n                                    <td><aap:target id=\"activity-details-007\">Updated email for customer 'Bob Smith'</aap:target></td>\n                                </tr>\n                                <tr>\n                                    <td><aap:target id=\"activity-action-008\">Settings Change</aap:target></td>\n                                    <td><aap:target id=\"activity-user-008\">Jane Smith</aap:target></td>\n                                    <td><aap:target id=\"activity-date-008\">2023-10-24 09:00</aap:target></td>\n                                    <td><aap:target id=\"activity-details-008\">Enabled 'SMS Notifications'</aap:target></td>\n                                </tr>\n                                <tr>\n                                    <td><aap:target id=\"activity-action-009\">Product Delete</aap:target></td>\n                                    <td><aap:target id=\"activity-user-009\">Admin</aap:target></td>\n                                    <td><aap:target id=\"activity-date-009\">2023-10-23 15:00</aap:target></td>\n                                    <td><aap:target id=\"activity-details-009\">Removed \"Old Printer Model X\"</aap:target></td>\n                                </tr>\n                                <tr>\n                                    <td><aap:target id=\"activity-action-010\">Refund Issued</aap:target></td>\n                                    <td><aap:target id=\"activity-user-010\">Finance Dept.</aap:target></td>\n                                    <td><aap:target id=\"activity-date-010\">2023-10-22 11:45</aap:target></td>\n                                    <td><aap:target id=\"activity-details-010\">Refund processed for Order #ORD00095</aap:target></td>\n                                </tr>\n                            </tbody>\n                        </aap:target>\n                    </table>\n                </aap:target>\n            </div>\n        </aap:target>"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-4.html b/evals/data/experiments/008-html-admin-users/outputs/aap/turn-4.html
deleted file mode 100644
index eaabc47..0000000
--- a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-4.html
+++ /dev/null
@@ -1,62 +0,0 @@
-<div style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; background: #f4f7f6; padding: 20px; color: #333;">
-  <aap:target id="user-management-page">
-    <div style="margin-bottom: 20px;">
-      <input type="text" placeholder="Search users..." style="padding: 8px; border: 1px solid #ccc; border-radius: 4px;">
-      <button style="padding: 8px 16px; background: #6c757d; color: white; border: none; border-radius: 4px; cursor: pointer;">Export CSV</button>
-      <select style="padding: 8px; border: 1px solid #ccc; border-radius: 4px;">
-        <option>Bulk Actions</option>
-        <option>Delete Selected</option>
-        <option>Deactivate Selected</option>
-      </select>
-      <button style="padding: 8px 16px; background: #007bff; color: white; border: none; border-radius: 4px; cursor: pointer;">Add User</button>
-    </div>
-
-    <table style="width: 100%; border-collapse: collapse; background: white; border-radius: 8px; overflow: hidden;">
-      <thead>
-        <tr style="background: #e9ecef; text-align: left;">
-          <th style="padding: 12px;">Name</th>
-          <th style="padding: 12px;">Email</th>
-          <th style="padding: 12px;">Role</th>
-        </tr>
-      </thead>
-      <tbody id="user-table-body">
-        <aap:target id="user-rows"><aap:target id="user-rows">
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 1</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u1@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Active</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 2</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u2@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #f8d7da; color: #721c24; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Suspended</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 3</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u3@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #e2e3e5; color: #383d41; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Inactive</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 4</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u4@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Active</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 5</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u5@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Active</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 6</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u6@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #f8d7da; color: #721c24; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Suspended</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 7</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u7@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #e2e3e5; color: #383d41; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Inactive</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 8</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u8@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Active</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 9</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u9@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Active</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 10</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u10@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #f8d7da; color: #721c24; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Suspended</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 11</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u11@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #e2e3e5; color: #383d41; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Inactive</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 12</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u12@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Active</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 13</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u13@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Active</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 14</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u14@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #f8d7da; color: #721c24; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Suspended</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 15</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u15@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #e2e3e5; color: #383d41; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Inactive</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 16</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u16@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Active</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 17</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u17@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Active</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 18</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u18@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #f8d7da; color: #721c24; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Suspended</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 19</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u19@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Viewer</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #e2e3e5; color: #383d41; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Inactive</span></td></tr>
-          <tr><td style="padding: 12px; border-bottom: 1px solid #eee;">User 20</td><td style="padding: 12px; border-bottom: 1px solid #eee;">u20@example.com</td><td style="padding: 12px; border-bottom: 1px solid #eee;">Editor</td><td style="padding: 12px; border-bottom: 1px solid #eee;"><span style="background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;">Active</span></td></tr>
-        </aap:target>",op:</aap:target>
-      </tbody>
-    </table>
-
-    <div style="display: flex; justify-content: space-between; align-items: center; margin-top: 20px;">
-      <select>
-        <option>10 per page</option>
-        <option>50 per page</option>
-      </select>
-      <div style="display: flex; gap: 5px;">
-        <button>&lt;</button>
-        <button style="background: #007bff; color: white; border: none; padding: 5px 10px;">1</button>
-        <button>2</button>
-        <button>3</button>
-        <button>&gt;</button>
-      </div>
-    </div>
-  </aap:target>
-</div>
\ No newline at end of file
diff --git a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-4.json b/evals/data/experiments/008-html-admin-users/outputs/aap/turn-4.json
deleted file mode 100644
index 96dc28a..0000000
--- a/evals/data/experiments/008-html-admin-users/outputs/aap/turn-4.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user-management-page",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "user-rows"
-      },
-      "content": "<aap:target id=\"user-rows\">\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 1</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u1@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Active</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 2</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u2@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #f8d7da; color: #721c24; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Suspended</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 3</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u3@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #e2e3e5; color: #383d41; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Inactive</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 4</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u4@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Active</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 5</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u5@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Active</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 6</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u6@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #f8d7da; color: #721c24; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Suspended</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 7</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u7@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #e2e3e5; color: #383d41; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Inactive</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 8</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u8@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Active</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 9</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u9@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Active</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 10</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u10@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #f8d7da; color: #721c24; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Suspended</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 11</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u11@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #e2e3e5; color: #383d41; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Inactive</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 12</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u12@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Active</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 13</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u13@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Active</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 14</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u14@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #f8d7da; color: #721c24; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Suspended</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 15</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u15@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #e2e3e5; color: #383d41; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Inactive</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 16</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u16@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Active</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 17</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u17@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Active</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 18</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u18@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #f8d7da; color: #721c24; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Suspended</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 19</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u19@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Viewer</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #e2e3e5; color: #383d41; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Inactive</span></td></tr>\n          <tr><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">User 20</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">u20@example.com</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\">Editor</td><td style=\"padding: 12px; border-bottom: 1px solid #eee;\"><span style=\"background: #d4edda; color: #155724; padding: 4px 12px; border-radius: 12px; font-size: 0.8em; font-weight: bold;\">Active</span></td></tr>\n        </aap:target>\",op:"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/008-html-admin-users/outputs/base/turn-4.html b/evals/data/experiments/008-html-admin-users/outputs/base/turn-4.html
deleted file mode 100644
index cd57110..0000000
--- a/evals/data/experiments/008-html-admin-users/outputs/base/turn-4.html
+++ /dev/null
@@ -1,106 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>User Management Admin</title>
-</head>
-<body style="font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; background-color: #f4f7f6; margin: 0; padding: 20px; color: #333;">
-
-    <div style="max-width: 1200px; margin: 0 auto; background: #fff; padding: 20px; border-radius: 8px; box-shadow: 0 2px 10px rgba(0,0,0,0.1);">
-        <!-- Toolbar -->
-        <div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 20px; gap: 10px; flex-wrap: wrap;">
-            <div style="display: flex; gap: 10px;">
-                <button style="background: #2563eb; color: white; border: none; padding: 10px 20px; border-radius: 5px; cursor: pointer;">+ Add User</button>
-                <select style="padding: 10px; border: 1px solid #ddd; border-radius: 5px;">
-                    <option>Bulk Actions</option>
-                    <option>Activate Selected</option>
-                    <option>Deactivate Selected</option>
-                    <option>Delete Selected</option>
-                </select>
-                <button style="background: #f1f5f9; color: #475569; border: 1px solid #cbd5e1; padding: 10px 20px; border-radius: 5px; cursor: pointer;">Export CSV</button>
-            </div>
-            <input type="text" placeholder="Search users..." style="padding: 10px; width: 300px; border: 1px solid #ddd; border-radius: 5px;">
-        </div>
-
-        <!-- Filter Bar -->
-        <div style="display: flex; gap: 15px; margin-bottom: 20px; padding: 15px; background: #f9fafb; border-radius: 5px;">
-            <select style="padding: 8px; border: 1px solid #ddd;"><option>All Roles</option><option>Admin</option><option>Editor</option><option>Viewer</option></select>
-            <select style="padding: 8px; border: 1px solid #ddd;"><option>All Departments</option><option>Engineering</option><option>Marketing</option></select>
-            <select style="padding: 8px; border: 1px solid #ddd;"><option>All Status</option><option>Active</option><option>Suspended</option><option>Inactive</option></select>
-            <button style="background: #64748b; color: white; border: none; padding: 8px 15px; border-radius: 5px; cursor: pointer;">Filter</button>
-        </div>
-
-        <!-- Table -->
-        <div style="overflow-x: auto;">
-            <table style="width: 100%; border-collapse: collapse; text-align: left;">
-                <thead style="background: #f8fafc; border-bottom: 2px solid #e2e8f0;">
-                    <tr>
-                        <th style="padding: 12px;"><input type="checkbox"></th>
-                        <th style="padding: 12px;">User</th>
-                        <th style="padding: 12px;">Email</th>
-                        <th style="padding: 12px;">Role</th>
-                        <th style="padding: 12px;">Department</th>
-                        <th style="padding: 12px;">Status</th>
-                        <th style="padding: 12px;">Last Login</th>
-                        <th style="padding: 12px;">Actions</th>
-                    </tr>
-                </thead>
-                <tbody id="userTableBody">
-                    <!-- Rows generated via script -->
-                </tbody>
-            </table>
-        </div>
-
-        <!-- Pagination -->
-        <div style="display: flex; justify-content: space-between; align-items: center; margin-top: 20px;">
-            <select style="padding: 5px;"><option>100 per page</option><option>50 per page</option></select>
-            <div style="display: flex; gap: 5px;">
-                <button style="padding: 5px 10px; border: 1px solid #ddd; cursor: pointer;">Prev</button>
-                <button style="padding: 5px 10px; border: 1px solid #2563eb; background: #2563eb; color: white; cursor: pointer;">1</button>
-                <button style="padding: 5px 10px; border: 1px solid #ddd; cursor: pointer;">Next</button>
-            </div>
-        </div>
-    </div>
-
-    <script>
-        const tbody = document.getElementById('userTableBody');
-        const roles = ['Admin', 'Editor', 'Viewer', 'Support'];
-        const depts = ['Engineering', 'Marketing', 'Sales', 'Product', 'HR', 'Finance'];
-        const statuses = ['Active', 'Suspended', 'Inactive'];
-
-        for(let i = 1; i <= 100; i++) {
-            const tr = document.createElement('tr');
-            tr.style.borderBottom = '1px solid #eee';
-            
-            let role = (i > 80) ? (i % 2 === 0 ? 'Viewer' : 'Editor') : roles[Math.floor(Math.random() * roles.length)];
-            const status = statuses[Math.floor(Math.random() * statuses.length)];
-            
-            // Define Badge Styles
-            let bg, color;
-            if(status === 'Active') { bg = '#dcfce7'; color = '#166534'; }
-            else if(status === 'Suspended') { bg = '#fee2e2'; color = '#991b1b'; }
-            else { bg = '#f1f5f9'; color = '#475569'; }
-
-            tr.innerHTML = `
-                <td style="padding: 12px;"><input type="checkbox"></td>
-                <td style="padding: 12px; display: flex; align-items: center; gap: 10px;">
-                    <div style="width: 32px; height: 32px; background: #94a3b8; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 10px; font-weight: bold; color: #fff;">ID${i}</div>
-                    User ${i}
-                </td>
-                <td style="padding: 12px;">user${i}@corporate.com</td>
-                <td style="padding: 12px;">${role}</td>
-                <td style="padding: 12px; color: #64748b; font-size: 0.9em;">${depts[Math.floor(Math.random() * depts.length)]}</td>
-                <td style="padding: 12px;">
-                    <span style="padding: 4px 12px; border-radius: 999px; font-size: 11px; font-weight: 600; background: ${bg}; color: ${color}; text-transform: uppercase;">
-                        ${status}
-                    </span>
-                </td>
-                <td style="padding: 12px; color: #64748b;">Oct ${i % 28 + 1}, 2023</td>
-                <td style="padding: 12px;"><button style="background:none; border:none; color:#2563eb; cursor:pointer;">Edit</button></td>
-            `;
-            tbody.appendChild(tr);
-        }
-    </script>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/009-html-invoice/eval.json b/evals/data/experiments/009-html-invoice/eval.json
deleted file mode 100644
index 3290005..0000000
--- a/evals/data/experiments/009-html-invoice/eval.json
+++ /dev/null
@@ -1,47 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.2483,
-      "token_f1": 0.4163,
-      "base_char_count": 6302,
-      "aap_char_count": 3169,
-      "char_delta_pct": -49.7,
-      "lines_added": 72,
-      "lines_removed": 63,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.2352,
-      "token_f1": 0.4139,
-      "base_char_count": 6304,
-      "aap_char_count": 3169,
-      "char_delta_pct": -49.7,
-      "lines_added": 72,
-      "lines_removed": 63,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.4199,
-      "token_f1": 0.4165,
-      "base_char_count": 7678,
-      "aap_char_count": 4533,
-      "char_delta_pct": -41.0,
-      "lines_added": 95,
-      "lines_removed": 66,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.3011,
-  "mean_token_f1": 0.4156,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/009-html-invoice/metrics.json b/evals/data/experiments/009-html-invoice/metrics.json
deleted file mode 100644
index c88335b..0000000
--- a/evals/data/experiments/009-html-invoice/metrics.json
+++ /dev/null
@@ -1,182 +0,0 @@
-{
-  "experiment_id": "009-html-invoice",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:52:03.069879+00:00",
-  "format": "text/html",
-  "base_turn0": {
-    "input_tokens": 138,
-    "output_tokens": 2118,
-    "latency_ms": 8817,
-    "artifact_bytes": 6157
-  },
-  "aap_turn0": {
-    "input_tokens": 477,
-    "output_tokens": 2116,
-    "latency_ms": 8762,
-    "artifact_bytes": 5983
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Change the company name to 'NovaTech Industries' and invoice number to INV-2026-",
-        "input_tokens": 2283,
-        "output_tokens": 2118,
-        "latency_ms": 9584,
-        "output_bytes": 6159,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Add 4 more line items: Cloud Hosting Setup ($2,400), SSL Certificate ($199), Dat",
-        "input_tokens": 4445,
-        "output_tokens": 2630,
-        "latency_ms": 10507,
-        "output_bytes": 7530,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 6728,
-    "total_output_tokens": 4748,
-    "total_latency_ms": 20091
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Change the company name to 'NovaTech Industries' and invoice number to INV-2026-",
-        "input_tokens": 3249,
-        "output_tokens": 345,
-        "latency_ms": 2071,
-        "output_bytes": 6020,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Add 4 more line items: Cloud Hosting Setup ($2,400), SSL Certificate ($199), Dat",
-        "input_tokens": 3276,
-        "output_tokens": 740,
-        "latency_ms": 2864,
-        "output_bytes": 4397,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 6525,
-    "total_output_tokens": 1085,
-    "total_latency_ms": 4935,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 77.1,
-    "input_token_savings_pct": 3.0,
-    "latency_savings_pct": 75.4
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 138,
-        "base_output": 2118,
-        "base_latency_ms": 8817,
-        "aap_input": 477,
-        "aap_output": 2116,
-        "aap_latency_ms": 8762
-      },
-      {
-        "turn": 1,
-        "base_input": 2283,
-        "base_output": 2118,
-        "base_latency_ms": 9584,
-        "aap_input": 3249,
-        "aap_output": 345,
-        "aap_latency_ms": 2071,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 4445,
-        "base_output": 2630,
-        "base_latency_ms": 10507,
-        "aap_input": 3276,
-        "aap_output": 740,
-        "aap_latency_ms": 2864,
-        "envelope_name": "edit",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 6866,
-      "base_output": 6866,
-      "base_combined": 13732,
-      "aap_input": 7002,
-      "aap_output": 3201,
-      "aap_combined": 10203,
-      "base_latency_ms": 28908,
-      "aap_latency_ms": 13697,
-      "output_savings_pct": 53.4,
-      "input_delta_pct": 2.0,
-      "combined_savings_pct": 25.7,
-      "latency_savings_pct": 52.6
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.3097,
-        "token_f1": 0.5574,
-        "base_char_count": 6157,
-        "aap_char_count": 5552,
-        "char_delta_pct": -9.8,
-        "lines_added": 65,
-        "lines_removed": 60,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.3063,
-        "token_f1": 0.5563,
-        "base_char_count": 6159,
-        "aap_char_count": 5576,
-        "char_delta_pct": -9.5,
-        "lines_added": 66,
-        "lines_removed": 60,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.3558,
-        "token_f1": 0.4113,
-        "base_char_count": 7530,
-        "aap_char_count": 3953,
-        "char_delta_pct": -47.5,
-        "lines_added": 50,
-        "lines_removed": 64,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.3239,
-    "mean_token_f1": 0.5083,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/009-html-invoice/outputs/aap/turn-0.html b/evals/data/experiments/009-html-invoice/outputs/aap/turn-0.html
deleted file mode 100644
index c5148a0..0000000
--- a/evals/data/experiments/009-html-invoice/outputs/aap/turn-0.html
+++ /dev/null
@@ -1,70 +0,0 @@
-<div style="font-family: Arial, sans-serif; max-width: 800px; margin: 0 auto; padding: 20px; color: #333; line-height: 1.5;" id="invoice-container">
-  <aap:target id="header">
-    <div style="display: flex; justify-content: space-between; align-items: start; margin-bottom: 30px;">
-      <div>
-        <div style="width: 100px; height: 50px; background: #eee; border: 1px solid #ccc; display: flex; align-items: center; justify-content: center; margin-bottom: 10px;">LOGO</div>
-        <h1 style="margin: 0;">TechCorp Solutions</h1>
-      </div>
-      <div style="text-align: right;">
-        <h2 style="margin: 0;">INVOICE</h2>
-        <p style="margin: 5px 0;"># <aap:target id="invoice-number">INV-2024-0847</aap:target></p>
-      </div>
-    </div>
-  </aap:target>
-
-  <aap:target id="addresses">
-    <div style="display: flex; justify-content: space-between; margin-bottom: 30px;">
-      <div style="width: 48%;">
-        <strong>From:</strong><br>
-        TechCorp Solutions<br>
-        123 Innovation Drive<br>
-        Tech City, TC 90210
-      </div>
-      <div style="width: 48%;">
-        <strong>Bill To:</strong><br>
-        <aap:target id="client-info">Client Name Placeholder<br>
-        456 Business Rd<br>
-        Corporate Town, CT 54321</aap:target>
-      </div>
-    </div>
-  </aap:target>
-
-  <aap:target id="line-items">
-    <table style="width: 100%; border-collapse: collapse; margin-bottom: 30px;">
-      <thead>
-        <tr style="background: #f8f8f8;">
-          <th style="text-align: left; padding: 10px; border-bottom: 2px solid #ddd;">Description</th>
-          <th style="padding: 10px; border-bottom: 2px solid #ddd;">Qty</th>
-          <th style="padding: 10px; border-bottom: 2px solid #ddd;">Rate</th>
-          <th style="text-align: right; padding: 10px; border-bottom: 2px solid #ddd;">Amount</th>
-        </tr>
-      </thead>
-      <tbody>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Software License</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$500.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$500.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Cloud Hosting</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">12</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$50.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$600.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">API Integration</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">5</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$200.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$1,000.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Consulting Hours</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">10</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$150.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$1,500.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Setup Fee</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$300.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$300.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Maintenance</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$400.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$400.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Backup Service</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$100.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$100.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Security Audit</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$750.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$750.00</td></tr>
-      </tbody>
-    </table>
-  </aap:target>
-
-  <aap:target id="totals">
-    <div style="width: 300px; margin-left: auto;">
-      <div style="display: flex; justify-content: space-between; margin-bottom: 5px;"><span>Subtotal:</span> <span><aap:target id="subtotal">$5,150.00</aap:target></span></div>
-      <div style="display: flex; justify-content: space-between; margin-bottom: 5px;"><span>Discount (10%):</span> <span><aap:target id="discount">-$515.00</aap:target></span></div>
-      <div style="display: flex; justify-content: space-between; margin-bottom: 5px;"><span>Tax (8.5%):</span> <span><aap:target id="tax">$437.75</aap:target></span></div>
-      <div style="display: flex; justify-content: space-between; font-weight: bold; border-top: 2px solid #333; padding-top: 5px; margin-top: 5px;"><span>Total Due:</span> <span><aap:target id="total-due">$5,072.75</aap:target></span></div>
-    </div>
-  </aap:target>
-
-  <aap:target id="footer">
-    <div style="margin-top: 50px; border-top: 1px solid #eee; padding-top: 20px; font-size: 0.9em;">
-      <p><strong>Payment Terms:</strong> Net 30 days.</p>
-      <p><strong>Bank Details:</strong> Bank of Innovation | Acc: 123456789 | Routing: 987654321</p>
-    </div>
-  </aap:target>
-</div>
\ No newline at end of file
diff --git a/evals/data/experiments/009-html-invoice/outputs/aap/turn-1.html b/evals/data/experiments/009-html-invoice/outputs/aap/turn-1.html
deleted file mode 100644
index 647e1a4..0000000
--- a/evals/data/experiments/009-html-invoice/outputs/aap/turn-1.html
+++ /dev/null
@@ -1,71 +0,0 @@
-<div style="font-family: Arial, sans-serif; max-width: 800px; margin: 0 auto; padding: 20px; color: #333; line-height: 1.5;" id="invoice-container">
-  <aap:target id="header"><div style="display: flex; justify-content: space-between; align-items: start; margin-bottom: 30px;">
-      <div>
-        <div style="width: 100px; height: 50px; background: #eee; border: 1px solid #ccc; display: flex; align-items: center; justify-content: center; margin-bottom: 10px;">LOGO</div>
-        <h1 style="margin: 0;">NovaTech Industries</h1>
-      </div>
-      <div style="text-align: right;">
-        <h2 style="margin: 0;">INVOICE</h2>
-        <p style="margin: 5px 0;"># <aap:target id="invoice-number">INV-2026-1203</aap:target></p>
-      </div>
-    </div></aap:target></p>
-      </div>
-    </div>
-  </aap:target>
-
-  <aap:target id="addresses">
-    <div style="display: flex; justify-content: space-between; margin-bottom: 30px;">
-      <div style="width: 48%;">
-        <strong>From:</strong><br>
-        TechCorp Solutions<br>
-        123 Innovation Drive<br>
-        Tech City, TC 90210
-      </div>
-      <div style="width: 48%;">
-        <strong>Bill To:</strong><br>
-        <aap:target id="client-info">Client Name Placeholder<br>
-        456 Business Rd<br>
-        Corporate Town, CT 54321</aap:target>
-      </div>
-    </div>
-  </aap:target>
-
-  <aap:target id="line-items">
-    <table style="width: 100%; border-collapse: collapse; margin-bottom: 30px;">
-      <thead>
-        <tr style="background: #f8f8f8;">
-          <th style="text-align: left; padding: 10px; border-bottom: 2px solid #ddd;">Description</th>
-          <th style="padding: 10px; border-bottom: 2px solid #ddd;">Qty</th>
-          <th style="padding: 10px; border-bottom: 2px solid #ddd;">Rate</th>
-          <th style="text-align: right; padding: 10px; border-bottom: 2px solid #ddd;">Amount</th>
-        </tr>
-      </thead>
-      <tbody>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Software License</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$500.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$500.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Cloud Hosting</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">12</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$50.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$600.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">API Integration</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">5</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$200.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$1,000.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Consulting Hours</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">10</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$150.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$1,500.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Setup Fee</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$300.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$300.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Maintenance</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$400.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$400.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Backup Service</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$100.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$100.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Security Audit</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$750.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$750.00</td></tr>
-      </tbody>
-    </table>
-  </aap:target>
-
-  <aap:target id="totals">
-    <div style="width: 300px; margin-left: auto;">
-      <div style="display: flex; justify-content: space-between; margin-bottom: 5px;"><span>Subtotal:</span> <span><aap:target id="subtotal">$5,150.00</aap:target></span></div>
-      <div style="display: flex; justify-content: space-between; margin-bottom: 5px;"><span>Discount (10%):</span> <span><aap:target id="discount">-$515.00</aap:target></span></div>
-      <div style="display: flex; justify-content: space-between; margin-bottom: 5px;"><span>Tax (8.5%):</span> <span><aap:target id="tax">$437.75</aap:target></span></div>
-      <div style="display: flex; justify-content: space-between; font-weight: bold; border-top: 2px solid #333; padding-top: 5px; margin-top: 5px;"><span>Total Due:</span> <span><aap:target id="total-due">$5,072.75</aap:target></span></div>
-    </div>
-  </aap:target>
-
-  <aap:target id="footer">
-    <div style="margin-top: 50px; border-top: 1px solid #eee; padding-top: 20px; font-size: 0.9em;">
-      <p><strong>Payment Terms:</strong> Net 30 days.</p>
-      <p><strong>Bank Details:</strong> Bank of Innovation | Acc: 123456789 | Routing: 987654321</p>
-    </div>
-  </aap:target>
-</div>
\ No newline at end of file
diff --git a/evals/data/experiments/009-html-invoice/outputs/aap/turn-1.json b/evals/data/experiments/009-html-invoice/outputs/aap/turn-1.json
deleted file mode 100644
index d4c8e84..0000000
--- a/evals/data/experiments/009-html-invoice/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,46 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "invoice-container",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "invoice-number"
-      },
-      "content": null
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "invoice-number"
-      },
-      "content": "INV-2026-1203"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "header"
-      },
-      "content": null
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "header"
-      },
-      "content": "<div style=\"display: flex; justify-content: space-between; align-items: start; margin-bottom: 30px;\">\n      <div>\n        <div style=\"width: 100px; height: 50px; background: #eee; border: 1px solid #ccc; display: flex; align-items: center; justify-content: center; margin-bottom: 10px;\">LOGO</div>\n        <h1 style=\"margin: 0;\">NovaTech Industries</h1>\n      </div>\n      <div style=\"text-align: right;\">\n        <h2 style=\"margin: 0;\">INVOICE</h2>\n        <p style=\"margin: 5px 0;\"># <aap:target id=\"invoice-number\">INV-2026-1203</aap:target></p>\n      </div>\n    </div>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/009-html-invoice/outputs/aap/turn-2.html b/evals/data/experiments/009-html-invoice/outputs/aap/turn-2.html
deleted file mode 100644
index c573608..0000000
--- a/evals/data/experiments/009-html-invoice/outputs/aap/turn-2.html
+++ /dev/null
@@ -1,55 +0,0 @@
-<div style="font-family: Arial, sans-serif; max-width: 800px; margin: 0 auto; padding: 20px; color: #333; line-height: 1.5;" id="invoice-container">
-  <aap:target id="header"><div style="display: flex; justify-content: space-between; align-items: start; margin-bottom: 30px;">
-      <div>
-        <div style="width: 100px; height: 50px; background: #eee; border: 1px solid #ccc; display: flex; align-items: center; justify-content: center; margin-bottom: 10px;">LOGO</div>
-        <h1 style="margin: 0;">NovaTech Industries</h1>
-      </div>
-      <div style="text-align: right;">
-        <h2 style="margin: 0;">INVOICE</h2>
-        <p style="margin: 5px 0;"># <aap:target id="invoice-number">INV-2026-1203</aap:target></p>
-      </div>
-    </div></aap:target></p>
-      </div>
-    </div>
-  </aap:target>
-
-  <aap:target id="addresses">
-    <div style="display: flex; justify-content: space-between; margin-bottom: 30px;">
-      <div style="width: 48%;">
-        <strong>From:</strong><br>
-        TechCorp Solutions<br>
-        123 Innovation Drive<br>
-        Tech City, TC 90210
-      </div>
-      <div style="width: 48%;">
-        <strong>Bill To:</strong><br>
-        <aap:target id="client-info">Client Name Placeholder<br>
-        456 Business Rd<br>
-        Corporate Town, CT 54321</aap:target>
-      </div>
-    </div>
-  </aap:target>
-
-  <aap:target id="line-items">        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Security Audit</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$750.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$750.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Cloud Hosting Setup</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$2,400.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$2,400.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">SSL Certificate</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$199.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$199.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Data Migration</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$3,500.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$3,500.00</td></tr>
-        <tr><td style="padding: 10px; border-bottom: 1px solid #eee;">Training Session</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">1</td><td style="text-align: center; padding: 10px; border-bottom: 1px solid #eee;">$1,800.00</td><td style="text-align: right; padding: 10px; border-bottom: 1px solid #eee;">$1,800.00</td></tr>
-</aap:target>
-
-  <aap:target id="totals">
-    <div style="width: 300px; margin-left: auto;">
-      <div style="display: flex; justify-content: space-between; margin-bottom: 5px;"><span>Subtotal:</span> <span><aap:target id="subtotal">$5,150.00</aap:target></span></div>
-      <div style="display: flex; justify-content: space-between; margin-bottom: 5px;"><span>Discount (10%):</span> <span><aap:target id="discount">-$515.00</aap:target></span></div>
-      <div style="display: flex; justify-content: space-between; margin-bottom: 5px;"><span>Tax (8.5%):</span> <span><aap:target id="tax">$437.75</aap:target></span></div>
-      <div style="display: flex; justify-content: space-between; font-weight: bold; border-top: 2px solid #333; padding-top: 5px; margin-top: 5px;"><span>Total Due:</span> <span><aap:target id="total-due">$5,072.75</aap:target></span></div>
-    </div>
-  </aap:target>
-
-  <aap:target id="footer">
-    <div style="margin-top: 50px; border-top: 1px solid #eee; padding-top: 20px; font-size: 0.9em;">
-      <p><strong>Payment Terms:</strong> Net 30 days.</p>
-      <p><strong>Bank Details:</strong> Bank of Innovation | Acc: 123456789 | Routing: 987654321</p>
-    </div>
-  </aap:target>
-</div>
\ No newline at end of file
diff --git a/evals/data/experiments/009-html-invoice/outputs/aap/turn-2.json b/evals/data/experiments/009-html-invoice/outputs/aap/turn-2.json
deleted file mode 100644
index ce4325a..0000000
--- a/evals/data/experiments/009-html-invoice/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "invoice-container",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "line-items"
-      },
-      "content": "        <tr><td style=\"padding: 10px; border-bottom: 1px solid #eee;\">Security Audit</td><td style=\"text-align: center; padding: 10px; border-bottom: 1px solid #eee;\">1</td><td style=\"text-align: center; padding: 10px; border-bottom: 1px solid #eee;\">$750.00</td><td style=\"text-align: right; padding: 10px; border-bottom: 1px solid #eee;\">$750.00</td></tr>\n        <tr><td style=\"padding: 10px; border-bottom: 1px solid #eee;\">Cloud Hosting Setup</td><td style=\"text-align: center; padding: 10px; border-bottom: 1px solid #eee;\">1</td><td style=\"text-align: center; padding: 10px; border-bottom: 1px solid #eee;\">$2,400.00</td><td style=\"text-align: right; padding: 10px; border-bottom: 1px solid #eee;\">$2,400.00</td></tr>\n        <tr><td style=\"padding: 10px; border-bottom: 1px solid #eee;\">SSL Certificate</td><td style=\"text-align: center; padding: 10px; border-bottom: 1px solid #eee;\">1</td><td style=\"text-align: center; padding: 10px; border-bottom: 1px solid #eee;\">$199.00</td><td style=\"text-align: right; padding: 10px; border-bottom: 1px solid #eee;\">$199.00</td></tr>\n        <tr><td style=\"padding: 10px; border-bottom: 1px solid #eee;\">Data Migration</td><td style=\"text-align: center; padding: 10px; border-bottom: 1px solid #eee;\">1</td><td style=\"text-align: center; padding: 10px; border-bottom: 1px solid #eee;\">$3,500.00</td><td style=\"text-align: right; padding: 10px; border-bottom: 1px solid #eee;\">$3,500.00</td></tr>\n        <tr><td style=\"padding: 10px; border-bottom: 1px solid #eee;\">Training Session</td><td style=\"text-align: center; padding: 10px; border-bottom: 1px solid #eee;\">1</td><td style=\"text-align: center; padding: 10px; border-bottom: 1px solid #eee;\">$1,800.00</td><td style=\"text-align: right; padding: 10px; border-bottom: 1px solid #eee;\">$1,800.00</td></tr>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/009-html-invoice/outputs/base/turn-0.html b/evals/data/experiments/009-html-invoice/outputs/base/turn-0.html
deleted file mode 100644
index a676759..0000000
--- a/evals/data/experiments/009-html-invoice/outputs/base/turn-0.html
+++ /dev/null
@@ -1,65 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <title>Invoice INV-2024-0847</title>
-</head>
-<body style="font-family: sans-serif; margin: 0; padding: 20px; background-color: #f4f4f4;">
-    <div style="max-width: 800px; margin: 0 auto; background: #fff; padding: 40px; box-shadow: 0 0 10px rgba(0,0,0,0.1);">
-        <header style="display: flex; justify-content: space-between; align-items: center; border-bottom: 2px solid #333; padding-bottom: 20px; margin-bottom: 30px;">
-            <div style="display: flex; align-items: center; gap: 15px;">
-                <div style="width: 60px; height: 60px; background: #ddd; border: 1px solid #999; display: flex; align-items: center; justify-content: center; font-size: 10px; color: #666;">LOGO</div>
-                <h1 style="margin: 0; font-size: 24px; color: #333;">TechCorp Solutions</h1>
-            </div>
-            <div style="text-align: right;">
-                <h2 style="margin: 0; color: #555;">INVOICE</h2>
-                <p style="margin: 5px 0 0; font-weight: bold;"># INV-2024-0847</p>
-            </div>
-        </header>
-
-        <section style="display: flex; justify-content: space-between; margin-bottom: 30px;">
-            <div style="width: 48%;">
-                <h4 style="margin: 0 0 5px; color: #777;">FROM</h4>
-                <p style="margin: 0;">TechCorp Solutions<br>123 Tech Avenue<br>Silicon Valley, CA 94000</p>
-            </div>
-            <div style="width: 48%;">
-                <h4 style="margin: 0 0 5px; color: #777;">TO</h4>
-                <p style="margin: 0;">Client Name<br>456 Business Road<br>Enterprise City, NY 10001</p>
-            </div>
-        </section>
-
-        <table style="width: 100%; border-collapse: collapse; margin-bottom: 30px;">
-            <thead>
-                <tr style="background: #eee;">
-                    <th style="padding: 10px; text-align: left; border: 1px solid #ddd;">Description</th>
-                    <th style="padding: 10px; text-align: right; border: 1px solid #ddd;">Qty</th>
-                    <th style="padding: 10px; text-align: right; border: 1px solid #ddd;">Rate</th>
-                    <th style="padding: 10px; text-align: right; border: 1px solid #ddd;">Amount</th>
-                </tr>
-            </thead>
-            <tbody>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Cloud Hosting Service</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">1</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$500.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$500.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Domain Registration</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">2</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$20.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$40.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Security Audit</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">1</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$1200.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$1200.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">API Integration</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">5</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$150.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$750.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Software License</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">3</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$80.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$240.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Technical Support</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">10</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$100.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$1000.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Data Backup Storage</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">1</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$300.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$300.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Custom Reporting</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">2</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$250.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$500.00</td></tr>
-            </tbody>
-        </table>
-
-        <div style="width: 300px; margin-left: auto;">
-            <div style="display: flex; justify-content: space-between; padding: 5px 0;"><span>Subtotal:</span> <span>$4,530.00</span></div>
-            <div style="display: flex; justify-content: space-between; padding: 5px 0;"><span>Discount (10%):</span> <span>-$453.00</span></div>
-            <div style="display: flex; justify-content: space-between; padding: 5px 0;"><span>Tax (8.5%):</span> <span>$346.55</span></div>
-            <div style="display: flex; justify-content: space-between; padding: 10px 0; font-weight: bold; border-top: 2px solid #333; margin-top: 5px;"><span>Total Due:</span> <span>$4,423.55</span></div>
-        </div>
-
-        <footer style="margin-top: 50px; border-top: 1px solid #ccc; padding-top: 20px; font-size: 12px; color: #555;">
-            <p><strong>Payment Terms:</strong> Net 30 days. Please include invoice number in payment reference.</p>
-            <p><strong>Bank Details:</strong> Bank Name: TechBank | Account: 0123456789 | SWIFT: TCHCORPXX</p>
-        </footer>
-    </div>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/009-html-invoice/outputs/base/turn-1.html b/evals/data/experiments/009-html-invoice/outputs/base/turn-1.html
deleted file mode 100644
index ba39cba..0000000
--- a/evals/data/experiments/009-html-invoice/outputs/base/turn-1.html
+++ /dev/null
@@ -1,65 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <title>Invoice INV-2026-1203</title>
-</head>
-<body style="font-family: sans-serif; margin: 0; padding: 20px; background-color: #f4f4f4;">
-    <div style="max-width: 800px; margin: 0 auto; background: #fff; padding: 40px; box-shadow: 0 0 10px rgba(0,0,0,0.1);">
-        <header style="display: flex; justify-content: space-between; align-items: center; border-bottom: 2px solid #333; padding-bottom: 20px; margin-bottom: 30px;">
-            <div style="display: flex; align-items: center; gap: 15px;">
-                <div style="width: 60px; height: 60px; background: #ddd; border: 1px solid #999; display: flex; align-items: center; justify-content: center; font-size: 10px; color: #666;">LOGO</div>
-                <h1 style="margin: 0; font-size: 24px; color: #333;">NovaTech Industries</h1>
-            </div>
-            <div style="text-align: right;">
-                <h2 style="margin: 0; color: #555;">INVOICE</h2>
-                <p style="margin: 5px 0 0; font-weight: bold;"># INV-2026-1203</p>
-            </div>
-        </header>
-
-        <section style="display: flex; justify-content: space-between; margin-bottom: 30px;">
-            <div style="width: 48%;">
-                <h4 style="margin: 0 0 5px; color: #777;">FROM</h4>
-                <p style="margin: 0;">NovaTech Industries<br>123 Tech Avenue<br>Silicon Valley, CA 94000</p>
-            </div>
-            <div style="width: 48%;">
-                <h4 style="margin: 0 0 5px; color: #777;">TO</h4>
-                <p style="margin: 0;">Client Name<br>456 Business Road<br>Enterprise City, NY 10001</p>
-            </div>
-        </section>
-
-        <table style="width: 100%; border-collapse: collapse; margin-bottom: 30px;">
-            <thead>
-                <tr style="background: #eee;">
-                    <th style="padding: 10px; text-align: left; border: 1px solid #ddd;">Description</th>
-                    <th style="padding: 10px; text-align: right; border: 1px solid #ddd;">Qty</th>
-                    <th style="padding: 10px; text-align: right; border: 1px solid #ddd;">Rate</th>
-                    <th style="padding: 10px; text-align: right; border: 1px solid #ddd;">Amount</th>
-                </tr>
-            </thead>
-            <tbody>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Cloud Hosting Service</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">1</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$500.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$500.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Domain Registration</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">2</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$20.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$40.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Security Audit</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">1</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$1200.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$1200.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">API Integration</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">5</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$150.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$750.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Software License</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">3</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$80.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$240.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Technical Support</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">10</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$100.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$1000.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Data Backup Storage</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">1</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$300.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$300.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Custom Reporting</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">2</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$250.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$500.00</td></tr>
-            </tbody>
-        </table>
-
-        <div style="width: 300px; margin-left: auto;">
-            <div style="display: flex; justify-content: space-between; padding: 5px 0;"><span>Subtotal:</span> <span>$4,530.00</span></div>
-            <div style="display: flex; justify-content: space-between; padding: 5px 0;"><span>Discount (10%):</span> <span>-$453.00</span></div>
-            <div style="display: flex; justify-content: space-between; padding: 5px 0;"><span>Tax (8.5%):</span> <span>$346.55</span></div>
-            <div style="display: flex; justify-content: space-between; padding: 10px 0; font-weight: bold; border-top: 2px solid #333; margin-top: 5px;"><span>Total Due:</span> <span>$4,423.55</span></div>
-        </div>
-
-        <footer style="margin-top: 50px; border-top: 1px solid #ccc; padding-top: 20px; font-size: 12px; color: #555;">
-            <p><strong>Payment Terms:</strong> Net 30 days. Please include invoice number in payment reference.</p>
-            <p><strong>Bank Details:</strong> Bank Name: TechBank | Account: 0123456789 | SWIFT: TCHCORPXX</p>
-        </footer>
-    </div>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/009-html-invoice/outputs/base/turn-2.html b/evals/data/experiments/009-html-invoice/outputs/base/turn-2.html
deleted file mode 100644
index 1d64d4c..0000000
--- a/evals/data/experiments/009-html-invoice/outputs/base/turn-2.html
+++ /dev/null
@@ -1,69 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <title>Invoice INV-2026-1203</title>
-</head>
-<body style="font-family: sans-serif; margin: 0; padding: 20px; background-color: #f4f4f4;">
-    <div style="max-width: 800px; margin: 0 auto; background: #fff; padding: 40px; box-shadow: 0 0 10px rgba(0,0,0,0.1);">
-        <header style="display: flex; justify-content: space-between; align-items: center; border-bottom: 2px solid #333; padding-bottom: 20px; margin-bottom: 30px;">
-            <div style="display: flex; align-items: center; gap: 15px;">
-                <div style="width: 60px; height: 60px; background: #ddd; border: 1px solid #999; display: flex; align-items: center; justify-content: center; font-size: 10px; color: #666;">LOGO</div>
-                <h1 style="margin: 0; font-size: 24px; color: #333;">NovaTech Industries</h1>
-            </div>
-            <div style="text-align: right;">
-                <h2 style="margin: 0; color: #555;">INVOICE</h2>
-                <p style="margin: 5px 0 0; font-weight: bold;"># INV-2026-1203</p>
-            </div>
-        </header>
-
-        <section style="display: flex; justify-content: space-between; margin-bottom: 30px;">
-            <div style="width: 48%;">
-                <h4 style="margin: 0 0 5px; color: #777;">FROM</h4>
-                <p style="margin: 0;">NovaTech Industries<br>123 Tech Avenue<br>Silicon Valley, CA 94000</p>
-            </div>
-            <div style="width: 48%;">
-                <h4 style="margin: 0 0 5px; color: #777;">TO</h4>
-                <p style="margin: 0;">Client Name<br>456 Business Road<br>Enterprise City, NY 10001</p>
-            </div>
-        </section>
-
-        <table style="width: 100%; border-collapse: collapse; margin-bottom: 30px;">
-            <thead>
-                <tr style="background: #eee;">
-                    <th style="padding: 10px; text-align: left; border: 1px solid #ddd;">Description</th>
-                    <th style="padding: 10px; text-align: right; border: 1px solid #ddd;">Qty</th>
-                    <th style="padding: 10px; text-align: right; border: 1px solid #ddd;">Rate</th>
-                    <th style="padding: 10px; text-align: right; border: 1px solid #ddd;">Amount</th>
-                </tr>
-            </thead>
-            <tbody>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Cloud Hosting Service</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">1</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$500.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$500.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Domain Registration</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">2</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$20.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$40.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Security Audit</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">1</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$1,200.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$1,200.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">API Integration</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">5</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$150.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$750.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Software License</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">3</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$80.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$240.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Technical Support</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">10</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$100.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$1,000.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Data Backup Storage</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">1</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$300.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$300.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Custom Reporting</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">2</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$250.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$500.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Cloud Hosting Setup</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">1</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$2,400.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$2,400.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">SSL Certificate</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">1</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$199.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$199.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Data Migration</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">1</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$3,500.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$3,500.00</td></tr>
-                <tr><td style="padding: 10px; border: 1px solid #ddd;">Training Session</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">1</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$1,800.00</td><td style="padding: 10px; text-align: right; border: 1px solid #ddd;">$1,800.00</td></tr>
-            </tbody>
-        </table>
-
-        <div style="width: 300px; margin-left: auto;">
-            <div style="display: flex; justify-content: space-between; padding: 5px 0;"><span>Subtotal:</span> <span>$12,829.00</span></div>
-            <div style="display: flex; justify-content: space-between; padding: 5px 0;"><span>Discount (10%):</span> <span>-$1,282.90</span></div>
-            <div style="display: flex; justify-content: space-between; padding: 5px 0;"><span>Tax (8.5%):</span> <span>$981.42</span></div>
-            <div style="display: flex; justify-content: space-between; padding: 10px 0; font-weight: bold; border-top: 2px solid #333; margin-top: 5px;"><span>Total Due:</span> <span>$12,527.52</span></div>
-        </div>
-
-        <footer style="margin-top: 50px; border-top: 1px solid #ccc; padding-top: 20px; font-size: 12px; color: #555;">
-            <p><strong>Payment Terms:</strong> Net 30 days. Please include invoice number in payment reference.</p>
-            <p><strong>Bank Details:</strong> Bank Name: TechBank | Account: 0123456789 | SWIFT: TCHCORPXX</p>
-        </footer>
-    </div>
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/010-html-kanban/eval.json b/evals/data/experiments/010-html-kanban/eval.json
deleted file mode 100644
index 29f2149..0000000
--- a/evals/data/experiments/010-html-kanban/eval.json
+++ /dev/null
@@ -1,71 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.1236,
-      "token_f1": 0.4493,
-      "base_char_count": 6526,
-      "aap_char_count": 5495,
-      "char_delta_pct": -15.8,
-      "lines_added": 60,
-      "lines_removed": 79,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.1304,
-      "token_f1": 0.4526,
-      "base_char_count": 6798,
-      "aap_char_count": 5507,
-      "char_delta_pct": -19.0,
-      "lines_added": 65,
-      "lines_removed": 85,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.1198,
-      "token_f1": 0.4489,
-      "base_char_count": 6899,
-      "aap_char_count": 5507,
-      "char_delta_pct": -20.2,
-      "lines_added": 65,
-      "lines_removed": 86,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 3,
-      "sequence_similarity": 0.1128,
-      "token_f1": 0.4382,
-      "base_char_count": 7475,
-      "aap_char_count": 6005,
-      "char_delta_pct": -19.7,
-      "lines_added": 73,
-      "lines_removed": 94,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 4,
-      "sequence_similarity": 0.1182,
-      "token_f1": 0.4654,
-      "base_char_count": 7681,
-      "aap_char_count": 6196,
-      "char_delta_pct": -19.3,
-      "lines_added": 73,
-      "lines_removed": 97,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.121,
-  "mean_token_f1": 0.4509,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/010-html-kanban/metrics.json b/evals/data/experiments/010-html-kanban/metrics.json
deleted file mode 100644
index ea8a6e5..0000000
--- a/evals/data/experiments/010-html-kanban/metrics.json
+++ /dev/null
@@ -1,274 +0,0 @@
-{
-  "experiment_id": "010-html-kanban",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:52:45.728646+00:00",
-  "format": "text/html",
-  "base_turn0": {
-    "input_tokens": 142,
-    "output_tokens": 1909,
-    "latency_ms": 15971,
-    "artifact_bytes": 6189
-  },
-  "aap_turn0": {
-    "input_tokens": 481,
-    "output_tokens": 1523,
-    "latency_ms": 6551,
-    "artifact_bytes": 4999
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Change the project name from 'Sprint 24' to 'Sprint 27 \u2014 Q2 Launch' and update a",
-        "input_tokens": 2086,
-        "output_tokens": 1973,
-        "latency_ms": 7908,
-        "output_bytes": 6347,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Move 2 cards from Backlog to In Progress and add a 'Blocked' label to the first ",
-        "input_tokens": 4085,
-        "output_tokens": 2000,
-        "latency_ms": 8073,
-        "output_bytes": 6418,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new 'Cancelled' column after Done with 2 cancelled task cards",
-        "input_tokens": 6102,
-        "output_tokens": 2132,
-        "latency_ms": 6991,
-        "output_bytes": 6900,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 4,
-        "edit": "Change all 'critical' priority tags to have a red pulsing animation effect",
-        "input_tokens": 8250,
-        "output_tokens": 2290,
-        "latency_ms": 8295,
-        "output_bytes": 7221,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 20523,
-    "total_output_tokens": 8395,
-    "total_latency_ms": 31267
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Change the project name from 'Sprint 24' to 'Sprint 27 \u2014 Q2 Launch' and update a",
-        "input_tokens": 2664,
-        "output_tokens": 1728,
-        "latency_ms": 6368,
-        "output_bytes": 5410,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Move 2 cards from Backlog to In Progress and add a 'Blocked' label to the first ",
-        "input_tokens": 2797,
-        "output_tokens": 912,
-        "latency_ms": 3783,
-        "output_bytes": 3081,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new 'Cancelled' column after Done with 2 cancelled task cards",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 1604,
-        "output_bytes": 3081,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 4,
-        "edit": "Change all 'critical' priority tags to have a red pulsing animation effect",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 3494,
-        "output_bytes": 3081,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 5461,
-    "total_output_tokens": 2640,
-    "total_latency_ms": 15249,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.5
-  },
-  "comparison": {
-    "output_token_savings_pct": 68.6,
-    "input_token_savings_pct": 73.4,
-    "latency_savings_pct": 51.2
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 142,
-        "base_output": 1909,
-        "base_latency_ms": 15971,
-        "aap_input": 481,
-        "aap_output": 1523,
-        "aap_latency_ms": 6551
-      },
-      {
-        "turn": 1,
-        "base_input": 2086,
-        "base_output": 1973,
-        "base_latency_ms": 7908,
-        "aap_input": 2664,
-        "aap_output": 1728,
-        "aap_latency_ms": 6368,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 4085,
-        "base_output": 2000,
-        "base_latency_ms": 8073,
-        "aap_input": 2797,
-        "aap_output": 912,
-        "aap_latency_ms": 3783,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 6102,
-        "base_output": 2132,
-        "base_latency_ms": 6991,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 1604,
-        "envelope_name": "edit",
-        "apply_ok": false
-      },
-      {
-        "turn": 4,
-        "base_input": 8250,
-        "base_output": 2290,
-        "base_latency_ms": 8295,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 3494,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 20665,
-      "base_output": 10304,
-      "base_combined": 30969,
-      "aap_input": 5942,
-      "aap_output": 4163,
-      "aap_combined": 10105,
-      "base_latency_ms": 47238,
-      "aap_latency_ms": 21800,
-      "output_savings_pct": 59.6,
-      "input_delta_pct": -71.2,
-      "combined_savings_pct": 67.4,
-      "latency_savings_pct": 53.9
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.0587,
-        "token_f1": 0.4398,
-        "base_char_count": 6189,
-        "aap_char_count": 4791,
-        "char_delta_pct": -22.6,
-        "lines_added": 68,
-        "lines_removed": 90,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.0586,
-        "token_f1": 0.4756,
-        "base_char_count": 6343,
-        "aap_char_count": 5200,
-        "char_delta_pct": -18.0,
-        "lines_added": 74,
-        "lines_removed": 88,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0093,
-        "token_f1": 0.0824,
-        "base_char_count": 6414,
-        "aap_char_count": 3081,
-        "char_delta_pct": -52.0,
-        "lines_added": 23,
-        "lines_removed": 95,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0088,
-        "token_f1": 0.0788,
-        "base_char_count": 6896,
-        "aap_char_count": 3081,
-        "char_delta_pct": -55.3,
-        "lines_added": 23,
-        "lines_removed": 104,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 4,
-        "sequence_similarity": 0.0085,
-        "token_f1": 0.0738,
-        "base_char_count": 7217,
-        "aap_char_count": 3081,
-        "char_delta_pct": -57.3,
-        "lines_added": 22,
-        "lines_removed": 110,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.0288,
-    "mean_token_f1": 0.2301,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/010-html-kanban/outputs/aap/turn-0.html b/evals/data/experiments/010-html-kanban/outputs/aap/turn-0.html
deleted file mode 100644
index 2015a37..0000000
--- a/evals/data/experiments/010-html-kanban/outputs/aap/turn-0.html
+++ /dev/null
@@ -1,73 +0,0 @@
-<style>
-  body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif; background: #f4f5f7; margin: 0; padding: 20px; }
-  .board { display: flex; gap: 20px; overflow-x: auto; align-items: flex-start; height: 90vh; }
-  header { margin-bottom: 20px; display: flex; justify-content: space-between; align-items: center; }
-  .column { background: #ebecf0; border-radius: 8px; width: 300px; min-width: 300px; display: flex; flex-direction: column; max-height: 100%; }
-  .col-header { padding: 15px; font-weight: bold; display: flex; justify-content: space-between; border-top: 4px solid #ccc; }
-  .cards { padding: 10px; overflow-y: auto; flex-grow: 1; }
-  .card { background: white; border-radius: 4px; padding: 12px; margin-bottom: 10px; cursor: grab; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
-  .priority { font-size: 10px; text-transform: uppercase; padding: 2px 6px; border-radius: 3px; font-weight: bold; }
-  .tag-critical { background: #ffebee; color: #c62828; }
-  .tag-high { background: #fff3e0; color: #ef6c00; }
-  .tag-medium { background: #e3f2fd; color: #1565c0; }
-  .tag-low { background: #e8f5e9; color: #2e7d32; }
-</style>
-
-<div class="container">
-  <header>
-    <h1><aap:target id="project-name">Sprint 24</aap:target></h1>
-    <div class="filters">Filters: <button>All</button> <button>My Tasks</button></div>
-  </header>
-
-  <div class="board">
-    <aap:target id="col-backlog">
-      <div class="column" style="border-top-color: #607d8b">
-        <div class="col-header">Backlog (6)</div>
-        <div class="cards">
-          <div class="card"><strong>API Rate Limiting</strong><br><small>Assignee: Alex | <span class="priority tag-high">High</span></small></div>
-          <div class="card"><strong>Database Migration</strong><br><small>Assignee: Sam | <span class="priority tag-medium">Medium</span></small></div>
-          <div class="card"><strong>Refactor Auth</strong><br><small>Assignee: Jordan | <span class="priority tag-critical">Critical</span></small></div>
-          <div class="card"><strong>Update Docs</strong><br><small>Assignee: Casey | <span class="priority tag-low">Low</span></small></div>
-          <div class="card"><strong>S3 Bucket Config</strong><br><small>Assignee: Alex | <span class="priority tag-medium">Medium</span></small></div>
-          <div class="card"><strong>User Profile UI</strong><br><small>Assignee: Taylor | <span class="priority tag-medium">Medium</span></small></div>
-        </div>
-      </div>
-    </aap:target>
-
-    <aap:target id="col-progress">
-      <div class="column" style="border-top-color: #2196f3">
-        <div class="col-header">In Progress (4)</div>
-        <div class="cards">
-          <div class="card"><strong>OAuth 2.0 Integration</strong><br><small>Assignee: Alex | <span class="priority tag-critical">Critical</span></small></div>
-          <div class="card"><strong>Dark Mode Switch</strong><br><small>Assignee: Taylor | <span class="priority tag-low">Low</span></small></div>
-          <div class="card"><strong>Redis Cache Layer</strong><br><small>Assignee: Jordan | <span class="priority tag-high">High</span></small></div>
-          <div class="card"><strong>Mobile Responsive Fix</strong><br><small>Assignee: Sam | <span class="priority tag-medium">Medium</span></small></div>
-        </div>
-      </div>
-    </aap:target>
-
-    <aap:target id="col-review">
-      <div class="column" style="border-top-color: #ff9800">
-        <div class="col-header">In Review (3)</div>
-        <div class="cards">
-          <div class="card"><strong>Payment Gateway API</strong><br><small>Assignee: Jordan | <span class="priority tag-critical">Critical</span></small></div>
-          <div class="card"><strong>Export CSV Feature</strong><br><small>Assignee: Casey | <span class="priority tag-low">Low</span></small></div>
-          <div class="card"><strong>Unit Test Coverage</strong><br><small>Assignee: Alex | <span class="priority tag-medium">Medium</span></small></div>
-        </div>
-      </div>
-    </aap:target>
-
-    <aap:target id="col-done">
-      <div class="column" style="border-top-color: #4caf50">
-        <div class="col-header">Done (5)</div>
-        <div class="cards">
-          <div class="card"><strong>Initial Setup</strong><br><small>Assignee: Team | <span class="priority tag-low">Low</span></small></div>
-          <div class="card"><strong>CI/CD Pipeline</strong><br><small>Assignee: Jordan | <span class="priority tag-high">High</span></small></div>
-          <div class="card"><strong>Logging Service</strong><br><small>Assignee: Sam | <span class="priority tag-medium">Medium</span></small></div>
-          <div class="card"><strong>Landing Page</strong><br><small>Assignee: Taylor | <span class="priority tag-low">Low</span></small></div>
-          <div class="card"><strong>Security Audit</strong><br><small>Assignee: Alex | <span class="priority tag-critical">Critical</span></small></div>
-        </div>
-      </div>
-    </aap:target>
-  </div>
-</div>
\ No newline at end of file
diff --git a/evals/data/experiments/010-html-kanban/outputs/aap/turn-1.html b/evals/data/experiments/010-html-kanban/outputs/aap/turn-1.html
deleted file mode 100644
index 93d40fc..0000000
--- a/evals/data/experiments/010-html-kanban/outputs/aap/turn-1.html
+++ /dev/null
@@ -1,80 +0,0 @@
-<style>
-  body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif; background: #f4f5f7; margin: 0; padding: 20px; }
-  .board { display: flex; gap: 20px; overflow-x: auto; align-items: flex-start; height: 90vh; }
-  header { margin-bottom: 20px; display: flex; justify-content: space-between; align-items: center; }
-  .column { background: #ebecf0; border-radius: 8px; width: 300px; min-width: 300px; display: flex; flex-direction: column; max-height: 100%; }
-  .col-header { padding: 15px; font-weight: bold; display: flex; justify-content: space-between; border-top: 4px solid #ccc; }
-  .cards { padding: 10px; overflow-y: auto; flex-grow: 1; }
-  .card { background: white; border-radius: 4px; padding: 12px; margin-bottom: 10px; cursor: grab; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
-  .priority { font-size: 10px; text-transform: uppercase; padding: 2px 6px; border-radius: 3px; font-weight: bold; }
-  .tag-critical { background: #ffebee; color: #c62828; }
-  .tag-high { background: #fff3e0; color: #ef6c00; }
-  .tag-medium { background: #e3f2fd; color: #1565c0; }
-  .tag-low { background: #e8f5e9; color: #2e7d32; }
-  .avatar-row { display: flex; gap: 5px; margin-top: 10px; }
-  .avatar { width: 24px; height: 24px; border-radius: 50%; background: #ddd; display: flex; align-items: center; justify-content: center; font-size: 10px; }
-</style>
-
-<div class="container">
-  <header>
-    <h1><aap:target id="project-name">Sprint 27 — Q2 Launch</aap:target></h1>
-    <div class="filters">
-      Team: 
-      <div class="avatar-row">
-        <div class="avatar">A</div><div class="avatar">S</div><div class="avatar">J</div><div class="avatar">C</div><div class="avatar">T</div><div class="avatar">R</div>
-      </div>
-    </div>
-  </header>
-
-  <div class="board">
-    <aap:target id="col-backlog">
-      <div class="column" style="border-top-color: #607d8b">
-        <div class="col-header">Backlog (6)</div>
-        <div class="cards">
-          <div class="card"><strong>API Rate Limiting</strong><br><small>Assignee: Alex | <span class="priority tag-high">High</span></small></div>
-          <div class="card"><strong>Database Migration</strong><br><small>Assignee: Sam | <span class="priority tag-medium">Medium</span></small></div>
-          <div class="card"><strong>Refactor Auth</strong><br><small>Assignee: Jordan | <span class="priority tag-critical">Critical</span></small></div>
-          <div class="card"><strong>Update Docs</strong><br><small>Assignee: Casey | <span class="priority tag-low">Low</span></small></div>
-          <div class="card"><strong>S3 Bucket Config</strong><br><small>Assignee: Alex | <span class="priority tag-medium">Medium</span></small></div>
-          <div class="card"><strong>User Profile UI</strong><br><small>Assignee: Taylor | <span class="priority tag-medium">Medium</span></small></div>
-        </div>
-      </div>
-    </aap:target>
-
-    <aap:target id="col-progress">
-      <div class="column" style="border-top-color: #2196f3">
-        <div class="col-header">In Progress (4)</div>
-        <div class="cards">
-          <div class="card"><strong>OAuth 2.0 Integration</strong><br><small>Assignee: Alex | <span class="priority tag-critical">Critical</span></small></div>
-          <div class="card"><strong>Dark Mode Switch</strong><br><small>Assignee: Taylor | <span class="priority tag-low">Low</span></small></div>
-          <div class="card"><strong>Redis Cache Layer</strong><br><small>Assignee: Jordan | <span class="priority tag-high">High</span></small></div>
-          <div class="card"><strong>Mobile Responsive Fix</strong><br><small>Assignee: Sam | <span class="priority tag-medium">Medium</span></small></div>
-        </div>
-      </div>
-    </aap:target>
-
-    <aap:target id="col-review">
-      <div class="column" style="border-top-color: #ff9800">
-        <div class="col-header">In Review (3)</div>
-        <div class="cards">
-          <div class="card"><strong>Payment Gateway API</strong><br><small>Assignee: Jordan | <span class="priority tag-critical">Critical</span></small></div>
-          <div class="card"><strong>Export CSV Feature</strong><br><small>Assignee: Casey | <span class="priority tag-low">Low</span></small></div>
-          <div class="card"><strong>Unit Test Coverage</strong><br><small>Assignee: Alex | <span class="priority tag-medium">Medium</span></small></div>
-        </div>
-      </div>
-    </aap:target>
-
-    <aap:target id="col-done">
-      <div class="column" style="border-top-color: #4caf50">
-        <div class="col-header">Done (5)</div>
-        <div class="cards">
-          <div class="card"><strong>Initial Setup</strong><br><small>Assignee: Team | <span class="priority tag-low">Low</span></small></div>
-          <div class="card"><strong>CI/CD Pipeline</strong><br><small>Assignee: Jordan | <span class="priority tag-high">High</span></small></div>
-          <div class="card"><strong>Logging Service</strong><br><small>Assignee: Sam | <span class="priority tag-medium">Medium</span></small></div>
-          <div class="card"><strong>Landing Page</strong><br><small>Assignee: Taylor | <span class="priority tag-low">Low</span></small></div>
-          <div class="card"><strong>Security Audit</strong><br><small>Assignee: Alex | <span class="priority tag-critical">Critical</span></small></div>
-        </div>
-      </div>
-    </aap:target>
-  </div>
-</div>
diff --git a/evals/data/experiments/010-html-kanban/outputs/aap/turn-1.json b/evals/data/experiments/010-html-kanban/outputs/aap/turn-1.json
deleted file mode 100644
index 168a107..0000000
--- a/evals/data/experiments/010-html-kanban/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "sprint-board",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<style>\n  body { font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Roboto, Helvetica, Arial, sans-serif; background: #f4f5f7; margin: 0; padding: 20px; }\n  .board { display: flex; gap: 20px; overflow-x: auto; align-items: flex-start; height: 90vh; }\n  header { margin-bottom: 20px; display: flex; justify-content: space-between; align-items: center; }\n  .column { background: #ebecf0; border-radius: 8px; width: 300px; min-width: 300px; display: flex; flex-direction: column; max-height: 100%; }\n  .col-header { padding: 15px; font-weight: bold; display: flex; justify-content: space-between; border-top: 4px solid #ccc; }\n  .cards { padding: 10px; overflow-y: auto; flex-grow: 1; }\n  .card { background: white; border-radius: 4px; padding: 12px; margin-bottom: 10px; cursor: grab; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }\n  .priority { font-size: 10px; text-transform: uppercase; padding: 2px 6px; border-radius: 3px; font-weight: bold; }\n  .tag-critical { background: #ffebee; color: #c62828; }\n  .tag-high { background: #fff3e0; color: #ef6c00; }\n  .tag-medium { background: #e3f2fd; color: #1565c0; }\n  .tag-low { background: #e8f5e9; color: #2e7d32; }\n  .avatar-row { display: flex; gap: 5px; margin-top: 10px; }\n  .avatar { width: 24px; height: 24px; border-radius: 50%; background: #ddd; display: flex; align-items: center; justify-content: center; font-size: 10px; }\n</style>\n\n<div class=\"container\">\n  <header>\n    <h1><aap:target id=\"project-name\">Sprint 27 — Q2 Launch</aap:target></h1>\n    <div class=\"filters\">\n      Team: \n      <div class=\"avatar-row\">\n        <div class=\"avatar\">A</div><div class=\"avatar\">S</div><div class=\"avatar\">J</div><div class=\"avatar\">C</div><div class=\"avatar\">T</div><div class=\"avatar\">R</div>\n      </div>\n    </div>\n  </header>\n\n  <div class=\"board\">\n    <aap:target id=\"col-backlog\">\n      <div class=\"column\" style=\"border-top-color: #607d8b\">\n        <div class=\"col-header\">Backlog (6)</div>\n        <div class=\"cards\">\n          <div class=\"card\"><strong>API Rate Limiting</strong><br><small>Assignee: Alex | <span class=\"priority tag-high\">High</span></small></div>\n          <div class=\"card\"><strong>Database Migration</strong><br><small>Assignee: Sam | <span class=\"priority tag-medium\">Medium</span></small></div>\n          <div class=\"card\"><strong>Refactor Auth</strong><br><small>Assignee: Jordan | <span class=\"priority tag-critical\">Critical</span></small></div>\n          <div class=\"card\"><strong>Update Docs</strong><br><small>Assignee: Casey | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>S3 Bucket Config</strong><br><small>Assignee: Alex | <span class=\"priority tag-medium\">Medium</span></small></div>\n          <div class=\"card\"><strong>User Profile UI</strong><br><small>Assignee: Taylor | <span class=\"priority tag-medium\">Medium</span></small></div>\n        </div>\n      </div>\n    </aap:target>\n\n    <aap:target id=\"col-progress\">\n      <div class=\"column\" style=\"border-top-color: #2196f3\">\n        <div class=\"col-header\">In Progress (4)</div>\n        <div class=\"cards\">\n          <div class=\"card\"><strong>OAuth 2.0 Integration</strong><br><small>Assignee: Alex | <span class=\"priority tag-critical\">Critical</span></small></div>\n          <div class=\"card\"><strong>Dark Mode Switch</strong><br><small>Assignee: Taylor | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>Redis Cache Layer</strong><br><small>Assignee: Jordan | <span class=\"priority tag-high\">High</span></small></div>\n          <div class=\"card\"><strong>Mobile Responsive Fix</strong><br><small>Assignee: Sam | <span class=\"priority tag-medium\">Medium</span></small></div>\n        </div>\n      </div>\n    </aap:target>\n\n    <aap:target id=\"col-review\">\n      <div class=\"column\" style=\"border-top-color: #ff9800\">\n        <div class=\"col-header\">In Review (3)</div>\n        <div class=\"cards\">\n          <div class=\"card\"><strong>Payment Gateway API</strong><br><small>Assignee: Jordan | <span class=\"priority tag-critical\">Critical</span></small></div>\n          <div class=\"card\"><strong>Export CSV Feature</strong><br><small>Assignee: Casey | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>Unit Test Coverage</strong><br><small>Assignee: Alex | <span class=\"priority tag-medium\">Medium</span></small></div>\n        </div>\n      </div>\n    </aap:target>\n\n    <aap:target id=\"col-done\">\n      <div class=\"column\" style=\"border-top-color: #4caf50\">\n        <div class=\"col-header\">Done (5)</div>\n        <div class=\"cards\">\n          <div class=\"card\"><strong>Initial Setup</strong><br><small>Assignee: Team | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>CI/CD Pipeline</strong><br><small>Assignee: Jordan | <span class=\"priority tag-high\">High</span></small></div>\n          <div class=\"card\"><strong>Logging Service</strong><br><small>Assignee: Sam | <span class=\"priority tag-medium\">Medium</span></small></div>\n          <div class=\"card\"><strong>Landing Page</strong><br><small>Assignee: Taylor | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>Security Audit</strong><br><small>Assignee: Alex | <span class=\"priority tag-critical\">Critical</span></small></div>\n        </div>\n      </div>\n    </aap:target>\n  </div>\n</div>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/010-html-kanban/outputs/aap/turn-2.html b/evals/data/experiments/010-html-kanban/outputs/aap/turn-2.html
deleted file mode 100644
index 4a09514..0000000
--- a/evals/data/experiments/010-html-kanban/outputs/aap/turn-2.html
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "kanban-board-001",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "col-backlog"},
-      "content": "<div class=\"column\" style=\"border-top-color: #607d8b\">\n        <div class=\"col-header\">Backlog (4)</div>\n        <div class=\"cards\">\n          <div class=\"card\"><strong>Refactor Auth</strong><br><small>Assignee: Jordan | <span class=\"priority tag-critical\">Critical</span></small></div>\n          <div class=\"card\"><strong>Update Docs</strong><br><small>Assignee: Casey | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>S3 Bucket Config</strong><br><small>Assignee: Alex | <span class=\"priority tag-medium\">Medium</span></small></div>\n          <div class=\"card\"><strong>User Profile UI</strong><br><small>Assignee: Taylor | <span class=\"priority tag-medium\">Medium</span></small></div>\n        </div>\n      </div>"
-    },
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "col-progress"},
-      "content": "<div class=\"column\" style=\"border-top-color: #2196f3\">\n        <div class=\"col-header\">In Progress (6)</div>\n        <div class=\"cards\">\n          <div class=\"card\"><strong>API Rate Limiting</strong><br><small>Assignee: Alex | <span class=\"priority tag-high\">High</span></small></div>\n          <div class=\"card\"><strong>Database Migration</strong><br><small>Assignee: Sam | <span class=\"priority tag-medium\">Medium</span></small></div>\n          <div class=\"card\"><strong>OAuth 2.0 Integration</strong><br><small>Assignee: Alex | <span class=\"priority tag-critical\">Critical</span></small></div>\n          <div class=\"card\"><strong>Dark Mode Switch</strong><br><small>Assignee: Taylor | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>Redis Cache Layer</strong><br><small>Assignee: Jordan | <span class=\"priority tag-high\">High</span></small></div>\n          <div class=\"card\"><strong>Mobile Responsive Fix</strong><br><small>Assignee: Sam | <span class=\"priority tag-medium\">Medium</span></small></div>\n        </div>\n      </div>"
-    },
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "col-review"},
-      "content": "<div class=\"column\" style=\"border-top-color: #ff9800\">\n        <div class=\"col-header\">In Review (3)</div>\n        <div class=\"cards\">\n          <div class=\"card\"><strong>Payment Gateway API</strong><br><small>Assignee: Jordan | <span class=\"priority tag-critical\">Critical</span> <span class=\"priority\" style=\"background:#000; color:#fff;\">BLOCKED</span></small></div>\n          <div class=\"card\"><strong>Export CSV Feature</strong><br><small>Assignee: Casey | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>Unit Test Coverage</strong><br><small>Assignee: Alex | <span class=\"priority tag-medium\">Medium</span></small></div>\n        </div>\n      </div>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/010-html-kanban/outputs/aap/turn-2.json b/evals/data/experiments/010-html-kanban/outputs/aap/turn-2.json
deleted file mode 100644
index 1d73c92..0000000
--- a/evals/data/experiments/010-html-kanban/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "kanban-board-001",
-  "version": 2,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"kanban-board-001\",\n  \"version\": 2,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"replace\",\n      \"target\": {\"type\": \"id\", \"value\": \"col-backlog\"},\n      \"content\": \"<div class=\\\"column\\\" style=\\\"border-top-color: #607d8b\\\">\\n        <div class=\\\"col-header\\\">Backlog (4)</div>\\n        <div class=\\\"cards\\\">\\n          <div class=\\\"card\\\"><strong>Refactor Auth</strong><br><small>Assignee: Jordan | <span class=\\\"priority tag-critical\\\">Critical</span></small></div>\\n          <div class=\\\"card\\\"><strong>Update Docs</strong><br><small>Assignee: Casey | <span class=\\\"priority tag-low\\\">Low</span></small></div>\\n          <div class=\\\"card\\\"><strong>S3 Bucket Config</strong><br><small>Assignee: Alex | <span class=\\\"priority tag-medium\\\">Medium</span></small></div>\\n          <div class=\\\"card\\\"><strong>User Profile UI</strong><br><small>Assignee: Taylor | <span class=\\\"priority tag-medium\\\">Medium</span></small></div>\\n        </div>\\n      </div>\"\n    },\n    {\n      \"op\": \"replace\",\n      \"target\": {\"type\": \"id\", \"value\": \"col-progress\"},\n      \"content\": \"<div class=\\\"column\\\" style=\\\"border-top-color: #2196f3\\\">\\n        <div class=\\\"col-header\\\">In Progress (6)</div>\\n        <div class=\\\"cards\\\">\\n          <div class=\\\"card\\\"><strong>API Rate Limiting</strong><br><small>Assignee: Alex | <span class=\\\"priority tag-high\\\">High</span></small></div>\\n          <div class=\\\"card\\\"><strong>Database Migration</strong><br><small>Assignee: Sam | <span class=\\\"priority tag-medium\\\">Medium</span></small></div>\\n          <div class=\\\"card\\\"><strong>OAuth 2.0 Integration</strong><br><small>Assignee: Alex | <span class=\\\"priority tag-critical\\\">Critical</span></small></div>\\n          <div class=\\\"card\\\"><strong>Dark Mode Switch</strong><br><small>Assignee: Taylor | <span class=\\\"priority tag-low\\\">Low</span></small></div>\\n          <div class=\\\"card\\\"><strong>Redis Cache Layer</strong><br><small>Assignee: Jordan | <span class=\\\"priority tag-high\\\">High</span></small></div>\\n          <div class=\\\"card\\\"><strong>Mobile Responsive Fix</strong><br><small>Assignee: Sam | <span class=\\\"priority tag-medium\\\">Medium</span></small></div>\\n        </div>\\n      </div>\"\n    },\n    {\n      \"op\": \"replace\",\n      \"target\": {\"type\": \"id\", \"value\": \"col-review\"},\n      \"content\": \"<div class=\\\"column\\\" style=\\\"border-top-color: #ff9800\\\">\\n        <div class=\\\"col-header\\\">In Review (3)</div>\\n        <div class=\\\"cards\\\">\\n          <div class=\\\"card\\\"><strong>Payment Gateway API</strong><br><small>Assignee: Jordan | <span class=\\\"priority tag-critical\\\">Critical</span> <span class=\\\"priority\\\" style=\\\"background:#000; color:#fff;\\\">BLOCKED</span></small></div>\\n          <div class=\\\"card\\\"><strong>Export CSV Feature</strong><br><small>Assignee: Casey | <span class=\\\"priority tag-low\\\">Low</span></small></div>\\n          <div class=\\\"card\\\"><strong>Unit Test Coverage</strong><br><small>Assignee: Alex | <span class=\\\"priority tag-medium\\\">Medium</span></small></div>\\n        </div>\\n      </div>\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/010-html-kanban/outputs/aap/turn-3.html b/evals/data/experiments/010-html-kanban/outputs/aap/turn-3.html
deleted file mode 100644
index 4a09514..0000000
--- a/evals/data/experiments/010-html-kanban/outputs/aap/turn-3.html
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "kanban-board-001",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "col-backlog"},
-      "content": "<div class=\"column\" style=\"border-top-color: #607d8b\">\n        <div class=\"col-header\">Backlog (4)</div>\n        <div class=\"cards\">\n          <div class=\"card\"><strong>Refactor Auth</strong><br><small>Assignee: Jordan | <span class=\"priority tag-critical\">Critical</span></small></div>\n          <div class=\"card\"><strong>Update Docs</strong><br><small>Assignee: Casey | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>S3 Bucket Config</strong><br><small>Assignee: Alex | <span class=\"priority tag-medium\">Medium</span></small></div>\n          <div class=\"card\"><strong>User Profile UI</strong><br><small>Assignee: Taylor | <span class=\"priority tag-medium\">Medium</span></small></div>\n        </div>\n      </div>"
-    },
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "col-progress"},
-      "content": "<div class=\"column\" style=\"border-top-color: #2196f3\">\n        <div class=\"col-header\">In Progress (6)</div>\n        <div class=\"cards\">\n          <div class=\"card\"><strong>API Rate Limiting</strong><br><small>Assignee: Alex | <span class=\"priority tag-high\">High</span></small></div>\n          <div class=\"card\"><strong>Database Migration</strong><br><small>Assignee: Sam | <span class=\"priority tag-medium\">Medium</span></small></div>\n          <div class=\"card\"><strong>OAuth 2.0 Integration</strong><br><small>Assignee: Alex | <span class=\"priority tag-critical\">Critical</span></small></div>\n          <div class=\"card\"><strong>Dark Mode Switch</strong><br><small>Assignee: Taylor | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>Redis Cache Layer</strong><br><small>Assignee: Jordan | <span class=\"priority tag-high\">High</span></small></div>\n          <div class=\"card\"><strong>Mobile Responsive Fix</strong><br><small>Assignee: Sam | <span class=\"priority tag-medium\">Medium</span></small></div>\n        </div>\n      </div>"
-    },
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "col-review"},
-      "content": "<div class=\"column\" style=\"border-top-color: #ff9800\">\n        <div class=\"col-header\">In Review (3)</div>\n        <div class=\"cards\">\n          <div class=\"card\"><strong>Payment Gateway API</strong><br><small>Assignee: Jordan | <span class=\"priority tag-critical\">Critical</span> <span class=\"priority\" style=\"background:#000; color:#fff;\">BLOCKED</span></small></div>\n          <div class=\"card\"><strong>Export CSV Feature</strong><br><small>Assignee: Casey | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>Unit Test Coverage</strong><br><small>Assignee: Alex | <span class=\"priority tag-medium\">Medium</span></small></div>\n        </div>\n      </div>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/010-html-kanban/outputs/aap/turn-3.json b/evals/data/experiments/010-html-kanban/outputs/aap/turn-3.json
deleted file mode 100644
index 49db2bc..0000000
--- a/evals/data/experiments/010-html-kanban/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "kanban-board-001",
-  "version": 3,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "col-done"
-      },
-      "content": "<div class=\"column\" style=\"border-top-color: #f44336\">\n        <div class=\"col-header\">Cancelled (2)</div>\n        <div class=\"cards\">\n          <div class=\"card\"><strong>Deprecated Module Removal</strong><br><small>Assignee: Alex | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>Legacy IE Support</strong><br><small>Assignee: Casey | <span class=\"priority tag-critical\">Critical</span></small></div>\n        </div>\n      </div>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/010-html-kanban/outputs/aap/turn-4.html b/evals/data/experiments/010-html-kanban/outputs/aap/turn-4.html
deleted file mode 100644
index 4a09514..0000000
--- a/evals/data/experiments/010-html-kanban/outputs/aap/turn-4.html
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "kanban-board-001",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "col-backlog"},
-      "content": "<div class=\"column\" style=\"border-top-color: #607d8b\">\n        <div class=\"col-header\">Backlog (4)</div>\n        <div class=\"cards\">\n          <div class=\"card\"><strong>Refactor Auth</strong><br><small>Assignee: Jordan | <span class=\"priority tag-critical\">Critical</span></small></div>\n          <div class=\"card\"><strong>Update Docs</strong><br><small>Assignee: Casey | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>S3 Bucket Config</strong><br><small>Assignee: Alex | <span class=\"priority tag-medium\">Medium</span></small></div>\n          <div class=\"card\"><strong>User Profile UI</strong><br><small>Assignee: Taylor | <span class=\"priority tag-medium\">Medium</span></small></div>\n        </div>\n      </div>"
-    },
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "col-progress"},
-      "content": "<div class=\"column\" style=\"border-top-color: #2196f3\">\n        <div class=\"col-header\">In Progress (6)</div>\n        <div class=\"cards\">\n          <div class=\"card\"><strong>API Rate Limiting</strong><br><small>Assignee: Alex | <span class=\"priority tag-high\">High</span></small></div>\n          <div class=\"card\"><strong>Database Migration</strong><br><small>Assignee: Sam | <span class=\"priority tag-medium\">Medium</span></small></div>\n          <div class=\"card\"><strong>OAuth 2.0 Integration</strong><br><small>Assignee: Alex | <span class=\"priority tag-critical\">Critical</span></small></div>\n          <div class=\"card\"><strong>Dark Mode Switch</strong><br><small>Assignee: Taylor | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>Redis Cache Layer</strong><br><small>Assignee: Jordan | <span class=\"priority tag-high\">High</span></small></div>\n          <div class=\"card\"><strong>Mobile Responsive Fix</strong><br><small>Assignee: Sam | <span class=\"priority tag-medium\">Medium</span></small></div>\n        </div>\n      </div>"
-    },
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "col-review"},
-      "content": "<div class=\"column\" style=\"border-top-color: #ff9800\">\n        <div class=\"col-header\">In Review (3)</div>\n        <div class=\"cards\">\n          <div class=\"card\"><strong>Payment Gateway API</strong><br><small>Assignee: Jordan | <span class=\"priority tag-critical\">Critical</span> <span class=\"priority\" style=\"background:#000; color:#fff;\">BLOCKED</span></small></div>\n          <div class=\"card\"><strong>Export CSV Feature</strong><br><small>Assignee: Casey | <span class=\"priority tag-low\">Low</span></small></div>\n          <div class=\"card\"><strong>Unit Test Coverage</strong><br><small>Assignee: Alex | <span class=\"priority tag-medium\">Medium</span></small></div>\n        </div>\n      </div>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/010-html-kanban/outputs/aap/turn-4.json b/evals/data/experiments/010-html-kanban/outputs/aap/turn-4.json
deleted file mode 100644
index 3c8202b..0000000
--- a/evals/data/experiments/010-html-kanban/outputs/aap/turn-4.json
+++ /dev/null
@@ -1,38 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "kanban-board-001",
-  "version": 3,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "col-backlog"
-      },
-      "content": "<div class=\\\"column\\\" style=\\\"border-top-color: #607d8b\\\">\\n        <div class=\\\"col-header\\\">Backlog (4)</div>\\n        <div class=\\\"cards\\\">\\n          <div class=\\\"card\\\"><strong>Refactor Auth</strong><br><small>Assignee: Jordan | <span class=\\\"priority tag-critical pulsing\\\">Critical</span></small></div>\\n          <div class=\\\"card\\\"><strong>Update Docs</strong><br><small>Assignee: Casey | <span class=\\\"priority tag-low\\\">Low</span></small></div>\\n          <div class=\\\"card\\\"><strong>S3 Bucket Config</strong><br><small>Assignee: Alex | <span class=\\\"priority tag-medium\\\">Medium</span></small></div>\\n          <div class=\\\"card\\\"><strong>User Profile UI</strong><br><small>Assignee: Taylor | <span class=\\\"priority tag-medium\\\">Medium</span></small></div>\\n        </div>\\n      </div>"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "col-progress"
-      },
-      "content": "<div class=\\\"column\\\" style=\\\"border-top-color: #2196f3\\\">\\n        <div class=\\\"col-header\\\">In Progress (6)</div>\\n        <div class=\\\"cards\\\">\\n          <div class=\\\"card\\\"><strong>API Rate Limiting</strong><br><small>Assignee: Alex | <span class=\\\"priority tag-high\\\">High</span></small></div>\\n          <div class=\\\"card\\\"><strong>Database Migration</strong><br><small>Assignee: Sam | <span class=\\\"priority tag-medium\\\">Medium</span></small></div>\\n          <div class=\\\"card\\\"><strong>OAuth 2.0 Integration</strong><br><small>Assignee: Alex | <span class=\\\"priority tag-critical pulsing\\\">Critical</span></small></div>\\n          <div class=\\\"card\\\"><strong>Dark Mode Switch</strong><br><small>Assignee: Taylor | <span class=\\\"priority tag-low\\\">Low</span></small></div>\\n          <div class=\\\"card\\\"><strong>Redis Cache Layer</strong><br><small>Assignee: Jordan | <span class=\\\"priority tag-high\\\">High</span></small></div>\\n          <div class=\\\"card\\\"><strong>Mobile Responsive Fix</strong><br><small>Assignee: Sam | <span class=\\\"priority tag-medium\\\">Medium</span></small></div>\\n        </div>\\n      </div>"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "col-review"
-      },
-      "content": "<div class=\\\"column\\\" style=\\\"border-top-color: #ff9800\\\">\\n        <div class=\\\"col-header\\\">In Review (3)</div>\\n        <div class=\\\"cards\\\">\\n          <div class=\\\"card\\\"><strong>Payment Gateway API</strong><br><small>Assignee: Jordan | <span class=\\\"priority tag-critical pulsing\\\">Critical</span> <span class=\\\"priority\\\" style=\\\"background:#000; color:#fff;\\\">BLOCKED</span></small></div>\\n          <div class=\\\"card\\\"><strong>Export CSV Feature</strong><br><small>Assignee: Casey | <span class=\\\"priority tag-low\\\">Low</span></small></div>\\n          <div class=\\\"card\\\"><strong>Unit Test Coverage</strong><br><small>Assignee: Alex | <span class=\\\"priority tag-medium\\\">Medium</span></small></div>\\n        </div>\\n      </div>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/010-html-kanban/outputs/base/turn-0.html b/evals/data/experiments/010-html-kanban/outputs/base/turn-0.html
deleted file mode 100644
index 8a01005..0000000
--- a/evals/data/experiments/010-html-kanban/outputs/base/turn-0.html
+++ /dev/null
@@ -1,95 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-<meta charset="UTF-8">
-<title>Sprint 24 Kanban Board</title>
-<style>
-    body { font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; background: #f4f7f6; margin: 0; padding: 20px; }
-    .header { display: flex; align-items: center; justify-content: space-between; margin-bottom: 20px; background: #fff; padding: 15px 25px; border-radius: 8px; box-shadow: 0 2px 4px rgba(0,0,0,0.1); }
-    .avatars { display: flex; gap: -5px; }
-    .avatar { width: 32px; height: 32px; border-radius: 50%; background: #ddd; border: 2px solid #fff; margin-left: -10px; }
-    .board { display: flex; gap: 20px; overflow-x: auto; align-items: flex-start; height: calc(100vh - 120px); }
-    .column { background: #ebedef; width: 300px; min-width: 300px; border-radius: 8px; display: flex; flex-direction: column; max-height: 100%; }
-    .col-header { padding: 15px; font-weight: bold; text-transform: uppercase; font-size: 0.9em; display: flex; justify-content: space-between; }
-    .col-backlog { border-top: 5px solid #95a5a6; }
-    .col-progress { border-top: 5px solid #3498db; }
-    .col-review { border-top: 5px solid #f1c40f; }
-    .col-done { border-top: 5px solid #27ae60; }
-    .cards-container { padding: 10px; overflow-y: auto; flex-grow: 1; }
-    .card { background: white; padding: 15px; margin-bottom: 12px; border-radius: 6px; box-shadow: 0 1px 3px rgba(0,0,0,0.12); cursor: grab; }
-    .card:active { cursor: grabbing; }
-    .priority { font-size: 0.7em; padding: 2px 6px; border-radius: 4px; font-weight: bold; }
-    .p-critical { background: #ff7675; color: white; }
-    .p-high { background: #fab1a0; }
-    .p-medium { background: #ffeaa7; }
-    .p-low { background: #55efc4; }
-    .card-title { font-size: 0.95em; font-weight: 600; margin: 8px 0; }
-    .card-meta { display: flex; justify-content: space-between; font-size: 0.8em; color: #636e72; }
-    .label { font-size: 0.75em; color: #0984e3; margin-top: 8px; display: block; }
-</style>
-</head>
-<body>
-
-<div class="header">
-    <h1>Sprint 24</h1>
-    <div class="avatars">
-        <div class="avatar" style="background: #e17055"></div>
-        <div class="avatar" style="background: #00b894"></div>
-        <div class="avatar" style="background: #0984e3"></div>
-    </div>
-    <div>
-        <button>Filter: All</button>
-        <button>Filter: My Tasks</button>
-    </div>
-</div>
-
-<div class="board">
-    <!-- Backlog -->
-    <div class="column col-backlog">
-        <div class="col-header">Backlog <span>6</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-critical">CRITICAL</span><div class="card-title">Setup CI/CD Pipeline</div><div class="card-meta"><span>Due: Oct 24</span> <span>JD</span></div></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">Refactor Auth Service</div><div class="card-meta"><span>Due: Oct 25</span> <span>MK</span></div></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Update API Documentation</div><div class="card-meta"><span>Due: Oct 26</span> <span>SL</span></div></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Add Dark Mode Toggle</div><div class="card-meta"><span>Due: Oct 27</span> <span>JD</span></div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Fix Footer Alignment</div><div class="card-meta"><span>Due: Oct 28</span> <span>MK</span></div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Update Favicon</div><div class="card-meta"><span>Due: Oct 29</span> <span>SL</span></div></div>
-        </div>
-    </div>
-
-    <!-- In Progress -->
-    <div class="column col-progress">
-        <div class="col-header">In Progress <span>4</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-critical">CRITICAL</span><div class="card-title">Database Migration Plan</div><span class="label">#Backend</span></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">Implement User Dashboard</div><span class="label">#Frontend</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Optimize Image Loading</div><span class="label">#Performance</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Write Unit Tests</div><span class="label">#QA</span></div>
-        </div>
-    </div>
-
-    <!-- In Review -->
-    <div class="column col-review">
-        <div class="col-header">In Review <span>3</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">Payment Gateway Integration</div><span class="label">#Fintech</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Navbar Accessibility Audit</div><span class="label">#UX</span></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Rename Utility Functions</div><span class="label">#Refactor</span></div>
-        </div>
-    </div>
-
-    <!-- Done -->
-    <div class="column col-done">
-        <div class="col-header">Done <span>5</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Project Kickoff Meeting</div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Configure Linting Rules</div></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">Environment Variables Setup</div></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Gitignore Cleanup</div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Add Slack Integration</div></div>
-        </div>
-    </div>
-</div>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/010-html-kanban/outputs/base/turn-1.html b/evals/data/experiments/010-html-kanban/outputs/base/turn-1.html
deleted file mode 100644
index 0369319..0000000
--- a/evals/data/experiments/010-html-kanban/outputs/base/turn-1.html
+++ /dev/null
@@ -1,94 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-<meta charset="UTF-8">
-<title>Sprint 27 — Q2 Launch Kanban Board</title>
-<style>
-    body { font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; background: #f4f7f6; margin: 0; padding: 20px; }
-    .header { display: flex; align-items: center; justify-content: space-between; margin-bottom: 20px; background: #fff; padding: 15px 25px; border-radius: 8px; box-shadow: 0 2px 4px rgba(0,0,0,0.1); }
-    .avatars { display: flex; margin-left: 20px; }
-    .avatar { width: 32px; height: 32px; border-radius: 50%; background: #ddd; border: 2px solid #fff; margin-left: -10px; }
-    .board { display: flex; gap: 20px; overflow-x: auto; align-items: flex-start; height: calc(100vh - 120px); }
-    .column { background: #ebedef; width: 300px; min-width: 300px; border-radius: 8px; display: flex; flex-direction: column; max-height: 100%; }
-    .col-header { padding: 15px; font-weight: bold; text-transform: uppercase; font-size: 0.9em; display: flex; justify-content: space-between; }
-    .col-backlog { border-top: 5px solid #95a5a6; }
-    .col-progress { border-top: 5px solid #3498db; }
-    .col-review { border-top: 5px solid #f1c40f; }
-    .col-done { border-top: 5px solid #27ae60; }
-    .cards-container { padding: 10px; overflow-y: auto; flex-grow: 1; }
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-<body>
-
-<div class="header">
-    <h1>Sprint 27 — Q2 Launch</h1>
-    <div class="avatars">
-        <div class="avatar" style="background: #e17055"></div>
-        <div class="avatar" style="background: #00b894"></div>
-        <div class="avatar" style="background: #0984e3"></div>
-        <div class="avatar" style="background: #6c5ce7"></div>
-        <div class="avatar" style="background: #fdcb6e"></div>
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-    </div>
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-        <button>All</button>
-        <button>My Tasks</button>
-    </div>
-</div>
-
-<div class="board">
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-        <div class="col-header">Backlog <span>6</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-critical">CRITICAL</span><div class="card-title">Microservice Auth Upgrade</div><div class="card-meta"><span>Due: May 02</span> <span>AS</span></div></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">API Rate Limiting</div><div class="card-meta"><span>Due: May 04</span> <span>BK</span></div></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Update UI Styleguide</div><div class="card-meta"><span>Due: May 05</span> <span>CM</span></div></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Log Monitoring Setup</div><div class="card-meta"><span>Due: May 06</span> <span>DK</span></div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Clean up Deprecated Props</div><div class="card-meta"><span>Due: May 07</span> <span>EL</span></div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Refresh Test Snapshots</div><div class="card-meta"><span>Due: May 08</span> <span>FG</span></div></div>
-        </div>
-    </div>
-
-    <div class="column col-progress">
-        <div class="col-header">In Progress <span>4</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-critical">CRITICAL</span><div class="card-title">Payment Processor V3</div><span class="label">#Backend</span></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">Dashboard Widgets</div><span class="label">#Frontend</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">DB Index Optimization</div><span class="label">#Database</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Form Validation Logic</div><span class="label">#Frontend</span></div>
-        </div>
-    </div>
-
-    <div class="column col-review">
-        <div class="col-header">In Review <span>3</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">OAuth2 Callback Refactor</div><span class="label">#Security</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Search Bar Autocomplete</div><span class="label">#UX</span></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Documentation Typos</div><span class="label">#Docs</span></div>
-        </div>
-    </div>
-
-    <div class="column col-done">
-        <div class="col-header">Done <span>5</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Sprint Planning</div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Environment Lockdown</div></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">Base Layout Structure</div></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Dependencies Audit</div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Team Onboarding Docs</div></div>
-        </div>
-    </div>
-</div>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/010-html-kanban/outputs/base/turn-2.html b/evals/data/experiments/010-html-kanban/outputs/base/turn-2.html
deleted file mode 100644
index e985d0b..0000000
--- a/evals/data/experiments/010-html-kanban/outputs/base/turn-2.html
+++ /dev/null
@@ -1,95 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-<meta charset="UTF-8">
-<title>Sprint 27 — Q2 Launch Kanban Board</title>
-<style>
-    body { font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; background: #f4f7f6; margin: 0; padding: 20px; }
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-    .avatar { width: 32px; height: 32px; border-radius: 50%; background: #ddd; border: 2px solid #fff; margin-left: -10px; }
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-    .label-blocked { color: #d63031; font-weight: bold; }
-</style>
-</head>
-<body>
-
-<div class="header">
-    <h1>Sprint 27 — Q2 Launch</h1>
-    <div class="avatars">
-        <div class="avatar" style="background: #e17055"></div>
-        <div class="avatar" style="background: #00b894"></div>
-        <div class="avatar" style="background: #0984e3"></div>
-        <div class="avatar" style="background: #6c5ce7"></div>
-        <div class="avatar" style="background: #fdcb6e"></div>
-        <div class="avatar" style="background: #a29bfe"></div>
-    </div>
-    <div>
-        <button>All</button>
-        <button>My Tasks</button>
-    </div>
-</div>
-
-<div class="board">
-    <div class="column col-backlog">
-        <div class="col-header">Backlog <span>4</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Update UI Styleguide</div><div class="card-meta"><span>Due: May 05</span> <span>CM</span></div></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Log Monitoring Setup</div><div class="card-meta"><span>Due: May 06</span> <span>DK</span></div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Clean up Deprecated Props</div><div class="card-meta"><span>Due: May 07</span> <span>EL</span></div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Refresh Test Snapshots</div><div class="card-meta"><span>Due: May 08</span> <span>FG</span></div></div>
-        </div>
-    </div>
-
-    <div class="column col-progress">
-        <div class="col-header">In Progress <span>6</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-critical">CRITICAL</span><div class="card-title">Microservice Auth Upgrade</div><div class="card-meta"><span>Due: May 02</span> <span>AS</span></div></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">API Rate Limiting</div><div class="card-meta"><span>Due: May 04</span> <span>BK</span></div></div>
-            <div class="card"><span class="priority p-critical">CRITICAL</span><div class="card-title">Payment Processor V3</div><span class="label">#Backend</span></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">Dashboard Widgets</div><span class="label">#Frontend</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">DB Index Optimization</div><span class="label">#Database</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Form Validation Logic</div><span class="label">#Frontend</span></div>
-        </div>
-    </div>
-
-    <div class="column col-review">
-        <div class="col-header">In Review <span>3</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">OAuth2 Callback Refactor</div><span class="label label-blocked">#Blocked</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Search Bar Autocomplete</div><span class="label">#UX</span></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Documentation Typos</div><span class="label">#Docs</span></div>
-        </div>
-    </div>
-
-    <div class="column col-done">
-        <div class="col-header">Done <span>5</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Sprint Planning</div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Environment Lockdown</div></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">Base Layout Structure</div></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Dependencies Audit</div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Team Onboarding Docs</div></div>
-        </div>
-    </div>
-</div>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/010-html-kanban/outputs/base/turn-3.html b/evals/data/experiments/010-html-kanban/outputs/base/turn-3.html
deleted file mode 100644
index b0bbd6b..0000000
--- a/evals/data/experiments/010-html-kanban/outputs/base/turn-3.html
+++ /dev/null
@@ -1,104 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-<meta charset="UTF-8">
-<title>Sprint 27 — Q2 Launch Kanban Board</title>
-<style>
-    body { font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; background: #f4f7f6; margin: 0; padding: 20px; }
-    .header { display: flex; align-items: center; justify-content: space-between; margin-bottom: 20px; background: #fff; padding: 15px 25px; border-radius: 8px; box-shadow: 0 2px 4px rgba(0,0,0,0.1); }
-    .avatars { display: flex; margin-left: 20px; }
-    .avatar { width: 32px; height: 32px; border-radius: 50%; background: #ddd; border: 2px solid #fff; margin-left: -10px; }
-    .board { display: flex; gap: 20px; overflow-x: auto; align-items: flex-start; height: calc(100vh - 120px); }
-    .column { background: #ebedef; width: 300px; min-width: 300px; border-radius: 8px; display: flex; flex-direction: column; max-height: 100%; }
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-    .label-blocked { color: #d63031; font-weight: bold; }
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-</head>
-<body>
-
-<div class="header">
-    <h1>Sprint 27 — Q2 Launch</h1>
-    <div class="avatars">
-        <div class="avatar" style="background: #e17055"></div>
-        <div class="avatar" style="background: #00b894"></div>
-        <div class="avatar" style="background: #0984e3"></div>
-        <div class="avatar" style="background: #6c5ce7"></div>
-        <div class="avatar" style="background: #fdcb6e"></div>
-        <div class="avatar" style="background: #a29bfe"></div>
-    </div>
-    <div>
-        <button>All</button>
-        <button>My Tasks</button>
-    </div>
-</div>
-
-<div class="board">
-    <div class="column col-backlog">
-        <div class="col-header">Backlog <span>4</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Update UI Styleguide</div><div class="card-meta"><span>Due: May 05</span> <span>CM</span></div></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Log Monitoring Setup</div><div class="card-meta"><span>Due: May 06</span> <span>DK</span></div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Clean up Deprecated Props</div><div class="card-meta"><span>Due: May 07</span> <span>EL</span></div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Refresh Test Snapshots</div><div class="card-meta"><span>Due: May 08</span> <span>FG</span></div></div>
-        </div>
-    </div>
-
-    <div class="column col-progress">
-        <div class="col-header">In Progress <span>6</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-critical">CRITICAL</span><div class="card-title">Microservice Auth Upgrade</div><div class="card-meta"><span>Due: May 02</span> <span>AS</span></div></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">API Rate Limiting</div><div class="card-meta"><span>Due: May 04</span> <span>BK</span></div></div>
-            <div class="card"><span class="priority p-critical">CRITICAL</span><div class="card-title">Payment Processor V3</div><span class="label">#Backend</span></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">Dashboard Widgets</div><span class="label">#Frontend</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">DB Index Optimization</div><span class="label">#Database</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Form Validation Logic</div><span class="label">#Frontend</span></div>
-        </div>
-    </div>
-
-    <div class="column col-review">
-        <div class="col-header">In Review <span>3</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">OAuth2 Callback Refactor</div><span class="label label-blocked">#Blocked</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Search Bar Autocomplete</div><span class="label">#UX</span></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Documentation Typos</div><span class="label">#Docs</span></div>
-        </div>
-    </div>
-
-    <div class="column col-done">
-        <div class="col-header">Done <span>5</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Sprint Planning</div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Environment Lockdown</div></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">Base Layout Structure</div></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Dependencies Audit</div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Team Onboarding Docs</div></div>
-        </div>
-    </div>
-
-    <div class="column col-cancelled">
-        <div class="col-header">Cancelled <span>2</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Legacy Plugin Support</div></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Old API V1 Deprecation</div></div>
-        </div>
-    </div>
-</div>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/010-html-kanban/outputs/base/turn-4.html b/evals/data/experiments/010-html-kanban/outputs/base/turn-4.html
deleted file mode 100644
index edc5eb4..0000000
--- a/evals/data/experiments/010-html-kanban/outputs/base/turn-4.html
+++ /dev/null
@@ -1,111 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-<meta charset="UTF-8">
-<title>Sprint 27 — Q2 Launch Kanban Board</title>
-<style>
-    body { font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; background: #f4f7f6; margin: 0; padding: 20px; }
-    .header { display: flex; align-items: center; justify-content: space-between; margin-bottom: 20px; background: #fff; padding: 15px 25px; border-radius: 8px; box-shadow: 0 2px 4px rgba(0,0,0,0.1); }
-    .avatars { display: flex; margin-left: 20px; }
-    .avatar { width: 32px; height: 32px; border-radius: 50%; background: #ddd; border: 2px solid #fff; margin-left: -10px; }
-    .board { display: flex; gap: 20px; overflow-x: auto; align-items: flex-start; height: calc(100vh - 120px); }
-    .column { background: #ebedef; width: 300px; min-width: 300px; border-radius: 8px; display: flex; flex-direction: column; max-height: 100%; }
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-    .priority { font-size: 0.7em; padding: 2px 6px; border-radius: 4px; font-weight: bold; display: inline-block; margin-bottom: 5px; }
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-    @keyframes pulse-red {
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-        70% { transform: scale(1.05); box-shadow: 0 0 0 5px rgba(231, 76, 60, 0); }
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-    .p-high { background: #fab1a0; }
-    .p-medium { background: #ffeaa7; }
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-    .card-title { font-size: 0.95em; font-weight: 600; margin: 5px 0; }
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-    .label { font-size: 0.75em; color: #0984e3; margin-top: 8px; display: block; }
-    .label-blocked { color: #d63031; font-weight: bold; }
-</style>
-</head>
-<body>
-
-<div class="header">
-    <h1>Sprint 27 — Q2 Launch</h1>
-    <div class="avatars">
-        <div class="avatar" style="background: #e17055"></div>
-        <div class="avatar" style="background: #00b894"></div>
-        <div class="avatar" style="background: #0984e3"></div>
-        <div class="avatar" style="background: #6c5ce7"></div>
-        <div class="avatar" style="background: #fdcb6e"></div>
-        <div class="avatar" style="background: #a29bfe"></div>
-    </div>
-    <div>
-        <button>All</button>
-        <button>My Tasks</button>
-    </div>
-</div>
-
-<div class="board">
-    <div class="column col-backlog">
-        <div class="col-header">Backlog <span>4</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Update UI Styleguide</div><div class="card-meta"><span>Due: May 05</span> <span>CM</span></div></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Log Monitoring Setup</div><div class="card-meta"><span>Due: May 06</span> <span>DK</span></div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Clean up Deprecated Props</div><div class="card-meta"><span>Due: May 07</span> <span>EL</span></div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Refresh Test Snapshots</div><div class="card-meta"><span>Due: May 08</span> <span>FG</span></div></div>
-        </div>
-    </div>
-
-    <div class="column col-progress">
-        <div class="col-header">In Progress <span>6</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-critical">CRITICAL</span><div class="card-title">Microservice Auth Upgrade</div><div class="card-meta"><span>Due: May 02</span> <span>AS</span></div></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">API Rate Limiting</div><div class="card-meta"><span>Due: May 04</span> <span>BK</span></div></div>
-            <div class="card"><span class="priority p-critical">CRITICAL</span><div class="card-title">Payment Processor V3</div><span class="label">#Backend</span></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">Dashboard Widgets</div><span class="label">#Frontend</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">DB Index Optimization</div><span class="label">#Database</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Form Validation Logic</div><span class="label">#Frontend</span></div>
-        </div>
-    </div>
-
-    <div class="column col-review">
-        <div class="col-header">In Review <span>3</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">OAuth2 Callback Refactor</div><span class="label label-blocked">#Blocked</span></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Search Bar Autocomplete</div><span class="label">#UX</span></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Documentation Typos</div><span class="label">#Docs</span></div>
-        </div>
-    </div>
-
-    <div class="column col-done">
-        <div class="col-header">Done <span>5</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Sprint Planning</div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Environment Lockdown</div></div>
-            <div class="card"><span class="priority p-high">HIGH</span><div class="card-title">Base Layout Structure</div></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Dependencies Audit</div></div>
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Team Onboarding Docs</div></div>
-        </div>
-    </div>
-
-    <div class="column col-cancelled">
-        <div class="col-header">Cancelled <span>2</span></div>
-        <div class="cards-container">
-            <div class="card"><span class="priority p-low">LOW</span><div class="card-title">Legacy Plugin Support</div></div>
-            <div class="card"><span class="priority p-medium">MEDIUM</span><div class="card-title">Old API V1 Deprecation</div></div>
-        </div>
-    </div>
-</div>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/evals/data/experiments/011-python-fastapi-users/eval.json b/evals/data/experiments/011-python-fastapi-users/eval.json
deleted file mode 100644
index 240d242..0000000
--- a/evals/data/experiments/011-python-fastapi-users/eval.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.1921,
-      "token_f1": 0.7492,
-      "base_char_count": 3974,
-      "aap_char_count": 2856,
-      "char_delta_pct": -28.1,
-      "lines_added": 39,
-      "lines_removed": 60,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.0122,
-      "token_f1": 0.0925,
-      "base_char_count": 277,
-      "aap_char_count": 2500,
-      "char_delta_pct": 802.5,
-      "lines_added": 75,
-      "lines_removed": 11,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.3473,
-      "token_f1": 0.428,
-      "base_char_count": 689,
-      "aap_char_count": 1897,
-      "char_delta_pct": 175.3,
-      "lines_added": 48,
-      "lines_removed": 12,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 3,
-      "sequence_similarity": 0.4904,
-      "token_f1": 0.4,
-      "base_char_count": 344,
-      "aap_char_count": 590,
-      "char_delta_pct": 71.5,
-      "lines_added": 23,
-      "lines_removed": 9,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.2605,
-  "mean_token_f1": 0.4174,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/011-python-fastapi-users/metrics.json b/evals/data/experiments/011-python-fastapi-users/metrics.json
deleted file mode 100644
index 1f48e21..0000000
--- a/evals/data/experiments/011-python-fastapi-users/metrics.json
+++ /dev/null
@@ -1,228 +0,0 @@
-{
-  "experiment_id": "011-python-fastapi-users",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:53:54.826528+00:00",
-  "format": "text/x-python",
-  "base_turn0": {
-    "input_tokens": 149,
-    "output_tokens": 1227,
-    "latency_ms": 5066,
-    "artifact_bytes": 3929
-  },
-  "aap_turn0": {
-    "input_tokens": 488,
-    "output_tokens": 976,
-    "latency_ms": 3969,
-    "artifact_bytes": 3111
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a 'role' field to UserCreate schema with allowed values 'admin', 'editor', '",
-        "input_tokens": 1405,
-        "output_tokens": 1273,
-        "latency_ms": 5077,
-        "output_bytes": 4069,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the list_users CRUD function to support filtering by role and is_active ",
-        "input_tokens": 2697,
-        "output_tokens": 240,
-        "latency_ms": 1447,
-        "output_bytes": 696,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new PATCH /users/{id}/deactivate endpoint that sets is_active to False and",
-        "input_tokens": 2963,
-        "output_tokens": 125,
-        "latency_ms": 2747,
-        "output_bytes": 365,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 7065,
-    "total_output_tokens": 1638,
-    "total_latency_ms": 9271
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a 'role' field to UserCreate schema with allowed values 'admin', 'editor', '",
-        "input_tokens": 2113,
-        "output_tokens": 689,
-        "latency_ms": 3581,
-        "output_bytes": 1822,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the list_users CRUD function to support filtering by role and is_active ",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 2337,
-        "output_bytes": 1822,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new PATCH /users/{id}/deactivate endpoint that sets is_active to False and",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 1343,
-        "output_bytes": 1822,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 2113,
-    "total_output_tokens": 689,
-    "total_latency_ms": 7261,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.3333333333333333
-  },
-  "comparison": {
-    "output_token_savings_pct": 57.9,
-    "input_token_savings_pct": 70.1,
-    "latency_savings_pct": 21.7
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 149,
-        "base_output": 1227,
-        "base_latency_ms": 5066,
-        "aap_input": 488,
-        "aap_output": 976,
-        "aap_latency_ms": 3969
-      },
-      {
-        "turn": 1,
-        "base_input": 1405,
-        "base_output": 1273,
-        "base_latency_ms": 5077,
-        "aap_input": 2113,
-        "aap_output": 689,
-        "aap_latency_ms": 3581,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 2697,
-        "base_output": 240,
-        "base_latency_ms": 1447,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 2337,
-        "envelope_name": "edit",
-        "apply_ok": false
-      },
-      {
-        "turn": 3,
-        "base_input": 2963,
-        "base_output": 125,
-        "base_latency_ms": 2747,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 1343,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 7214,
-      "base_output": 2865,
-      "base_combined": 10079,
-      "aap_input": 2601,
-      "aap_output": 1665,
-      "aap_combined": 4266,
-      "base_latency_ms": 14337,
-      "aap_latency_ms": 11230,
-      "output_savings_pct": 41.9,
-      "input_delta_pct": -63.9,
-      "combined_savings_pct": 57.7,
-      "latency_savings_pct": 21.7
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.1176,
-        "token_f1": 0.7611,
-        "base_char_count": 3929,
-        "aap_char_count": 2922,
-        "char_delta_pct": -25.6,
-        "lines_added": 38,
-        "lines_removed": 58,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.0513,
-        "token_f1": 0.2629,
-        "base_char_count": 4069,
-        "aap_char_count": 1822,
-        "char_delta_pct": -55.2,
-        "lines_added": 19,
-        "lines_removed": 127,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0842,
-        "token_f1": 0.2458,
-        "base_char_count": 696,
-        "aap_char_count": 1822,
-        "char_delta_pct": 161.8,
-        "lines_added": 19,
-        "lines_removed": 20,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.1015,
-        "token_f1": 0.1277,
-        "base_char_count": 365,
-        "aap_char_count": 1822,
-        "char_delta_pct": 399.2,
-        "lines_added": 19,
-        "lines_removed": 10,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.0887,
-    "mean_token_f1": 0.3494,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-0.py b/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-0.py
deleted file mode 100644
index d07405b..0000000
--- a/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-0.py
+++ /dev/null
@@ -1,102 +0,0 @@
-<aap:target id="user-module">
-from typing import List, Optional
-from datetime import datetime
-from fastapi import APIRouter, Depends, HTTPException, status
-from sqlalchemy.orm import Session
-from sqlalchemy import Column, Integer, String, Boolean, DateTime, select
-from pydantic import BaseModel, EmailStr
-from sqlalchemy.ext.declarative import declarative_base
-
-Base = declarative_base()
-
-<aap:target id="models">
-class User(Base):
-    __tablename__ = "users"
-    id = Column(Integer, primary_key=True, index=True)
-    email = Column(String, unique=True, index=True, nullable=False)
-    name = Column(String, nullable=False)
-    hashed_password = Column(String, nullable=False)
-    role = Column(String, default="user")
-    is_active = Column(Boolean, default=True)
-    created_at = Column(DateTime, default=datetime.utcnow)
-</aap:target>
-
-<aap:target id="schemas">
-class UserBase(BaseModel):
-    email: EmailStr
-    name: str
-
-class UserCreate(UserBase):
-    password: str
-
-class UserUpdate(BaseModel):
-    name: Optional[str] = None
-    is_active: Optional[bool] = None
-
-class UserResponse(UserBase):
-    id: int
-    role: str
-    is_active: bool
-    created_at: datetime
-
-    class Config:
-        from_attributes = True
-</aap:target>
-
-<aap:target id="crud">
-def get_user(db: Session, user_id: int):
-    user = db.query(User).filter(User.id == user_id).first()
-    if not user:
-        raise HTTPException(status_code=404, detail="User not found")
-    return user
-
-def create_user(db: Session, user: UserCreate):
-    db_user = User(email=user.email, name=user.name, hashed_password=user.password + "_hashed")
-    db.add(db_user)
-    db.commit()
-    db.refresh(db_user)
-    return db_user
-
-def list_users(db: Session, skip: int = 0, limit: int = 100):
-    return db.query(User).offset(skip).limit(limit).all()
-
-def update_user(db: Session, user_id: int, user_update: UserUpdate):
-    db_user = get_user(db, user_id)
-    update_data = user_update.model_dump(exclude_unset=True)
-    for key, value in update_data.items():
-        setattr(db_user, key, value)
-    db.commit()
-    db.refresh(db_user)
-    return db_user
-
-def delete_user(db: Session, user_id: int):
-    db_user = get_user(db, user_id)
-    db.delete(db_user)
-    db.commit()
-    return {"message": "User deleted"}
-</aap:target>
-
-<aap:target id="router">
-router = APIRouter(prefix="/users", tags=["users"])
-
-@router.post("/", response_model=UserResponse)
-def add_user(user: UserCreate, db: Session = Depends()):
-    return create_user(db, user)
-
-@router.get("/", response_model=List[UserResponse])
-def read_users(skip: int = 0, limit: int = 100, db: Session = Depends()):
-    return list_users(db, skip, limit)
-
-@router.get("/{id}", response_model=UserResponse)
-def read_user(id: int, db: Session = Depends()):
-    return get_user(db, id)
-
-@router.put("/{id}", response_model=UserResponse)
-def update_user_endpoint(id: int, user: UserUpdate, db: Session = Depends()):
-    return update_user(db, id, user)
-
-@router.delete("/{id}")
-def delete_user_endpoint(id: int, db: Session = Depends()):
-    return delete_user(db, id)
-</aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-1.json b/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-1.json
deleted file mode 100644
index df3404b..0000000
--- a/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user-module-edit-role-schema",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"user-module\",\n  \"version\": 2,\n  \"name\": \"edit\",\n  \"meta\": {\"format\": \"text/html\"},\n  \"content\": [\n    {\n      \"op\": \"replace\",\n      \"target\": {\"type\": \"id\", \"value\": \"schemas\"},\n      \"content\": \"class UserBase(BaseModel):\\n    email: EmailStr\\n    name: str\\n\\nclass UserCreate(UserBase):\\n    password: str\\n    role: str = \\\"viewer\\\"\\n\\nclass UserUpdate(BaseModel):\\n    name: Optional[str] = None\\n    is_active: Optional[bool] = None\\n\\nclass UserResponse(UserBase):\\n    id: int\\n    role: str\\n    is_active: bool\\n    created_at: datetime\\n\\n    class Config:\\n        from_attributes = True\"\n    },\n    {\n      \"op\": \"replace\",\n      \"target\": {\"type\": \"id\", \"value\": \"crud\"},\n      \"content\": \"def get_user(db: Session, user_id: int):\\n    user = db.query(User).filter(User.id == user_id).first()\\n    if not user:\\n        raise HTTPException(status_code=404, detail=\\\"User not found\\\")\\n    return user\\n\\ndef create_user(db: Session, user: UserCreate):\\n    db_user = User(email=user.email, name=user.name, hashed_password=user.password + \\\"_hashed\\\", role=user.role)\\n    db.add(db_user)\\n    db.commit()\\n    db.refresh(db_user)\\n    return db_user\\n\\ndef list_users(db: Session, skip: int = 0, limit: int = 100):\\n    return db.query(User).offset(skip).limit(limit).all()\\n\\ndef update_user(db: Session, user_id: int, user_update: UserUpdate):\\n    db_user = get_user(db, user_id)\\n    update_data = user_update.model_dump(exclude_unset=True)\\n    for key, value in update_data.items():\\n        setattr(db_user, key, value)\\n    db.commit()\\n    db.refresh(db_user)\\n    return db_user\\n\\ndef delete_user(db: Session, user_id: int):\\n    db_user = get_user(db, user_id)\\n    db.delete(db_user)\\n    db.commit()\\n    return {\\\"message\\\": \\\"User deleted\\\"}\"\n    }\n  ]\n}\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-1.py b/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-1.py
deleted file mode 100644
index 775355e..0000000
--- a/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-1.py
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user-module",
-  "version": 2,
-  "name": "edit",
-  "meta": {"format": "text/html"},
-  "content": [
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "schemas"},
-      "content": "class UserBase(BaseModel):\n    email: EmailStr\n    name: str\n\nclass UserCreate(UserBase):\n    password: str\n    role: str = \"viewer\"\n\nclass UserUpdate(BaseModel):\n    name: Optional[str] = None\n    is_active: Optional[bool] = None\n\nclass UserResponse(UserBase):\n    id: int\n    role: str\n    is_active: bool\n    created_at: datetime\n\n    class Config:\n        from_attributes = True"
-    },
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "crud"},
-      "content": "def get_user(db: Session, user_id: int):\n    user = db.query(User).filter(User.id == user_id).first()\n    if not user:\n        raise HTTPException(status_code=404, detail=\"User not found\")\n    return user\n\ndef create_user(db: Session, user: UserCreate):\n    db_user = User(email=user.email, name=user.name, hashed_password=user.password + \"_hashed\", role=user.role)\n    db.add(db_user)\n    db.commit()\n    db.refresh(db_user)\n    return db_user\n\ndef list_users(db: Session, skip: int = 0, limit: int = 100):\n    return db.query(User).offset(skip).limit(limit).all()\n\ndef update_user(db: Session, user_id: int, user_update: UserUpdate):\n    db_user = get_user(db, user_id)\n    update_data = user_update.model_dump(exclude_unset=True)\n    for key, value in update_data.items():\n        setattr(db_user, key, value)\n    db.commit()\n    db.refresh(db_user)\n    return db_user\n\ndef delete_user(db: Session, user_id: int):\n    db_user = get_user(db, user_id)\n    db.delete(db_user)\n    db.commit()\n    return {\"message\": \"User deleted\"}"
-    }
-  ]
-}
diff --git a/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-2.json b/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-2.json
deleted file mode 100644
index 1aafd5f..0000000
--- a/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user-module",
-  "version": 3,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "crud"
-      },
-      "content": "def get_user(db: Session, user_id: int):\n    user = db.query(User).filter(User.id == user_id).first()\n    if not user:\n        raise HTTPException(status_code=404, detail=\"User not found\")\n    return user\n\ndef create_user(db: Session, user: UserCreate):\n    db_user = User(email=user.email, name=user.name, hashed_password=user.password + \"_hashed\", role=user.role)\n    db.add(db_user)\n    db.commit()\n    db.refresh(db_user)\n    return db_user\n\ndef list_users(db: Session, role: Optional[str] = None, is_active: Optional[bool] = None, skip: int = 0, limit: int = 100):\n    query = db.query(User)\n    if role:\n        query = query.filter(User.role == role)\n    if is_active is not None:\n        query = query.filter(User.is_active == is_active)\n    return query.offset(skip).limit(limit).all()\n\ndef update_user(db: Session, user_id: int, user_update: UserUpdate):\n    db_user = get_user(db, user_id)\n    update_data = user_update.model_dump(exclude_unset=True)\n    for key, value in update_data.items():\n        setattr(db_user, key, value)\n    db.commit()\n    db.refresh(db_user)\n    return db_user\n\ndef delete_user(db: Session, user_id: int):\n    db_user = get_user(db, user_id)\n    db.delete(db_user)\n    db.commit()\n    return {\"message\": \"User deleted\"}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-2.py b/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-2.py
deleted file mode 100644
index 775355e..0000000
--- a/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-2.py
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user-module",
-  "version": 2,
-  "name": "edit",
-  "meta": {"format": "text/html"},
-  "content": [
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "schemas"},
-      "content": "class UserBase(BaseModel):\n    email: EmailStr\n    name: str\n\nclass UserCreate(UserBase):\n    password: str\n    role: str = \"viewer\"\n\nclass UserUpdate(BaseModel):\n    name: Optional[str] = None\n    is_active: Optional[bool] = None\n\nclass UserResponse(UserBase):\n    id: int\n    role: str\n    is_active: bool\n    created_at: datetime\n\n    class Config:\n        from_attributes = True"
-    },
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "crud"},
-      "content": "def get_user(db: Session, user_id: int):\n    user = db.query(User).filter(User.id == user_id).first()\n    if not user:\n        raise HTTPException(status_code=404, detail=\"User not found\")\n    return user\n\ndef create_user(db: Session, user: UserCreate):\n    db_user = User(email=user.email, name=user.name, hashed_password=user.password + \"_hashed\", role=user.role)\n    db.add(db_user)\n    db.commit()\n    db.refresh(db_user)\n    return db_user\n\ndef list_users(db: Session, skip: int = 0, limit: int = 100):\n    return db.query(User).offset(skip).limit(limit).all()\n\ndef update_user(db: Session, user_id: int, user_update: UserUpdate):\n    db_user = get_user(db, user_id)\n    update_data = user_update.model_dump(exclude_unset=True)\n    for key, value in update_data.items():\n        setattr(db_user, key, value)\n    db.commit()\n    db.refresh(db_user)\n    return db_user\n\ndef delete_user(db: Session, user_id: int):\n    db_user = get_user(db, user_id)\n    db.delete(db_user)\n    db.commit()\n    return {\"message\": \"User deleted\"}"
-    }
-  ]
-}
diff --git a/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-3.json b/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-3.json
deleted file mode 100644
index c257f12..0000000
--- a/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user-module",
-  "version": 3,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "crud"
-      },
-      "content": "\ndef deactivate_user(db: Session, user_id: int):\n    db_user = get_user(db, user_id)\n    db_user.is_active = False\n    db.commit()\n    db.refresh(db_user)\n    return db_user\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-3.py b/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-3.py
deleted file mode 100644
index 775355e..0000000
--- a/evals/data/experiments/011-python-fastapi-users/outputs/aap/turn-3.py
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user-module",
-  "version": 2,
-  "name": "edit",
-  "meta": {"format": "text/html"},
-  "content": [
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "schemas"},
-      "content": "class UserBase(BaseModel):\n    email: EmailStr\n    name: str\n\nclass UserCreate(UserBase):\n    password: str\n    role: str = \"viewer\"\n\nclass UserUpdate(BaseModel):\n    name: Optional[str] = None\n    is_active: Optional[bool] = None\n\nclass UserResponse(UserBase):\n    id: int\n    role: str\n    is_active: bool\n    created_at: datetime\n\n    class Config:\n        from_attributes = True"
-    },
-    {
-      "op": "replace",
-      "target": {"type": "id", "value": "crud"},
-      "content": "def get_user(db: Session, user_id: int):\n    user = db.query(User).filter(User.id == user_id).first()\n    if not user:\n        raise HTTPException(status_code=404, detail=\"User not found\")\n    return user\n\ndef create_user(db: Session, user: UserCreate):\n    db_user = User(email=user.email, name=user.name, hashed_password=user.password + \"_hashed\", role=user.role)\n    db.add(db_user)\n    db.commit()\n    db.refresh(db_user)\n    return db_user\n\ndef list_users(db: Session, skip: int = 0, limit: int = 100):\n    return db.query(User).offset(skip).limit(limit).all()\n\ndef update_user(db: Session, user_id: int, user_update: UserUpdate):\n    db_user = get_user(db, user_id)\n    update_data = user_update.model_dump(exclude_unset=True)\n    for key, value in update_data.items():\n        setattr(db_user, key, value)\n    db.commit()\n    db.refresh(db_user)\n    return db_user\n\ndef delete_user(db: Session, user_id: int):\n    db_user = get_user(db, user_id)\n    db.delete(db_user)\n    db.commit()\n    return {\"message\": \"User deleted\"}"
-    }
-  ]
-}
diff --git a/evals/data/experiments/011-python-fastapi-users/outputs/base/turn-0.py b/evals/data/experiments/011-python-fastapi-users/outputs/base/turn-0.py
deleted file mode 100644
index a4767af..0000000
--- a/evals/data/experiments/011-python-fastapi-users/outputs/base/turn-0.py
+++ /dev/null
@@ -1,121 +0,0 @@
-from typing import List, Optional
-from datetime import datetime
-from fastapi import FastAPI, Depends, HTTPException, status, APIRouter
-from pydantic import BaseModel, EmailStr
-from sqlalchemy import Column, Integer, String, Boolean, DateTime, create_engine
-from sqlalchemy.ext.declarative import declarative_base
-from sqlalchemy.orm import sessionmaker, Session, declarative_base
-
-# Database Configuration
-SQLALCHEMY_DATABASE_URL = "sqlite:///./users.db"
-engine = create_engine(SQLALCHEMY_DATABASE_URL, connect_args={"check_same_thread": False})
-SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
-Base = declarative_base()
-
-# Models
-class User(Base):
-    __tablename__ = "users"
-    id = Column(Integer, primary_key=True, index=True)
-    email = Column(String, unique=True, index=True, nullable=False)
-    name = Column(String, nullable=False)
-    hashed_password = Column(String, nullable=False)
-    role = Column(String, default="user")
-    is_active = Column(Boolean, default=True)
-    created_at = Column(DateTime, default=datetime.utcnow)
-
-Base.metadata.create_all(bind=engine)
-
-# Schemas
-class UserBase(BaseModel):
-    email: EmailStr
-    name: str
-
-class UserCreate(UserBase):
-    password: str
-
-class UserUpdate(BaseModel):
-    name: Optional[str] = None
-    is_active: Optional[bool] = None
-
-class UserResponse(UserBase):
-    id: int
-    role: str
-    is_active: bool
-    created_at: datetime
-
-    class Config:
-        from_attributes = True
-
-# Dependency
-def get_db():
-    db = SessionLocal()
-    try:
-        yield db
-    finally:
-        db.close()
-
-# CRUD Functions
-def get_user_by_id(db: Session, user_id: int):
-    return db.query(User).filter(User.id == user_id).first()
-
-def create_user(db: Session, user: UserCreate):
-    db_user = User(email=user.email, name=user.name, hashed_password=user.password + "hashed")
-    db.add(db_user)
-    db.commit()
-    db.refresh(db_user)
-    return db_user
-
-def list_users(db: Session, skip: int = 0, limit: int = 100):
-    return db.query(User).offset(skip).limit(limit).all()
-
-def update_user(db: Session, user_id: int, user_data: UserUpdate):
-    db_user = get_user_by_id(db, user_id)
-    if not db_user: return None
-    for key, value in user_data.model_dump(exclude_unset=True).items():
-        setattr(db_user, key, value)
-    db.commit()
-    db.refresh(db_user)
-    return db_user
-
-def delete_user(db: Session, user_id: int):
-    db_user = get_user_by_id(db, user_id)
-    if db_user:
-        db.delete(db_user)
-        db.commit()
-    return db_user
-
-# Router
-router = APIRouter()
-
-@router.post("/users", response_model=UserResponse)
-def create_new_user(user: UserCreate, db: Session = Depends(get_db)):
-    if db.query(User).filter(User.email == user.email).first():
-        raise HTTPException(status_code=400, detail="Email already registered")
-    return create_user(db, user)
-
-@router.get("/users", response_model=List[UserResponse])
-def read_users(skip: int = 0, limit: int = 100, db: Session = Depends(get_db)):
-    return list_users(db, skip=skip, limit=limit)
-
-@router.get("/users/{user_id}", response_model=UserResponse)
-def read_user(user_id: int, db: Session = Depends(get_db)):
-    db_user = get_user_by_id(db, user_id)
-    if not db_user:
-        raise HTTPException(status_code=404, detail="User not found")
-    return db_user
-
-@router.put("/users/{user_id}", response_model=UserResponse)
-def update_existing_user(user_id: int, user: UserUpdate, db: Session = Depends(get_db)):
-    db_user = update_user(db, user_id, user)
-    if not db_user:
-        raise HTTPException(status_code=404, detail="User not found")
-    return db_user
-
-@router.delete("/users/{user_id}")
-def delete_existing_user(user_id: int, db: Session = Depends(get_db)):
-    if not delete_user(db, user_id):
-        raise HTTPException(status_code=404, detail="User not found")
-    return {"message": "User deleted"}
-
-app = FastAPI()
-app.include_router(router)
\ No newline at end of file
diff --git a/evals/data/experiments/011-python-fastapi-users/outputs/base/turn-1.py b/evals/data/experiments/011-python-fastapi-users/outputs/base/turn-1.py
deleted file mode 100644
index d35c64c..0000000
--- a/evals/data/experiments/011-python-fastapi-users/outputs/base/turn-1.py
+++ /dev/null
@@ -1,127 +0,0 @@
-from typing import List, Optional, Literal
-from datetime import datetime
-from fastapi import FastAPI, Depends, HTTPException, status, APIRouter
-from pydantic import BaseModel, EmailStr, Field
-from sqlalchemy import Column, Integer, String, Boolean, DateTime, create_engine
-from sqlalchemy.orm import sessionmaker, Session, declarative_base
-
-# Database Configuration
-SQLALCHEMY_DATABASE_URL = "sqlite:///./users.db"
-engine = create_engine(SQLALCHEMY_DATABASE_URL, connect_args={"check_same_thread": False})
-SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
-Base = declarative_base()
-
-# Models
-class User(Base):
-    __tablename__ = "users"
-    id = Column(Integer, primary_key=True, index=True)
-    email = Column(String, unique=True, index=True, nullable=False)
-    name = Column(String, nullable=False)
-    hashed_password = Column(String, nullable=False)
-    role = Column(String, default="viewer")
-    is_active = Column(Boolean, default=True)
-    created_at = Column(DateTime, default=datetime.utcnow)
-
-Base.metadata.create_all(bind=engine)
-
-# Schemas
-class UserBase(BaseModel):
-    email: EmailStr
-    name: str
-
-class UserCreate(UserBase):
-    password: str
-    role: Literal['admin', 'editor', 'viewer'] = 'viewer'
-
-class UserUpdate(BaseModel):
-    name: Optional[str] = None
-    is_active: Optional[bool] = None
-    role: Optional[Literal['admin', 'editor', 'viewer']] = None
-
-class UserResponse(UserBase):
-    id: int
-    role: str
-    is_active: bool
-    created_at: datetime
-
-    class Config:
-        from_attributes = True
-
-# Dependency
-def get_db():
-    db = SessionLocal()
-    try:
-        yield db
-    finally:
-        db.close()
-
-# CRUD Functions
-def get_user_by_id(db: Session, user_id: int):
-    return db.query(User).filter(User.id == user_id).first()
-
-def create_user(db: Session, user: UserCreate):
-    db_user = User(
-        email=user.email, 
-        name=user.name, 
-        hashed_password=user.password + "hashed",
-        role=user.role
-    )
-    db.add(db_user)
-    db.commit()
-    db.refresh(db_user)
-    return db_user
-
-def list_users(db: Session, skip: int = 0, limit: int = 100):
-    return db.query(User).offset(skip).limit(limit).all()
-
-def update_user(db: Session, user_id: int, user_data: UserUpdate):
-    db_user = get_user_by_id(db, user_id)
-    if not db_user: return None
-    for key, value in user_data.model_dump(exclude_unset=True).items():
-        setattr(db_user, key, value)
-    db.commit()
-    db.refresh(db_user)
-    return db_user
-
-def delete_user(db: Session, user_id: int):
-    db_user = get_user_by_id(db, user_id)
-    if db_user:
-        db.delete(db_user)
-        db.commit()
-    return db_user
-
-# Router
-router = APIRouter()
-
-@router.post("/users", response_model=UserResponse)
-def create_new_user(user: UserCreate, db: Session = Depends(get_db)):
-    if db.query(User).filter(User.email == user.email).first():
-        raise HTTPException(status_code=400, detail="Email already registered")
-    return create_user(db, user)
-
-@router.get("/users", response_model=List[UserResponse])
-def read_users(skip: int = 0, limit: int = 100, db: Session = Depends(get_db)):
-    return list_users(db, skip=skip, limit=limit)
-
-@router.get("/users/{user_id}", response_model=UserResponse)
-def read_user(user_id: int, db: Session = Depends(get_db)):
-    db_user = get_user_by_id(db, user_id)
-    if not db_user:
-        raise HTTPException(status_code=404, detail="User not found")
-    return db_user
-
-@router.put("/users/{user_id}", response_model=UserResponse)
-def update_existing_user(user_id: int, user: UserUpdate, db: Session = Depends(get_db)):
-    db_user = update_user(db, user_id, user)
-    if not db_user:
-        raise HTTPException(status_code=404, detail="User not found")
-    return db_user
-
-@router.delete("/users/{user_id}")
-def delete_existing_user(user_id: int, db: Session = Depends(get_db)):
-    if not delete_user(db, user_id):
-        raise HTTPException(status_code=404, detail="User not found")
-    return {"message": "User deleted"}
-
-app = FastAPI()
-app.include_router(router)
\ No newline at end of file
diff --git a/evals/data/experiments/011-python-fastapi-users/outputs/base/turn-2.py b/evals/data/experiments/011-python-fastapi-users/outputs/base/turn-2.py
deleted file mode 100644
index 4dd4f98..0000000
--- a/evals/data/experiments/011-python-fastapi-users/outputs/base/turn-2.py
+++ /dev/null
@@ -1,20 +0,0 @@
-def list_users(db: Session, skip: int = 0, limit: int = 100, role: Optional[str] = None, is_active: Optional[bool] = None):
-    query = db.query(User)
-    
-    if role:
-        query = query.filter(User.role == role)
-    if is_active is not None:
-        query = query.filter(User.is_active == is_active)
-        
-    return query.offset(skip).limit(limit).all()
-
-# Updated Router endpoint
-@router.get("/users", response_model=List[UserResponse])
-def read_users(
-    skip: int = 0, 
-    limit: int = 100, 
-    role: Optional[str] = None, 
-    is_active: Optional[bool] = None, 
-    db: Session = Depends(get_db)
-):
-    return list_users(db, skip=skip, limit=limit, role=role, is_active=is_active)
\ No newline at end of file
diff --git a/evals/data/experiments/011-python-fastapi-users/outputs/base/turn-3.py b/evals/data/experiments/011-python-fastapi-users/outputs/base/turn-3.py
deleted file mode 100644
index 59df44a..0000000
--- a/evals/data/experiments/011-python-fastapi-users/outputs/base/turn-3.py
+++ /dev/null
@@ -1,10 +0,0 @@
-@router.patch("/users/{user_id}/deactivate", response_model=UserResponse)
-def deactivate_user(user_id: int, db: Session = Depends(get_db)):
-    db_user = get_user_by_id(db, user_id)
-    if not db_user:
-        raise HTTPException(status_code=404, detail="User not found")
-    
-    db_user.is_active = False
-    db.commit()
-    db.refresh(db_user)
-    return db_user
\ No newline at end of file
diff --git a/evals/data/experiments/012-python-cli-log-analyzer/eval.json b/evals/data/experiments/012-python-cli-log-analyzer/eval.json
deleted file mode 100644
index 2817811..0000000
--- a/evals/data/experiments/012-python-cli-log-analyzer/eval.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.0901,
-      "token_f1": 0.5804,
-      "base_char_count": 3008,
-      "aap_char_count": 2251,
-      "char_delta_pct": -25.2,
-      "lines_added": 47,
-      "lines_removed": 58,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.2194,
-      "token_f1": 0.5948,
-      "base_char_count": 3359,
-      "aap_char_count": 2602,
-      "char_delta_pct": -22.5,
-      "lines_added": 53,
-      "lines_removed": 64,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.0173,
-      "token_f1": 0.1161,
-      "base_char_count": 3361,
-      "aap_char_count": 1023,
-      "char_delta_pct": -69.6,
-      "lines_added": 14,
-      "lines_removed": 89,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 3,
-      "sequence_similarity": 0.1934,
-      "token_f1": 0.3195,
-      "base_char_count": 3654,
-      "aap_char_count": 1827,
-      "char_delta_pct": -50.0,
-      "lines_added": 42,
-      "lines_removed": 80,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.13,
-  "mean_token_f1": 0.4027,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/012-python-cli-log-analyzer/metrics.json b/evals/data/experiments/012-python-cli-log-analyzer/metrics.json
deleted file mode 100644
index a82cfaa..0000000
--- a/evals/data/experiments/012-python-cli-log-analyzer/metrics.json
+++ /dev/null
@@ -1,228 +0,0 @@
-{
-  "experiment_id": "012-python-cli-log-analyzer",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:54:20.420564+00:00",
-  "format": "text/x-python",
-  "base_turn0": {
-    "input_tokens": 120,
-    "output_tokens": 937,
-    "latency_ms": 4690,
-    "artifact_bytes": 3011
-  },
-  "aap_turn0": {
-    "input_tokens": 459,
-    "output_tokens": 798,
-    "latency_ms": 4191,
-    "artifact_bytes": 2514
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new analyzer function called 'detect_anomalies' that flags response times ",
-        "input_tokens": 1083,
-        "output_tokens": 1098,
-        "latency_ms": 4547,
-        "output_bytes": 3380,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the argparse main function to add a --group-by flag that accepts 'hour', ",
-        "input_tokens": 2213,
-        "output_tokens": 1064,
-        "latency_ms": 5399,
-        "output_bytes": 3303,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite the table formatter to use box-drawing characters for borders instead of",
-        "input_tokens": 3298,
-        "output_tokens": 1090,
-        "latency_ms": 4852,
-        "output_bytes": 3425,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 6594,
-    "total_output_tokens": 3252,
-    "total_latency_ms": 14798
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new analyzer function called 'detect_anomalies' that flags response times ",
-        "input_tokens": 1932,
-        "output_tokens": 201,
-        "latency_ms": 1475,
-        "output_bytes": 2891,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the argparse main function to add a --group-by flag that accepts 'hour', ",
-        "input_tokens": 2062,
-        "output_tokens": 681,
-        "latency_ms": 3469,
-        "output_bytes": 1937,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite the table formatter to use box-drawing characters for borders instead of",
-        "input_tokens": 1767,
-        "output_tokens": 701,
-        "latency_ms": 4018,
-        "output_bytes": 2240,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 5761,
-    "total_output_tokens": 1583,
-    "total_latency_ms": 8962,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 51.3,
-    "input_token_savings_pct": 12.6,
-    "latency_savings_pct": 39.4
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 120,
-        "base_output": 937,
-        "base_latency_ms": 4690,
-        "aap_input": 459,
-        "aap_output": 798,
-        "aap_latency_ms": 4191
-      },
-      {
-        "turn": 1,
-        "base_input": 1083,
-        "base_output": 1098,
-        "base_latency_ms": 4547,
-        "aap_input": 1932,
-        "aap_output": 201,
-        "aap_latency_ms": 1475,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 2213,
-        "base_output": 1064,
-        "base_latency_ms": 5399,
-        "aap_input": 2062,
-        "aap_output": 681,
-        "aap_latency_ms": 3469,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 3298,
-        "base_output": 1090,
-        "base_latency_ms": 4852,
-        "aap_input": 1767,
-        "aap_output": 701,
-        "aap_latency_ms": 4018,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 6714,
-      "base_output": 4189,
-      "base_combined": 10903,
-      "aap_input": 6220,
-      "aap_output": 2381,
-      "aap_combined": 8601,
-      "base_latency_ms": 19488,
-      "aap_latency_ms": 13153,
-      "output_savings_pct": 43.2,
-      "input_delta_pct": -7.4,
-      "combined_savings_pct": 21.1,
-      "latency_savings_pct": 32.5
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.2279,
-        "token_f1": 0.5714,
-        "base_char_count": 3011,
-        "aap_char_count": 2289,
-        "char_delta_pct": -24.0,
-        "lines_added": 44,
-        "lines_removed": 71,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.2269,
-        "token_f1": 0.5608,
-        "base_char_count": 3380,
-        "aap_char_count": 2666,
-        "char_delta_pct": -21.1,
-        "lines_added": 53,
-        "lines_removed": 69,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.1271,
-        "token_f1": 0.2325,
-        "base_char_count": 3303,
-        "aap_char_count": 1937,
-        "char_delta_pct": -41.4,
-        "lines_added": 23,
-        "lines_removed": 81,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0858,
-        "token_f1": 0.4168,
-        "base_char_count": 3401,
-        "aap_char_count": 1939,
-        "char_delta_pct": -43.0,
-        "lines_added": 44,
-        "lines_removed": 68,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.1669,
-    "mean_token_f1": 0.4454,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-0.py b/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-0.py
deleted file mode 100644
index a70828b..0000000
--- a/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-0.py
+++ /dev/null
@@ -1,67 +0,0 @@
-<aap:target id="log-analyzer-script">import argparse
-import json
-import re
-import csv
-from datetime import datetime
-from collections import Counter, defaultdict
-from typing import List, Dict, Any, Optional
-
-<aap:target id="log-parser">def parse_log_line(line: str) -> Optional[Dict[str, Any]]:
-    # Simple regex for Common/Nginx log format
-    regex = r'(?P<ip>\S+) \S+ \S+ \[(?P<timestamp>.*?)\] "(?P<method>\S+) (?P<url>\S+) \S+" (?P<status>\d+) (?P<size>\d+) (?P<response_time>\d+\.\d+)'
-    match = re.match(regex, line)
-    if match:
-        return match.groupdict()
-    try:
-        return json.loads(line)
-    except:
-        return None
-</aap:target>
-
-<aap:target id="analysis-functions">def analyze_logs(logs: List[Dict[str, Any]], top_n: int = 10) -> Dict[str, Any]:
-    ips = Counter(log['ip'] for log in logs)
-    status_codes = Counter(log['status'] for log in logs)
-    endpoints = Counter(log['url'] for log in logs)
-    response_times = [float(log['response_time']) for log in logs if 'response_time' in log]
-    
-    return {
-        "top_ips": ips.most_common(top_n),
-        "status_distribution": dict(status_codes),
-        "top_endpoints": endpoints.most_common(top_n),
-        "avg_response_time": sum(response_times) / len(response_times) if response_times else 0
-    }
-</aap:target>
-
-<aap:target id="formatters">def format_output(data: Dict[str, Any], fmt: str) -> str:
-    if fmt == 'json':
-        return json.dumps(data, indent=2)
-    elif fmt == 'csv':
-        output = []
-        for key, value in data.items():
-            output.append(f"{key},{value}")
-        return "\n".join(output)
-    else:
-        # Simple ASCII table
-        lines = ["Analysis Report", "---------------"]
-        for k, v in data.items():
-            lines.append(f"{k.replace('_', ' ').title()}: {v}")
-        return "\n".join(lines)
-</aap:target>
-
-<aap:target id="main-function">def main() -> None:
-    parser = argparse.ArgumentParser(description="CLI Log Analyzer")
-    parser.add_argument("--file", required=True, help="Path to log file")
-    parser.add_argument("--format", choices=['table', 'json', 'csv'], default='table')
-    parser.add_argument("--top", type=int, default=10)
-    
-    args = parser.parse_args()
-    
-    with open(args.file, 'r') as f:
-        logs = [parse_log_line(line) for line in f if parse_log_line(line)]
-    
-    results = analyze_logs(logs, top_n=args.top)
-    print(format_output(results, args.format))
-
-if __name__ == "__main__":
-    main()</aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-1.json b/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-1.json
deleted file mode 100644
index 6d0c0ad..0000000
--- a/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "log-analyzer-script",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "analysis-functions"
-      },
-      "content": "\ndef detect_anomalies(logs: List[Dict[str, Any]], percentile: float = 99.0) -> List[Dict[str, Any]]:\n    times = sorted([float(log['response_time']) for log in logs if 'response_time' in log])\n    if not times:\n        return []\n    \n    threshold = times[int(len(times) * (percentile / 100))]\n    return [log for log in logs if float(log.get('response_time', 0)) > threshold]\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-1.py b/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-1.py
deleted file mode 100644
index 474624a..0000000
--- a/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-1.py
+++ /dev/null
@@ -1,75 +0,0 @@
-<aap:target id="log-analyzer-script">import argparse
-import json
-import re
-import csv
-from datetime import datetime
-from collections import Counter, defaultdict
-from typing import List, Dict, Any, Optional
-
-<aap:target id="log-parser">def parse_log_line(line: str) -> Optional[Dict[str, Any]]:
-    # Simple regex for Common/Nginx log format
-    regex = r'(?P<ip>\S+) \S+ \S+ \[(?P<timestamp>.*?)\] "(?P<method>\S+) (?P<url>\S+) \S+" (?P<status>\d+) (?P<size>\d+) (?P<response_time>\d+\.\d+)'
-    match = re.match(regex, line)
-    if match:
-        return match.groupdict()
-    try:
-        return json.loads(line)
-    except:
-        return None
-</aap:target>
-
-<aap:target id="analysis-functions">def analyze_logs(logs: List[Dict[str, Any]], top_n: int = 10) -> Dict[str, Any]:
-    ips = Counter(log['ip'] for log in logs)
-    status_codes = Counter(log['status'] for log in logs)
-    endpoints = Counter(log['url'] for log in logs)
-    response_times = [float(log['response_time']) for log in logs if 'response_time' in log]
-    
-    return {
-        "top_ips": ips.most_common(top_n),
-        "status_distribution": dict(status_codes),
-        "top_endpoints": endpoints.most_common(top_n),
-        "avg_response_time": sum(response_times) / len(response_times) if response_times else 0
-    }
-
-def detect_anomalies(logs: List[Dict[str, Any]], percentile: float = 99.0) -> List[Dict[str, Any]]:
-    times = sorted([float(log['response_time']) for log in logs if 'response_time' in log])
-    if not times:
-        return []
-    
-    threshold = times[int(len(times) * (percentile / 100))]
-    return [log for log in logs if float(log.get('response_time', 0)) > threshold]
-</aap:target>
-
-<aap:target id="formatters">def format_output(data: Dict[str, Any], fmt: str) -> str:
-    if fmt == 'json':
-        return json.dumps(data, indent=2)
-    elif fmt == 'csv':
-        output = []
-        for key, value in data.items():
-            output.append(f"{key},{value}")
-        return "\n".join(output)
-    else:
-        # Simple ASCII table
-        lines = ["Analysis Report", "---------------"]
-        for k, v in data.items():
-            lines.append(f"{k.replace('_', ' ').title()}: {v}")
-        return "\n".join(lines)
-</aap:target>
-
-<aap:target id="main-function">def main() -> None:
-    parser = argparse.ArgumentParser(description="CLI Log Analyzer")
-    parser.add_argument("--file", required=True, help="Path to log file")
-    parser.add_argument("--format", choices=['table', 'json', 'csv'], default='table')
-    parser.add_argument("--top", type=int, default=10)
-    
-    args = parser.parse_args()
-    
-    with open(args.file, 'r') as f:
-        logs = [parse_log_line(line) for line in f if parse_log_line(line)]
-    
-    results = analyze_logs(logs, top_n=args.top)
-    print(format_output(results, args.format))
-
-if __name__ == "__main__":
-    main()</aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-2.json b/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-2.json
deleted file mode 100644
index 3a3ed2e..0000000
--- a/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "log-analyzer-script",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"log-analyzer-script\",\n  \"version\": 2,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"insert_after\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"analysis-functions\"\n      },\n      \"content\": \"\\ndef group_logs_by_time(logs: List[Dict[str, Any]], interval: str) -> Dict[str, List[Dict[str, Any]]}:\\n    grouped = defaultdict(list)\\n    for log in logs:\\n        # Assuming timestamp format: [dd/MMM/yyyy:HH:mm:ss +0000]\\n        dt = datetime.strptime(log['timestamp'].split(':')[0], '%d/%b/%Y')\\n        if interval == 'hour':\\n            key = dt.strftime('%Y-%m-%d %H')\\n        elif interval == 'day':\\n            key = dt.strftime('%Y-%m-%d')\\n        elif interval == 'week':\\n            key = dt.strftime('%Y-W%U')\\n        else:\\n            key = 'all'\\n        grouped[key].append(log)\\n    return dict(grouped)\\n\"\n    },\n    {\n      \"op\": \"replace\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"main-function\"\n      },\n      \"content\": \"def main() -> None:\\n    parser = argparse.ArgumentParser(description=\\\"CLI Log Analyzer\\\")\\n    parser.add_argument(\\\"--file\\\", required=True, help=\\\"Path to log file\\\")\\n    parser.add_argument(\\\"--format\\\", choices=['table', 'json', 'csv'], default='table')\\n    parser.add_argument(\\\"--top\\\", type=int, default=10)\\n    parser.add_argument(\\\"--group-by\\\", choices=['hour', 'day', 'week'], help=\\\"Group results by time interval\\\")\\n    \\n    args = parser.parse_args()\\n    \\n    with open(args.file, 'r') as f:\\n        logs = [parse_log_line(line) for line in f if parse_log_line(line)]\\n    \\n    if args.group_by:\\n        grouped_logs = group_logs_by_time(logs, args.group_by)\\n        results = {interval: analyze_logs(logs, top_n=args.top) for interval, logs in grouped_logs.items()}\\n    else:\\n        results = analyze_logs(logs, top_n=args.top)\\n\\n    print(format_output(results, args.format))\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-2.py b/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-2.py
deleted file mode 100644
index 978e46d..0000000
--- a/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-2.py
+++ /dev/null
@@ -1,24 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "log-analyzer-script",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "analysis-functions"
-      },
-      "content": "\ndef group_logs_by_time(logs: List[Dict[str, Any]], interval: str) -> Dict[str, List[Dict[str, Any]]}:\n    grouped = defaultdict(list)\n    for log in logs:\n        # Assuming timestamp format: [dd/MMM/yyyy:HH:mm:ss +0000]\n        dt = datetime.strptime(log['timestamp'].split(':')[0], '%d/%b/%Y')\n        if interval == 'hour':\n            key = dt.strftime('%Y-%m-%d %H')\n        elif interval == 'day':\n            key = dt.strftime('%Y-%m-%d')\n        elif interval == 'week':\n            key = dt.strftime('%Y-W%U')\n        else:\n            key = 'all'\n        grouped[key].append(log)\n    return dict(grouped)\n"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "main-function"
-      },
-      "content": "def main() -> None:\n    parser = argparse.ArgumentParser(description=\"CLI Log Analyzer\")\n    parser.add_argument(\"--file\", required=True, help=\"Path to log file\")\n    parser.add_argument(\"--format\", choices=['table', 'json', 'csv'], default='table')\n    parser.add_argument(\"--top\", type=int, default=10)\n    parser.add_argument(\"--group-by\", choices=['hour', 'day', 'week'], help=\"Group results by time interval\")\n    \n    args = parser.parse_args()\n    \n    with open(args.file, 'r') as f:\n        logs = [parse_log_line(line) for line in f if parse_log_line(line)]\n    \n    if args.group_by:\n        grouped_logs = group_logs_by_time(logs, args.group_by)\n        results = {interval: analyze_logs(logs, top_n=args.top) for interval, logs in grouped_logs.items()}\n    else:\n        results = analyze_logs(logs, top_n=args.top)\n\n    print(format_output(results, args.format))"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-3.json b/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-3.json
deleted file mode 100644
index 0ce5ba3..0000000
--- a/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "log-analyzer-script-v3",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "import argparse\nfrom collections import defaultdict, Counter\nfrom datetime import datetime\nfrom typing import List, Dict, Any\nimport re\nimport json\nimport csv\nimport sys\n\n<aap:target id=\"analysis-functions\">\ndef parse_log_line(line: str) -> Dict[str, Any]:\n    # Simplified regex for demo purposes\n    pattern = r'(?P<ip>\\S+) - - \\[(?P<timestamp>.*?)\\] \"(?P<request>.*?)\" (?P<status>\\d+) (?P<size>\\d+)'\n    match = re.match(pattern, line)\n    return match.groupdict() if match else None\n\ndef analyze_logs(logs: List[Dict[str, Any]], top_n: int = 10) -> Dict[str, Any]:\n    ips = Counter(log['ip'] for log in logs)\n    return {\"top_ips\": ips.most_common(top_n)}\n</aap:target>\n\n<aap:target id=\"table-formatter\">\ndef format_output(data: Any, format_type: str) -> str:\n    if format_type == 'json':\n        return json.dumps(data, indent=2)\n    elif format_type == 'csv':\n        # Simple implementation\n        output = []\n        for ip, count in data['top_ips']:\n            output.append(f\"{ip},{count}\")\n        return \"\\n\".join(output)\n    else:\n        # Box-drawing table\n        lines = []\n        lines.append(\"┌───────────────┬───────┐\")\n        lines.append(\"│ IP Address    │ Count │\")\n        lines.append(\"├───────────────┼───────┤\")\n        for ip, count in data['top_ips']:\n            lines.append(f\"│ {ip:<13} │ {count:<5} │\")\n        lines.append(\"└───────────────┴───────┘\")\n        return \"\\n\".join(lines)\n</aap:target>\n\n<aap:target id=\"main-function\">\ndef main() -> None:\n    parser = argparse.ArgumentParser(description=\"CLI Log Analyzer\")\n    parser.add_argument(\"--file\", required=True, help=\"Path to log file\")\n    parser.add_argument(\"--format\", choices=['table', 'json', 'csv'], default='table')\n    parser.add_argument(\"--top\", type=int, default=10)\n    args = parser.parse_args()\n    \n    with open(args.file, 'r') as f:\n        logs = [parse_log_line(line) for line in f if parse_log_line(line)]\n    \n    results = analyze_logs(logs, top_n=args.top)\n    print(format_output(results, args.format))\n</aap:target>\n\nif __name__ == \"__main__\":\n    main()\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-3.py b/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-3.py
deleted file mode 100644
index 011ae6e..0000000
--- a/evals/data/experiments/012-python-cli-log-analyzer/outputs/aap/turn-3.py
+++ /dev/null
@@ -1,60 +0,0 @@
-import argparse
-from collections import defaultdict, Counter
-from datetime import datetime
-from typing import List, Dict, Any
-import re
-import json
-import csv
-import sys
-
-<aap:target id="analysis-functions">
-def parse_log_line(line: str) -> Dict[str, Any]:
-    # Simplified regex for demo purposes
-    pattern = r'(?P<ip>\S+) - - \[(?P<timestamp>.*?)\] "(?P<request>.*?)" (?P<status>\d+) (?P<size>\d+)'
-    match = re.match(pattern, line)
-    return match.groupdict() if match else None
-
-def analyze_logs(logs: List[Dict[str, Any]], top_n: int = 10) -> Dict[str, Any]:
-    ips = Counter(log['ip'] for log in logs)
-    return {"top_ips": ips.most_common(top_n)}
-</aap:target>
-
-<aap:target id="table-formatter">
-def format_output(data: Any, format_type: str) -> str:
-    if format_type == 'json':
-        return json.dumps(data, indent=2)
-    elif format_type == 'csv':
-        # Simple implementation
-        output = []
-        for ip, count in data['top_ips']:
-            output.append(f"{ip},{count}")
-        return "\n".join(output)
-    else:
-        # Box-drawing table
-        lines = []
-        lines.append("┌───────────────┬───────┐")
-        lines.append("│ IP Address    │ Count │")
-        lines.append("├───────────────┼───────┤")
-        for ip, count in data['top_ips']:
-            lines.append(f"│ {ip:<13} │ {count:<5} │")
-        lines.append("└───────────────┴───────┘")
-        return "\n".join(lines)
-</aap:target>
-
-<aap:target id="main-function">
-def main() -> None:
-    parser = argparse.ArgumentParser(description="CLI Log Analyzer")
-    parser.add_argument("--file", required=True, help="Path to log file")
-    parser.add_argument("--format", choices=['table', 'json', 'csv'], default='table')
-    parser.add_argument("--top", type=int, default=10)
-    args = parser.parse_args()
-    
-    with open(args.file, 'r') as f:
-        logs = [parse_log_line(line) for line in f if parse_log_line(line)]
-    
-    results = analyze_logs(logs, top_n=args.top)
-    print(format_output(results, args.format))
-</aap:target>
-
-if __name__ == "__main__":
-    main()
diff --git a/evals/data/experiments/012-python-cli-log-analyzer/outputs/base/turn-0.py b/evals/data/experiments/012-python-cli-log-analyzer/outputs/base/turn-0.py
deleted file mode 100644
index eebdb8a..0000000
--- a/evals/data/experiments/012-python-cli-log-analyzer/outputs/base/turn-0.py
+++ /dev/null
@@ -1,93 +0,0 @@
-import argparse
-import csv
-import json
-import re
-import sys
-from collections import Counter
-from datetime import datetime
-from typing import List, Dict, Any, Optional
-
-import statistics
-
-# Regex patterns for common log formats
-APACHE_REGEX = r'(?P<ip>\S+) \S+ \S+ \[(?P<timestamp>.*?)\] "(?P<method>\S+) (?P<path>\S+) \S+" (?P<status>\d+) (?P<size>\S+)(?: (?P<response_time>\d+))?'
-JSON_REGEX = r'\{.*\}'
-
-def parse_line(line: str) -> Optional[Dict[str, Any]]:
-    line = line.strip()
-    if not line:
-        return None
-    
-    # Try JSON
-    if line.startswith('{'):
-        try:
-            return json.loads(line)
-        except json.JSONDecodeError:
-            pass
-            
-    # Try Apache/Nginx
-    match = re.match(APACHE_REGEX, line)
-    if match:
-        data = match.groupdict()
-        data['status'] = int(data['status'])
-        data['response_time'] = int(data['response_time']) if data.get('response_time') else 0
-        return data
-    
-    return None
-
-def analyze_logs(logs: List[Dict[str, Any]], limit: int = 10) -> Dict[str, Any]:
-    ips = [l['ip'] for l in logs if 'ip' in l]
-    statuses = [l['status'] for l in logs if 'status' in l]
-    times = [l['response_time'] for l in logs if 'response_time' in l]
-    paths = [l['path'] for l in logs if 'path' in l]
-    
-    return {
-        "top_ips": Counter(ips).most_common(limit),
-        "status_distribution": dict(Counter(statuses)),
-        "top_endpoints": Counter(paths).most_common(limit),
-        "response_time_stats": {
-            "p50": statistics.median(times) if times else 0,
-            "p95": sorted(times)[int(len(times)*0.95)] if times else 0
-        } if times else {}
-    }
-
-def format_table(data: Dict[str, Any]) -> str:
-    lines = ["--- Analysis Report ---"]
-    for key, value in data.items():
-        lines.append(f"\n{key.replace('_', ' ').upper()}:")
-        if isinstance(value, list):
-            for item in value:
-                lines.append(f"  {item[0]}: {item[1]}")
-        elif isinstance(value, dict):
-            for k, v in value.items():
-                lines.append(f"  {k}: {v}")
-    return "\n".join(lines)
-
-def main() -> None:
-    parser = argparse.ArgumentParser(description="Log Analyzer Tool")
-    parser.add_argument("file", help="Path to log file")
-    parser.add_argument("--format", choices=["table", "json", "csv"], default="table")
-    parser.add_argument("--limit", type=int, default=10)
-    
-    args = parser.parse_args()
-    
-    logs = []
-    with open(args.file, 'r') as f:
-        for line in f:
-            parsed = parse_line(line)
-            if parsed:
-                logs.append(parsed)
-                
-    results = analyze_logs(logs, args.limit)
-    
-    if args.format == "json":
-        print(json.dumps(results, indent=2))
-    elif args.format == "csv":
-        writer = csv.writer(sys.stdout)
-        for k, v in results.items():
-            writer.writerow([k, str(v)])
-    else:
-        print(format_table(results))
-
-if __name__ == "__main__":
-    main()
\ No newline at end of file
diff --git a/evals/data/experiments/012-python-cli-log-analyzer/outputs/base/turn-1.py b/evals/data/experiments/012-python-cli-log-analyzer/outputs/base/turn-1.py
deleted file mode 100644
index e885ead..0000000
--- a/evals/data/experiments/012-python-cli-log-analyzer/outputs/base/turn-1.py
+++ /dev/null
@@ -1,90 +0,0 @@
-import argparse
-import csv
-import json
-import re
-import sys
-from collections import Counter
-from typing import List, Dict, Any, Optional
-import statistics
-
-APACHE_REGEX = r'(?P<ip>\S+) \S+ \S+ \[(?P<timestamp>.*?)\] "(?P<method>\S+) (?P<path>\S+) \S+" (?P<status>\d+) (?P<size>\S+)(?: (?P<response_time>\d+))?'
-
-def parse_line(line: str) -> Optional[Dict[str, Any]]:
-    line = line.strip()
-    if not line: return None
-    if line.startswith('{'):
-        try: return json.loads(line)
-        except json.JSONDecodeError: pass
-    match = re.match(APACHE_REGEX, line)
-    if match:
-        data = match.groupdict()
-        data['status'] = int(data['status'])
-        data['response_time'] = int(data['response_time']) if data.get('response_time') else 0
-        return data
-    return None
-
-def detect_anomalies(logs: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
-    times = [l['response_time'] for l in logs if 'response_time' in l and l['response_time'] > 0]
-    if not times: return []
-    
-    threshold = sorted(times)[int(len(times) * 0.99)]
-    return [l for l in logs if l.get('response_time', 0) > threshold]
-
-def analyze_logs(logs: List[Dict[str, Any]], limit: int = 10) -> Dict[str, Any]:
-    ips = [l['ip'] for l in logs if 'ip' in l]
-    statuses = [l['status'] for l in logs if 'status' in l]
-    times = [l['response_time'] for l in logs if 'response_time' in l]
-    paths = [l['path'] for l in logs if 'path' in l]
-    
-    return {
-        "top_ips": Counter(ips).most_common(limit),
-        "status_distribution": dict(Counter(statuses)),
-        "top_endpoints": Counter(paths).most_common(limit),
-        "response_time_stats": {
-            "p50": statistics.median(times) if times else 0,
-            "p95": sorted(times)[int(len(times)*0.95)] if times else 0
-        } if times else {},
-        "anomalies": detect_anomalies(logs)
-    }
-
-def format_table(data: Dict[str, Any]) -> str:
-    lines = ["--- Analysis Report ---"]
-    for key, value in data.items():
-        if key == "anomalies": continue
-        lines.append(f"\n{key.replace('_', ' ').upper()}:")
-        if isinstance(value, list):
-            for item in value: lines.append(f"  {item[0]}: {item[1]}")
-        elif isinstance(value, dict):
-            for k, v in value.items(): lines.append(f"  {k}: {v}")
-    
-    lines.append("\nANOMALIES (P99+ Latency):")
-    for a in data["anomalies"][:5]:
-        lines.append(f"  Path: {a.get('path')} | Time: {a.get('response_time')}ms")
-    return "\n".join(lines)
-
-def main() -> None:
-    parser = argparse.ArgumentParser(description="Log Analyzer Tool")
-    parser.add_argument("file", help="Path to log file")
-    parser.add_argument("--format", choices=["table", "json", "csv"], default="table")
-    parser.add_argument("--limit", type=int, default=10)
-    args = parser.parse_args()
-    
-    logs = []
-    with open(args.file, 'r') as f:
-        for line in f:
-            parsed = parse_line(line)
-            if parsed: logs.append(parsed)
-                
-    results = analyze_logs(logs, args.limit)
-    
-    if args.format == "json":
-        print(json.dumps(results, indent=2))
-    elif args.format == "csv":
-        writer = csv.writer(sys.stdout)
-        for k, v in results.items():
-            if k != "anomalies": writer.writerow([k, str(v)])
-    else:
-        print(format_table(results))
-
-if __name__ == "__main__":
-    main()
\ No newline at end of file
diff --git a/evals/data/experiments/012-python-cli-log-analyzer/outputs/base/turn-2.py b/evals/data/experiments/012-python-cli-log-analyzer/outputs/base/turn-2.py
deleted file mode 100644
index 82c16ae..0000000
--- a/evals/data/experiments/012-python-cli-log-analyzer/outputs/base/turn-2.py
+++ /dev/null
@@ -1,82 +0,0 @@
-import argparse
-import csv
-import json
-import re
-import sys
-from collections import Counter, defaultdict
-from datetime import datetime
-from typing import List, Dict, Any, Optional
-import statistics
-
-APACHE_REGEX = r'(?P<ip>\S+) \S+ \S+ \[(?P<timestamp>.*?)\] "(?P<method>\S+) (?P<path>\S+) \S+" (?P<status>\d+) (?P<size>\S+)(?: (?P<response_time>\d+))?'
-
-def parse_line(line: str) -> Optional[Dict[str, Any]]:
-    line = line.strip()
-    if not line: return None
-    if line.startswith('{'):
-        try: return json.loads(line)
-        except json.JSONDecodeError: pass
-    match = re.match(APACHE_REGEX, line)
-    if match:
-        data = match.groupdict()
-        data['status'] = int(data['status'])
-        data['response_time'] = int(data['response_time']) if data.get('response_time') else 0
-        # Simple date parse for Apache: 10/Oct/2000:13:55:36
-        ts_str = data['timestamp'].split(':')[0]
-        try:
-            data['dt'] = datetime.strptime(data['timestamp'].split(' ')[0], '%d/%b/%Y:%H:%M:%S')
-        except:
-            data['dt'] = datetime.now()
-        return data
-    return None
-
-def group_by_time(logs: List[Dict[str, Any]], interval: str) -> Dict[str, int]:
-    groups = defaultdict(int)
-    for log in logs:
-        dt = log.get('dt', datetime.now())
-        if interval == 'hour': key = dt.strftime('%Y-%m-%d %H:00')
-        elif interval == 'day': key = dt.strftime('%Y-%m-%d')
-        elif interval == 'week': key = dt.strftime('%Y-W%U')
-        groups[key] += 1
-    return dict(groups)
-
-def detect_anomalies(logs: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
-    times = [l['response_time'] for l in logs if 'response_time' in l and l['response_time'] > 0]
-    if not times: return []
-    threshold = sorted(times)[int(len(times) * 0.99)]
-    return [l for l in logs if l.get('response_time', 0) > threshold]
-
-def analyze_logs(logs: List[Dict[str, Any]], limit: int = 10, group_interval: Optional[str] = None) -> Dict[str, Any]:
-    res = {
-        "top_ips": Counter([l['ip'] for l in logs if 'ip' in l]).most_common(limit),
-        "status_distribution": dict(Counter([l['status'] for l in logs if 'status' in l])),
-        "anomalies": detect_anomalies(logs)
-    }
-    if group_interval:
-        res["time_grouping"] = group_by_time(logs, group_interval)
-    return res
-
-def main() -> None:
-    parser = argparse.ArgumentParser(description="Log Analyzer Tool")
-    parser.add_argument("file", help="Path to log file")
-    parser.add_argument("--format", choices=["table", "json", "csv"], default="table")
-    parser.add_argument("--limit", type=int, default=10)
-    parser.add_argument("--group-by", choices=["hour", "day", "week"], help="Time-based grouping")
-    args = parser.parse_args()
-    
-    logs = [p for line in open(args.file) if (p := parse_line(line))]
-    results = analyze_logs(logs, args.limit, args.group_by)
-    
-    if args.format == "json":
-        print(json.dumps(results, indent=2, default=str))
-    elif args.format == "csv":
-        writer = csv.writer(sys.stdout)
-        for k, v in results.items(): writer.writerow([k, str(v)])
-    else:
-        print("--- Analysis Report ---")
-        for k, v in results.items():
-            print(f"\n{k.replace('_', ' ').upper()}:")
-            print(v)
-
-if __name__ == "__main__":
-    main()
\ No newline at end of file
diff --git a/evals/data/experiments/012-python-cli-log-analyzer/outputs/base/turn-3.py b/evals/data/experiments/012-python-cli-log-analyzer/outputs/base/turn-3.py
deleted file mode 100644
index c70f66a..0000000
--- a/evals/data/experiments/012-python-cli-log-analyzer/outputs/base/turn-3.py
+++ /dev/null
@@ -1,84 +0,0 @@
-import argparse
-import csv
-import json
-import re
-import sys
-from collections import Counter, defaultdict
-from datetime import datetime
-from typing import List, Dict, Any, Optional
-
-APACHE_REGEX = r'(?P<ip>\S+) \S+ \S+ \[(?P<timestamp>.*?)\] "(?P<method>\S+) (?P<path>\S+) \S+" (?P<status>\d+) (?P<size>\S+)(?: (?P<response_time>\d+))?'
-
-def parse_line(line: str) -> Optional[Dict[str, Any]]:
-    line = line.strip()
-    if not line: return None
-    if line.startswith('{'):
-        try: return json.loads(line)
-        except json.JSONDecodeError: pass
-    match = re.match(APACHE_REGEX, line)
-    if match:
-        data = match.groupdict()
-        data['status'] = int(data['status'])
-        data['response_time'] = int(data['response_time']) if data.get('response_time') else 0
-        try:
-            data['dt'] = datetime.strptime(data['timestamp'].split(' ')[0], '%d/%b/%Y:%H:%M:%S')
-        except:
-            data['dt'] = datetime.now()
-        return data
-    return None
-
-def format_table(data: Dict[str, Any]) -> str:
-    output = []
-    for section, content in data.items():
-        output.append(f"┌─ {section.replace('_', ' ').upper()} ─" + "─" * 20)
-        if isinstance(content, dict):
-            for k, v in content.items():
-                output.append(f"│ {str(k):<15} │ {str(v):<10} │")
-        elif isinstance(content, list):
-            for item in content:
-                label = item[0] if isinstance(item, (list, tuple)) else str(item)
-                val = item[1] if isinstance(item, (list, tuple)) else ""
-                output.append(f"│ {str(label):<15} │ {str(val):<10} │")
-        output.append("└" + "─" * 30)
-    return "\n".join(output)
-
-def group_by_time(logs: List[Dict[str, Any]], interval: str) -> Dict[str, int]:
-    groups = defaultdict(int)
-    for log in logs:
-        dt = log.get('dt', datetime.now())
-        if interval == 'hour': key = dt.strftime('%Y-%m-%d %H:00')
-        elif interval == 'day': key = dt.strftime('%Y-%m-%d')
-        elif interval == 'week': key = dt.strftime('%Y-W%U')
-        groups[key] += 1
-    return dict(sorted(groups.items()))
-
-def analyze_logs(logs: List[Dict[str, Any]], limit: int = 10, group_interval: Optional[str] = None) -> Dict[str, Any]:
-    res = {
-        "top_ips": Counter([l['ip'] for l in logs if 'ip' in l]).most_common(limit),
-        "status_distribution": dict(Counter([l['status'] for l in logs if 'status' in l])),
-    }
-    if group_interval:
-        res["time_grouping"] = group_by_time(logs, group_interval)
-    return res
-
-def main() -> None:
-    parser = argparse.ArgumentParser(description="Log Analyzer Tool")
-    parser.add_argument("file", help="Path to log file")
-    parser.add_argument("--format", choices=["table", "json", "csv"], default="table")
-    parser.add_argument("--limit", type=int, default=10)
-    parser.add_argument("--group-by", choices=["hour", "day", "week"], help="Time-based grouping")
-    args = parser.parse_args()
-    
-    logs = [p for line in open(args.file) if (p := parse_line(line))]
-    results = analyze_logs(logs, args.limit, args.group_by)
-    
-    if args.format == "json":
-        print(json.dumps(results, indent=2, default=str))
-    elif args.format == "csv":
-        writer = csv.writer(sys.stdout)
-        for k, v in results.items(): writer.writerow([k, str(v)])
-    else:
-        print(format_table(results))
-
-if __name__ == "__main__":
-    main()
\ No newline at end of file
diff --git a/evals/data/experiments/013-python-data-pipeline/eval.json b/evals/data/experiments/013-python-data-pipeline/eval.json
deleted file mode 100644
index e552675..0000000
--- a/evals/data/experiments/013-python-data-pipeline/eval.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.201,
-      "token_f1": 0.4361,
-      "base_char_count": 3023,
-      "aap_char_count": 2360,
-      "char_delta_pct": -21.9,
-      "lines_added": 73,
-      "lines_removed": 79,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.0478,
-      "token_f1": 0.16,
-      "base_char_count": 784,
-      "aap_char_count": 2018,
-      "char_delta_pct": 157.4,
-      "lines_added": 75,
-      "lines_removed": 14,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.1093,
-      "token_f1": 0.2143,
-      "base_char_count": 885,
-      "aap_char_count": 2171,
-      "char_delta_pct": 145.3,
-      "lines_added": 77,
-      "lines_removed": 19,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 3,
-      "sequence_similarity": 0.1229,
-      "token_f1": 0.1732,
-      "base_char_count": 974,
-      "aap_char_count": 2574,
-      "char_delta_pct": 164.3,
-      "lines_added": 87,
-      "lines_removed": 17,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.1202,
-  "mean_token_f1": 0.2459,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/013-python-data-pipeline/metrics.json b/evals/data/experiments/013-python-data-pipeline/metrics.json
deleted file mode 100644
index 25a6563..0000000
--- a/evals/data/experiments/013-python-data-pipeline/metrics.json
+++ /dev/null
@@ -1,228 +0,0 @@
-{
-  "experiment_id": "013-python-data-pipeline",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:54:53.116719+00:00",
-  "format": "text/x-python",
-  "base_turn0": {
-    "input_tokens": 121,
-    "output_tokens": 799,
-    "latency_ms": 4036,
-    "artifact_bytes": 2624
-  },
-  "aap_turn0": {
-    "input_tokens": 460,
-    "output_tokens": 634,
-    "latency_ms": 6196,
-    "artifact_bytes": 2133
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new transformation step that calculates a 'customer_lifetime_value' metric",
-        "input_tokens": 944,
-        "output_tokens": 276,
-        "latency_ms": 2693,
-        "output_bytes": 850,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the validation section to add a check that rejects rows where the sale da",
-        "input_tokens": 1241,
-        "output_tokens": 235,
-        "latency_ms": 1733,
-        "output_bytes": 859,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite the loading section to also output a summary CSV with one row per region",
-        "input_tokens": 1504,
-        "output_tokens": 269,
-        "latency_ms": 1884,
-        "output_bytes": 876,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 3689,
-    "total_output_tokens": 780,
-    "total_latency_ms": 6310
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new transformation step that calculates a 'customer_lifetime_value' metric",
-        "input_tokens": 1766,
-        "output_tokens": 732,
-        "latency_ms": 3183,
-        "output_bytes": 2325,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the validation section to add a check that rejects rows where the sale da",
-        "input_tokens": 1817,
-        "output_tokens": 148,
-        "latency_ms": 1318,
-        "output_bytes": 2441,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite the loading section to also output a summary CSV with one row per region",
-        "input_tokens": 1855,
-        "output_tokens": 843,
-        "latency_ms": 8543,
-        "output_bytes": 2720,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 5438,
-    "total_output_tokens": 1723,
-    "total_latency_ms": 13044,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": -120.9,
-    "input_token_savings_pct": -47.4,
-    "latency_savings_pct": -106.7
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 121,
-        "base_output": 799,
-        "base_latency_ms": 4036,
-        "aap_input": 460,
-        "aap_output": 634,
-        "aap_latency_ms": 6196
-      },
-      {
-        "turn": 1,
-        "base_input": 944,
-        "base_output": 276,
-        "base_latency_ms": 2693,
-        "aap_input": 1766,
-        "aap_output": 732,
-        "aap_latency_ms": 3183,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1241,
-        "base_output": 235,
-        "base_latency_ms": 1733,
-        "aap_input": 1817,
-        "aap_output": 148,
-        "aap_latency_ms": 1318,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 1504,
-        "base_output": 269,
-        "base_latency_ms": 1884,
-        "aap_input": 1855,
-        "aap_output": 843,
-        "aap_latency_ms": 8543,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 3810,
-      "base_output": 1579,
-      "base_combined": 5389,
-      "aap_input": 5898,
-      "aap_output": 2357,
-      "aap_combined": 8255,
-      "base_latency_ms": 10346,
-      "aap_latency_ms": 19240,
-      "output_savings_pct": -49.3,
-      "input_delta_pct": 54.8,
-      "combined_savings_pct": -53.2,
-      "latency_savings_pct": -86.0
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.2489,
-        "token_f1": 0.4872,
-        "base_char_count": 2624,
-        "aap_char_count": 1852,
-        "char_delta_pct": -29.4,
-        "lines_added": 46,
-        "lines_removed": 76,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.1672,
-        "token_f1": 0.3592,
-        "base_char_count": 850,
-        "aap_char_count": 2044,
-        "char_delta_pct": 140.5,
-        "lines_added": 68,
-        "lines_removed": 23,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0874,
-        "token_f1": 0.2231,
-        "base_char_count": 859,
-        "aap_char_count": 2160,
-        "char_delta_pct": 151.5,
-        "lines_added": 65,
-        "lines_removed": 20,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.1086,
-        "token_f1": 0.1647,
-        "base_char_count": 876,
-        "aap_char_count": 2439,
-        "char_delta_pct": 178.4,
-        "lines_added": 76,
-        "lines_removed": 25,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.153,
-    "mean_token_f1": 0.3085,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-0.py b/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-0.py
deleted file mode 100644
index d7a7810..0000000
--- a/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-0.py
+++ /dev/null
@@ -1,64 +0,0 @@
-import pandas as pd
-import numpy as np
-from dataclasses import dataclass
-from typing import List
-from pathlib import Path
-import json
-
-<aap:target id="pipeline-config">
-@dataclass
-class ETLConfig:
-    input_path: str
-    output_dir: str
-    required_columns: List[str] = None
-    date_col: str = "order_date"
-</aap:target>
-
-<aap:target id="pipeline-engine">
-class SalesETLPipeline:
-    def __init__(self, config: ETLConfig):
-        self.config = config
-        Path(config.output_dir).mkdir(parents=True, exist_ok=True)
-
-    def extract(self, file_path: str) -> pd.DataFrame:
-        <aap:target id="extraction-logic">
-        df = pd.read_csv(file_path, encoding='utf-8-sig', parse_dates=[self.config.date_col])
-        return df
-        </aap:target>
-
-    def validate(self, df: pd.DataFrame):
-        <aap:target id="validation-logic">
-        if df.isnull().any().any():
-            raise ValueError("Null values detected in dataset")
-        if df.duplicated().any():
-            raise ValueError("Duplicate rows detected")
-        </aap:target>
-
-    def transform(self, df: pd.DataFrame) -> pd.DataFrame:
-        <aap:target id="transformation-logic">
-        # Clean column names
-        df.columns = [c.lower().replace(' ', '_') for c in df.columns]
-        
-        # Derived metrics
-        df['profit_margin'] = (df['revenue'] - df['cost']) / df['revenue']
-        
-        # Categorize
-        df['product_tier'] = pd.cut(df['revenue'], bins=[0, 100, 500, np.inf], labels=['Low', 'Mid', 'High'])
-        
-        # Aggregate
-        summary = df.groupby('region').agg({'revenue': 'sum', 'profit_margin': 'mean'})
-        return df, summary
-        </aap:target>
-
-    def load(self, df: pd.DataFrame, summary: pd.DataFrame):
-        <aap:target id="loading-logic">
-        df.to_parquet(f"{self.config.output_dir}/processed_sales.parquet")
-        summary.to_json(f"{self.config.output_dir}/regional_summary.json")
-        </aap:target>
-
-    def run(self, file_path: str):
-        df = self.extract(file_path)
-        self.validate(df)
-        df, summary = self.transform(df)
-        self.load(df, summary)
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-1.json b/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-1.json
deleted file mode 100644
index e242382..0000000
--- a/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "sales-etl-pipeline",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "import pandas as pd\nimport numpy as np\nfrom dataclasses import dataclass\nfrom typing import List\nfrom pathlib import Path\nimport json\n\n<aap:target id=\"pipeline-config\">\n@dataclass\nclass ETLConfig:\n    input_path: str\n    output_dir: str\n    required_columns: List[str] = None\n    date_col: str = \"order_date\"\n</aap:target>\n\n<aap:target id=\"pipeline-engine\">\nclass SalesETLPipeline:\n    def __init__(self, config: ETLConfig):\n        self.config = config\n        Path(config.output_dir).mkdir(parents=True, exist_ok=True)\n\n    def extract(self, file_path: str) -> pd.DataFrame:\n        <aap:target id=\"extraction-logic\">\n        df = pd.read_csv(file_path, encoding='utf-8-sig', parse_dates=[self.config.date_col])\n        return df\n        </aap:target>\n\n    def validate(self, df: pd.DataFrame):\n        <aap:target id=\"validation-logic\">\n        if df.isnull().any().any():\n            raise ValueError(\"Null values detected in dataset\")\n        if df.duplicated().any():\n            raise ValueError(\"Duplicate rows detected\")\n        </aap:target>\n\n    def transform(self, df: pd.DataFrame) -> pd.DataFrame:\n        <aap:target id=\"transformation-logic\">\n        # Clean column names\n        df.columns = [c.lower().replace(' ', '_') for c in df.columns]\n        \n        # Derived metrics\n        df['profit_margin'] = (df['revenue'] - df['cost']) / df['revenue']\n        \n        # Categorize\n        df['product_tier'] = pd.cut(df['revenue'], bins=[0, 100, 500, np.inf], labels=['Low', 'Mid', 'High'])\n        \n        # Customer Lifetime Value\n        clv = df.groupby('customer_id')['revenue'].sum().rename('customer_lifetime_value')\n        df = df.merge(clv, on='customer_id', how='left')\n        \n        # Aggregate\n        summary = df.groupby('region').agg({'revenue': 'sum', 'profit_margin': 'mean'})\n        return df, summary\n        </aap:target>\n\n    def load(self, df: pd.DataFrame, summary: pd.DataFrame):\n        <aap:target id=\"loading-logic\">\n        df.to_parquet(f\"{self.config.output_dir}/processed_sales.parquet\")\n        summary.to_json(f\"{self.config.output_dir}/regional_summary.json\")\n        </aap:target>\n\n    def run(self, file_path: str):\n        df = self.extract(file_path)\n        self.validate(df)\n        df, summary = self.transform(df)\n        self.load(df, summary)\n</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-1.py b/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-1.py
deleted file mode 100644
index 66d7f7e..0000000
--- a/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-1.py
+++ /dev/null
@@ -1,68 +0,0 @@
-import pandas as pd
-import numpy as np
-from dataclasses import dataclass
-from typing import List
-from pathlib import Path
-import json
-
-<aap:target id="pipeline-config">
-@dataclass
-class ETLConfig:
-    input_path: str
-    output_dir: str
-    required_columns: List[str] = None
-    date_col: str = "order_date"
-</aap:target>
-
-<aap:target id="pipeline-engine">
-class SalesETLPipeline:
-    def __init__(self, config: ETLConfig):
-        self.config = config
-        Path(config.output_dir).mkdir(parents=True, exist_ok=True)
-
-    def extract(self, file_path: str) -> pd.DataFrame:
-        <aap:target id="extraction-logic">
-        df = pd.read_csv(file_path, encoding='utf-8-sig', parse_dates=[self.config.date_col])
-        return df
-        </aap:target>
-
-    def validate(self, df: pd.DataFrame):
-        <aap:target id="validation-logic">
-        if df.isnull().any().any():
-            raise ValueError("Null values detected in dataset")
-        if df.duplicated().any():
-            raise ValueError("Duplicate rows detected")
-        </aap:target>
-
-    def transform(self, df: pd.DataFrame) -> pd.DataFrame:
-        <aap:target id="transformation-logic">
-        # Clean column names
-        df.columns = [c.lower().replace(' ', '_') for c in df.columns]
-        
-        # Derived metrics
-        df['profit_margin'] = (df['revenue'] - df['cost']) / df['revenue']
-        
-        # Categorize
-        df['product_tier'] = pd.cut(df['revenue'], bins=[0, 100, 500, np.inf], labels=['Low', 'Mid', 'High'])
-        
-        # Customer Lifetime Value
-        clv = df.groupby('customer_id')['revenue'].sum().rename('customer_lifetime_value')
-        df = df.merge(clv, on='customer_id', how='left')
-        
-        # Aggregate
-        summary = df.groupby('region').agg({'revenue': 'sum', 'profit_margin': 'mean'})
-        return df, summary
-        </aap:target>
-
-    def load(self, df: pd.DataFrame, summary: pd.DataFrame):
-        <aap:target id="loading-logic">
-        df.to_parquet(f"{self.config.output_dir}/processed_sales.parquet")
-        summary.to_json(f"{self.config.output_dir}/regional_summary.json")
-        </aap:target>
-
-    def run(self, file_path: str):
-        df = self.extract(file_path)
-        self.validate(df)
-        df, summary = self.transform(df)
-        self.load(df, summary)
-</aap:target>
diff --git a/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-2.json b/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-2.json
deleted file mode 100644
index 107483c..0000000
--- a/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "pipeline-engine-v1",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "validation-logic"
-      },
-      "content": "        if df.isnull().any().any():\n            raise ValueError(\"Null values detected in dataset\")\n        if df.duplicated().any():\n            raise ValueError(\"Duplicate rows detected\")\n        if (df[self.config.date_col] > pd.Timestamp.now()).any():\n            raise ValueError(\"Future sale dates detected\")\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-2.py b/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-2.py
deleted file mode 100644
index e1e8c08..0000000
--- a/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-2.py
+++ /dev/null
@@ -1,69 +0,0 @@
-import pandas as pd
-import numpy as np
-from dataclasses import dataclass
-from typing import List
-from pathlib import Path
-import json
-
-<aap:target id="pipeline-config">
-@dataclass
-class ETLConfig:
-    input_path: str
-    output_dir: str
-    required_columns: List[str] = None
-    date_col: str = "order_date"
-</aap:target>
-
-<aap:target id="pipeline-engine">
-class SalesETLPipeline:
-    def __init__(self, config: ETLConfig):
-        self.config = config
-        Path(config.output_dir).mkdir(parents=True, exist_ok=True)
-
-    def extract(self, file_path: str) -> pd.DataFrame:
-        <aap:target id="extraction-logic">
-        df = pd.read_csv(file_path, encoding='utf-8-sig', parse_dates=[self.config.date_col])
-        return df
-        </aap:target>
-
-    def validate(self, df: pd.DataFrame):
-        <aap:target id="validation-logic">        if df.isnull().any().any():
-            raise ValueError("Null values detected in dataset")
-        if df.duplicated().any():
-            raise ValueError("Duplicate rows detected")
-        if (df[self.config.date_col] > pd.Timestamp.now()).any():
-            raise ValueError("Future sale dates detected")
-</aap:target>
-
-    def transform(self, df: pd.DataFrame) -> pd.DataFrame:
-        <aap:target id="transformation-logic">
-        # Clean column names
-        df.columns = [c.lower().replace(' ', '_') for c in df.columns]
-        
-        # Derived metrics
-        df['profit_margin'] = (df['revenue'] - df['cost']) / df['revenue']
-        
-        # Categorize
-        df['product_tier'] = pd.cut(df['revenue'], bins=[0, 100, 500, np.inf], labels=['Low', 'Mid', 'High'])
-        
-        # Customer Lifetime Value
-        clv = df.groupby('customer_id')['revenue'].sum().rename('customer_lifetime_value')
-        df = df.merge(clv, on='customer_id', how='left')
-        
-        # Aggregate
-        summary = df.groupby('region').agg({'revenue': 'sum', 'profit_margin': 'mean'})
-        return df, summary
-        </aap:target>
-
-    def load(self, df: pd.DataFrame, summary: pd.DataFrame):
-        <aap:target id="loading-logic">
-        df.to_parquet(f"{self.config.output_dir}/processed_sales.parquet")
-        summary.to_json(f"{self.config.output_dir}/regional_summary.json")
-        </aap:target>
-
-    def run(self, file_path: str):
-        df = self.extract(file_path)
-        self.validate(df)
-        df, summary = self.transform(df)
-        self.load(df, summary)
-</aap:target>
diff --git a/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-3.json b/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-3.json
deleted file mode 100644
index aa7c2a9..0000000
--- a/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "sales-pipeline-system",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "import pandas as pd\nimport numpy as np\nfrom dataclasses import dataclass\nfrom typing import List\nfrom pathlib import Path\nimport json\n\n<aap:target id=\"pipeline-config\">\n@dataclass\nclass ETLConfig:\n    input_path: str\n    output_dir: str\n    required_columns: List[str] = None\n    date_col: str = \"order_date\"\n</aap:target>\n\n<aap:target id=\"pipeline-engine\">\nclass SalesETLPipeline:\n    def __init__(self, config: ETLConfig):\n        self.config = config\n        Path(config.output_dir).mkdir(parents=True, exist_ok=True)\n\n    def extract(self, file_path: str) -> pd.DataFrame:\n        <aap:target id=\"extraction-logic\">\n        df = pd.read_csv(file_path, encoding='utf-8-sig', parse_dates=[self.config.date_col])\n        return df\n        </aap:target>\n\n    def validate(self, df: pd.DataFrame):\n        <aap:target id=\"validation-logic\">        if df.isnull().any().any():\n            raise ValueError(\"Null values detected in dataset\")\n        if df.duplicated().any():\n            raise ValueError(\"Duplicate rows detected\")\n        if (df[self.config.date_col] > pd.Timestamp.now()).any():\n            raise ValueError(\"Future sale dates detected\")\n</aap:target>\n\n    def transform(self, df: pd.DataFrame) -> pd.DataFrame:\n        <aap:target id=\"transformation-logic\">\n        # Clean column names\n        df.columns = [c.lower().replace(' ', '_') for c in df.columns]\n        \n        # Derived metrics\n        df['profit_margin'] = (df['revenue'] - df['cost']) / df['revenue']\n        \n        # Categorize\n        df['product_tier'] = pd.cut(df['revenue'], bins=[0, 100, 500, np.inf], labels=['Low', 'Mid', 'High'])\n        \n        # Customer Lifetime Value\n        clv = df.groupby('customer_id')['revenue'].sum().rename('customer_lifetime_value')\n        df = df.merge(clv, on='customer_id', how='left')\n        \n        # Aggregate\n        summary = df.groupby('region').agg({\n            'revenue': 'sum', \n            'order_id': 'count',\n            'profit_margin': 'mean'\n        }).rename(columns={'order_id': 'order_count'})\n        summary['average_order_value'] = summary['revenue'] / summary['order_count']\n        \n        return df, summary\n        </aap:target>\n\n    def load(self, df: pd.DataFrame, summary: pd.DataFrame):\n        <aap:target id=\"loading-logic\">\n        df.to_parquet(f\"{self.config.output_dir}/processed_sales.parquet\")\n        summary.to_json(f\"{self.config.output_dir}/regional_summary.json\")\n        summary.to_csv(f\"{self.config.output_dir}/regional_summary.csv\")\n        </aap:target>\n\n    def run(self, file_path: str):\n        df = self.extract(file_path)\n        self.validate(df)\n        df, summary = self.transform(df)\n        self.load(df, summary)\n</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-3.py b/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-3.py
deleted file mode 100644
index f10447f..0000000
--- a/evals/data/experiments/013-python-data-pipeline/outputs/aap/turn-3.py
+++ /dev/null
@@ -1,76 +0,0 @@
-import pandas as pd
-import numpy as np
-from dataclasses import dataclass
-from typing import List
-from pathlib import Path
-import json
-
-<aap:target id="pipeline-config">
-@dataclass
-class ETLConfig:
-    input_path: str
-    output_dir: str
-    required_columns: List[str] = None
-    date_col: str = "order_date"
-</aap:target>
-
-<aap:target id="pipeline-engine">
-class SalesETLPipeline:
-    def __init__(self, config: ETLConfig):
-        self.config = config
-        Path(config.output_dir).mkdir(parents=True, exist_ok=True)
-
-    def extract(self, file_path: str) -> pd.DataFrame:
-        <aap:target id="extraction-logic">
-        df = pd.read_csv(file_path, encoding='utf-8-sig', parse_dates=[self.config.date_col])
-        return df
-        </aap:target>
-
-    def validate(self, df: pd.DataFrame):
-        <aap:target id="validation-logic">        if df.isnull().any().any():
-            raise ValueError("Null values detected in dataset")
-        if df.duplicated().any():
-            raise ValueError("Duplicate rows detected")
-        if (df[self.config.date_col] > pd.Timestamp.now()).any():
-            raise ValueError("Future sale dates detected")
-</aap:target>
-
-    def transform(self, df: pd.DataFrame) -> pd.DataFrame:
-        <aap:target id="transformation-logic">
-        # Clean column names
-        df.columns = [c.lower().replace(' ', '_') for c in df.columns]
-        
-        # Derived metrics
-        df['profit_margin'] = (df['revenue'] - df['cost']) / df['revenue']
-        
-        # Categorize
-        df['product_tier'] = pd.cut(df['revenue'], bins=[0, 100, 500, np.inf], labels=['Low', 'Mid', 'High'])
-        
-        # Customer Lifetime Value
-        clv = df.groupby('customer_id')['revenue'].sum().rename('customer_lifetime_value')
-        df = df.merge(clv, on='customer_id', how='left')
-        
-        # Aggregate
-        summary = df.groupby('region').agg({
-            'revenue': 'sum', 
-            'order_id': 'count',
-            'profit_margin': 'mean'
-        }).rename(columns={'order_id': 'order_count'})
-        summary['average_order_value'] = summary['revenue'] / summary['order_count']
-        
-        return df, summary
-        </aap:target>
-
-    def load(self, df: pd.DataFrame, summary: pd.DataFrame):
-        <aap:target id="loading-logic">
-        df.to_parquet(f"{self.config.output_dir}/processed_sales.parquet")
-        summary.to_json(f"{self.config.output_dir}/regional_summary.json")
-        summary.to_csv(f"{self.config.output_dir}/regional_summary.csv")
-        </aap:target>
-
-    def run(self, file_path: str):
-        df = self.extract(file_path)
-        self.validate(df)
-        df, summary = self.transform(df)
-        self.load(df, summary)
-</aap:target>
diff --git a/evals/data/experiments/013-python-data-pipeline/outputs/base/turn-0.py b/evals/data/experiments/013-python-data-pipeline/outputs/base/turn-0.py
deleted file mode 100644
index 36199de..0000000
--- a/evals/data/experiments/013-python-data-pipeline/outputs/base/turn-0.py
+++ /dev/null
@@ -1,93 +0,0 @@
-import pandas as pd
-import numpy as np
-import json
-from dataclasses import dataclass
-from typing import List
-from pathlib import Path
-
-@dataclass
-class PipelineConfig:
-    input_path: str
-    output_dir: str
-    date_cols: List[str]
-    required_cols: List[str]
-
-def extract(config: PipelineConfig) -> pd.DataFrame:
-    df = pd.read_csv(
-        config.input_path, 
-        encoding='utf-8-sig', 
-        parse_dates=config.date_cols
-    )
-    return df
-
-def validate(df: pd.DataFrame, config: PipelineConfig):
-    # Check required columns
-    missing = [c for c in config.required_cols if c not in df.columns]
-    if missing: raise ValueError(f"Missing columns: {missing}")
-    
-    # Null checks
-    if df[config.required_cols].isnull().any().any():
-        print("Warning: Nulls detected in critical columns")
-        
-    # Range check
-    if (df['sales'] < 0).any():
-        raise ValueError("Negative sales detected")
-        
-    # Duplicate check
-    if df.duplicated().any():
-        df.drop_duplicates(inplace=True)
-        
-    return df
-
-def transform(df: pd.DataFrame) -> pd.DataFrame:
-    # Clean column names
-    df.columns = [c.lower().replace(' ', '_') for c in df.columns]
-    
-    # Derived metrics
-    df['profit'] = df['revenue'] - df['cost']
-    df['profit_margin'] = df['profit'] / df['revenue']
-    
-    # Categorization
-    df['product_tier'] = pd.cut(
-        df['revenue'], 
-        bins=[0, 1000, 5000, np.inf], 
-        labels=['Entry', 'Mid', 'Premium']
-    )
-    
-    # YoY Growth (Requires sorted data)
-    df = df.sort_values(['region', 'date'])
-    df['yoy_growth'] = df.groupby('region')['revenue'].pct_change(periods=1)
-    
-    return df
-
-def load(df: pd.DataFrame, output_dir: str):
-    path = Path(output_dir)
-    path.mkdir(parents=True, exist_ok=True)
-    
-    # Parquet
-    df.to_parquet(path / "sales_processed.parquet")
-    
-    # JSON Summary
-    summary = {
-        "total_revenue": float(df['revenue'].sum()),
-        "avg_margin": float(df['profit_margin'].mean()),
-        "region_sales": df.groupby('region')['revenue'].sum().to_dict()
-    }
-    with open(path / "summary.json", 'w') as f:
-        json.dump(summary, f, indent=4)
-
-def run_pipeline(config: PipelineConfig):
-    df = extract(config)
-    df = validate(df, config)
-    df = transform(df)
-    load(df, config.output_dir)
-    print("Pipeline completed successfully.")
-
-if __name__ == "__main__":
-    config = PipelineConfig(
-        input_path="sales_data.csv",
-        output_dir="./output",
-        date_cols=["date"],
-        required_cols=["date", "region", "revenue", "cost"]
-    )
-    # run_pipeline(config)
\ No newline at end of file
diff --git a/evals/data/experiments/013-python-data-pipeline/outputs/base/turn-1.py b/evals/data/experiments/013-python-data-pipeline/outputs/base/turn-1.py
deleted file mode 100644
index 7a6a367..0000000
--- a/evals/data/experiments/013-python-data-pipeline/outputs/base/turn-1.py
+++ /dev/null
@@ -1,23 +0,0 @@
-def transform(df: pd.DataFrame) -> pd.DataFrame:
-    # Existing cleaning and metrics
-    df.columns = [c.lower().replace(' ', '_') for c in df.columns]
-    df['profit'] = df['revenue'] - df['cost']
-    df['profit_margin'] = df['profit'] / df['revenue']
-    
-    # New: Customer Lifetime Value (CLV)
-    # Group by customer_id to calculate total spend across all history
-    clv_map = df.groupby('customer_id')['revenue'].sum().rename('customer_lifetime_value')
-    df = df.merge(clv_map, on='customer_id', how='left')
-    
-    # Categorization
-    df['product_tier'] = pd.cut(
-        df['revenue'], 
-        bins=[0, 1000, 5000, np.inf], 
-        labels=['Entry', 'Mid', 'Premium']
-    )
-    
-    # YoY Growth
-    df = df.sort_values(['region', 'date'])
-    df['yoy_growth'] = df.groupby('region')['revenue'].pct_change(periods=1)
-    
-    return df
\ No newline at end of file
diff --git a/evals/data/experiments/013-python-data-pipeline/outputs/base/turn-2.py b/evals/data/experiments/013-python-data-pipeline/outputs/base/turn-2.py
deleted file mode 100644
index 110d0ed..0000000
--- a/evals/data/experiments/013-python-data-pipeline/outputs/base/turn-2.py
+++ /dev/null
@@ -1,24 +0,0 @@
-def validate(df: pd.DataFrame, config: PipelineConfig):
-    # Check required columns
-    missing = [c for c in config.required_cols if c not in df.columns]
-    if missing: raise ValueError(f"Missing columns: {missing}")
-    
-    # Null checks
-    if df[config.required_cols].isnull().any().any():
-        print("Warning: Nulls detected in critical columns")
-        
-    # Range check: Sales cannot be negative
-    if (df['sales'] < 0).any():
-        raise ValueError("Negative sales detected")
-        
-    # Future date check
-    today = pd.Timestamp.now()
-    if (df['date'] > today).any():
-        future_rows = df[df['date'] > today].shape[0]
-        raise ValueError(f"Validation failed: {future_rows} rows have a future date.")
-        
-    # Duplicate check
-    if df.duplicated().any():
-        df.drop_duplicates(inplace=True)
-        
-    return df
\ No newline at end of file
diff --git a/evals/data/experiments/013-python-data-pipeline/outputs/base/turn-3.py b/evals/data/experiments/013-python-data-pipeline/outputs/base/turn-3.py
deleted file mode 100644
index e66d145..0000000
--- a/evals/data/experiments/013-python-data-pipeline/outputs/base/turn-3.py
+++ /dev/null
@@ -1,25 +0,0 @@
-def load(df: pd.DataFrame, output_dir: str):
-    path = Path(output_dir)
-    path.mkdir(parents=True, exist_ok=True)
-    
-    # Parquet export
-    df.to_parquet(path / "sales_processed.parquet")
-    
-    # Regional Summary CSV
-    # Aggregating total revenue, order count (rows), and average order value
-    regional_summary = df.groupby('region').agg(
-        total_revenue=('revenue', 'sum'),
-        order_count=('revenue', 'count'),
-        avg_order_value=('revenue', 'mean')
-    ).reset_index()
-    
-    regional_summary.to_csv(path / "regional_summary.csv", index=False)
-    
-    # JSON Summary (General metrics)
-    summary = {
-        "total_revenue": float(df['revenue'].sum()),
-        "avg_margin": float(df['profit_margin'].mean()),
-        "total_orders": int(len(df))
-    }
-    with open(path / "summary.json", 'w') as f:
-        json.dump(summary, f, indent=4)
\ No newline at end of file
diff --git a/evals/data/experiments/014-python-pytest-suite/metrics.json b/evals/data/experiments/014-python-pytest-suite/metrics.json
deleted file mode 100644
index 08e0987..0000000
--- a/evals/data/experiments/014-python-pytest-suite/metrics.json
+++ /dev/null
@@ -1,228 +0,0 @@
-{
-  "experiment_id": "014-python-pytest-suite",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:55:22.761764+00:00",
-  "format": "text/x-python",
-  "base_turn0": {
-    "input_tokens": 128,
-    "output_tokens": 1065,
-    "latency_ms": 5045,
-    "artifact_bytes": 3643
-  },
-  "aap_turn0": {
-    "input_tokens": 447,
-    "output_tokens": 1118,
-    "latency_ms": 12549,
-    "artifact_bytes": 4935
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new fixture 'sample_superadmin' with elevated permissions and update the p",
-        "input_tokens": 1221,
-        "output_tokens": 386,
-        "latency_ms": 2991,
-        "output_bytes": 1461,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Add 3 new parametrized test cases to test-login for multi-factor authentication ",
-        "input_tokens": 1639,
-        "output_tokens": 357,
-        "latency_ms": 2725,
-        "output_bytes": 1167,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite the test-registration section to include tests for OAuth signup via Goog",
-        "input_tokens": 2015,
-        "output_tokens": 572,
-        "latency_ms": 3211,
-        "output_bytes": 2029,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 4875,
-    "total_output_tokens": 1315,
-    "total_latency_ms": 8927
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new fixture 'sample_superadmin' with elevated permissions and update the p",
-        "input_tokens": 2595,
-        "output_tokens": 1718,
-        "latency_ms": 6584,
-        "output_bytes": 5636,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Add 3 new parametrized test cases to test-login for multi-factor authentication ",
-        "input_tokens": 2803,
-        "output_tokens": 1860,
-        "latency_ms": 16228,
-        "output_bytes": 5997,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite the test-registration section to include tests for OAuth signup via Goog",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 2271,
-        "output_bytes": 5997,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 5398,
-    "total_output_tokens": 3578,
-    "total_latency_ms": 25083,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.6666666666666666
-  },
-  "comparison": {
-    "output_token_savings_pct": -172.1,
-    "input_token_savings_pct": -10.7,
-    "latency_savings_pct": -181.0
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 128,
-        "base_output": 1065,
-        "base_latency_ms": 5045,
-        "aap_input": 447,
-        "aap_output": 1118,
-        "aap_latency_ms": 12549
-      },
-      {
-        "turn": 1,
-        "base_input": 1221,
-        "base_output": 386,
-        "base_latency_ms": 2991,
-        "aap_input": 2595,
-        "aap_output": 1718,
-        "aap_latency_ms": 6584,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1639,
-        "base_output": 357,
-        "base_latency_ms": 2725,
-        "aap_input": 2803,
-        "aap_output": 1860,
-        "aap_latency_ms": 16228,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 2015,
-        "base_output": 572,
-        "base_latency_ms": 3211,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 2271,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 5003,
-      "base_output": 2380,
-      "base_combined": 7383,
-      "aap_input": 5845,
-      "aap_output": 4696,
-      "aap_combined": 10541,
-      "base_latency_ms": 13972,
-      "aap_latency_ms": 37632,
-      "output_savings_pct": -97.3,
-      "input_delta_pct": 16.8,
-      "combined_savings_pct": -42.8,
-      "latency_savings_pct": -169.3
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.0553,
-        "token_f1": 0.2807,
-        "base_char_count": 3643,
-        "aap_char_count": 4935,
-        "char_delta_pct": 35.5,
-        "lines_added": 113,
-        "lines_removed": 90,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.0377,
-        "token_f1": 0.1526,
-        "base_char_count": 1461,
-        "aap_char_count": 5597,
-        "char_delta_pct": 283.1,
-        "lines_added": 138,
-        "lines_removed": 26,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0508,
-        "token_f1": 0.1154,
-        "base_char_count": 1167,
-        "aap_char_count": 5958,
-        "char_delta_pct": 410.5,
-        "lines_added": 153,
-        "lines_removed": 29,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0258,
-        "token_f1": 0.1598,
-        "base_char_count": 2029,
-        "aap_char_count": 5958,
-        "char_delta_pct": 193.6,
-        "lines_added": 151,
-        "lines_removed": 42,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.0424,
-    "mean_token_f1": 0.1771,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-0.py b/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-0.py
deleted file mode 100644
index b99cec1..0000000
--- a/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-0.py
+++ /dev/null
@@ -1,127 +0,0 @@
-import pytest
-from flask import Flask
-from yourapp import create_app, db
-from yourapp.models import User
-
-@pytest.fixture(scope='module')
-def test_client():
-    app = create_app('testing')
-    with app.test_client() as client:
-        with app.app_context():
-            db.create_all()
-        yield client
-        with app.app_context():
-            db.drop_all()
-
-@pytest.fixture(scope='module')
-def sample_users():
-    user1 = User(email='admin@example.com', password='StrongPass123!', role='admin', active=True)
-    user2 = User(email='user@example.com', password='StrongPass123!', role='user', active=True)
-    user3 = User(email='inactive@example.com', password='StrongPass123!', role='user', active=False)
-    return user1, user2, user3
-
-@pytest.fixture(scope='module')
-def auth_headers(sample_users):
-    user1, user2, _ = sample_users
-    headers = {}
-    headers['Authorization'] = f"Bearer {user1.get_token()}"
-    return headers
-
-def test_valid_signup(test_client):
-    response = test_client.post('/register', json={
-        'email': 'newuser@example.com',
-        'password': 'NewStrongPass123!'
-    })
-    assert response.status_code == 201, "Should create a new user successfully."
-
-def test_duplicate_email(test_client, sample_users):
-    user1, _, _ = sample_users
-    test_client.post('/register', json={
-        'email': user1.email,
-        'password': 'SomePassword123!'
-    })
-    response = test_client.post('/register', json={
-        'email': user1.email,
-        'password': 'AnotherPassword123!'
-    })
-    assert response.status_code == 400, "Should not allow duplicate email registration."
-
-@pytest.mark.parametrize("email, password, expected_status", [
-    ('invalidemail', 'ValidPass123!', 400),
-    ('valid@example.com', 'weak', 400),
-    ('', 'ValidPass123!', 400),
-    ('valid@example.com', '', 400),
-])
-def test_registration_validation(test_client, email, password, expected_status):
-    response = test_client.post('/register', json={
-        'email': email,
-        'password': password
-    })
-    assert response.status_code == expected_status, f"Expected status {expected_status} for email: {email}, password: {password}"
-
-def test_valid_login(test_client, sample_users):
-    user1, _, _ = sample_users
-    response = test_client.post('/login', json={
-        'email': user1.email,
-        'password': 'StrongPass123!'
-    })
-    assert response.status_code == 200, "Should log in successfully with correct credentials."
-
-def test_wrong_password(test_client, sample_users):
-    user1, _, _ = sample_users
-    response = test_client.post('/login', json={
-        'email': user1.email,
-        'password': 'WrongPassword!'
-    })
-    assert response.status_code == 401, "Should return unauthorized for incorrect password."
-
-def test_inactive_user_login(test_client, sample_users):
-    _, _, user3 = sample_users
-    response = test_client.post('/login', json={
-        'email': user3.email,
-        'password': 'StrongPass123!'
-    })
-    assert response.status_code == 403, "Should return forbidden for inactive users."
-
-def test_rate_limiting(test_client):
-    for _ in range(6):  # Assuming limit is 5 attempts
-        response = test_client.post('/login', json={
-            'email': 'wrong@example.com',
-            'password': 'WrongPassword!'
-        })
-    assert response.status_code == 429, "Should be rate limited after too many requests."
-
-def test_token_refresh(test_client, sample_users):
-    user1, _, _ = sample_users
-    login_response = test_client.post('/login', json={
-        'email': user1.email,
-        'password': 'StrongPass123!'
-    })
-    token = login_response.json['token']
-
-    response = test_client.post('/token/refresh', headers={'Authorization': f'Bearer {token}'})
-    assert response.status_code == 200, "Should successfully refresh token."
-
-def test_admin_only_endpoint(test_client, auth_headers):
-    response = test_client.get('/admin-only', headers=auth_headers)
-    assert response.status_code == 200, "Admins should have access to admin-only endpoints."
-
-def test_resource_ownership(test_client, auth_headers, sample_users):
-    user1, user2, _ = sample_users
-    
-    # Assuming we've created resources here
-    response = test_client.get(f'/resource/{user2.id}', headers=auth_headers)
-    assert response.status_code == 403, "Users should not access resources owned by others."
-
-def test_role_escalation_prevention(test_client, sample_users):
-    _, user2, _ = sample_users
-    response = test_client.post('/promote', json={'email': user2.email}, headers=auth_headers)
-    assert response.status_code == 403, "Regular users should not be allowed to promote roles."
-
-@pytest.mark.parametrize("endpoint", [
-    '/admin-only',
-    '/resource/1'
-])
-def test_access_control(test_client, endpoint, auth_headers):
-    response = test_client.get(endpoint, headers=auth_headers)
-    assert response.status_code == 200, f"User should have access to {endpoint}."
\ No newline at end of file
diff --git a/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-1.json b/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-1.json
deleted file mode 100644
index f66f078..0000000
--- a/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user_tests_v2",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "import pytest\nfrom flask import Flask\nfrom yourapp import create_app, db\nfrom yourapp.models import User\n\n<aap:target id=\"fixtures\">\n@pytest.fixture(scope='module')\ndef test_client():\n    app = create_app('testing')\n    with app.test_client() as client:\n        with app.app_context():\n            db.create_all()\n        yield client\n        with app.app_context():\n            db.drop_all()\n\n@pytest.fixture(scope='module')\ndef sample_users():\n    user1 = User(email='admin@example.com', password='StrongPass123!', role='admin', active=True)\n    user2 = User(email='user@example.com', password='StrongPass123!', role='user', active=True)\n    user3 = User(email='inactive@example.com', password='StrongPass123!', role='user', active=False)\n    return user1, user2, user3\n\n@pytest.fixture(scope='module')\ndef sample_superadmin():\n    return User(email='super@example.com', password='StrongPass123!', role='superadmin', active=True)\n\n@pytest.fixture(scope='module')\ndef auth_headers(sample_users):\n    user1, user2, _ = sample_users\n    headers = {}\n    headers['Authorization'] = f\"Bearer {user1.get_token()}\"\n    return headers\n\n@pytest.fixture(scope='module')\ndef superadmin_headers(sample_superadmin):\n    headers = {}\n    headers['Authorization'] = f\"Bearer {sample_superadmin.get_token()}\"\n    return headers\n</aap:target>\n\ndef test_valid_signup(test_client):\n    response = test_client.post('/register', json={\n        'email': 'newuser@example.com',\n        'password': 'NewStrongPass123!'\n    })\n    assert response.status_code == 201, \"Should create a new user successfully.\"\n\ndef test_duplicate_email(test_client, sample_users):\n    user1, _, _ = sample_users\n    test_client.post('/register', json={\n        'email': user1.email,\n        'password': 'SomePassword123!'\n    })\n    response = test_client.post('/register', json={\n        'email': user1.email,\n        'password': 'AnotherPassword123!'\n    })\n    assert response.status_code == 400, \"Should not allow duplicate email registration.\"\n\n@pytest.mark.parametrize(\"email, password, expected_status\", [\n    ('invalidemail', 'ValidPass123!', 400),\n    ('valid@example.com', 'weak', 400),\n    ('', 'ValidPass123!', 400),\n    ('valid@example.com', '', 400),\n])\ndef test_registration_validation(test_client, email, password, expected_status):\n    response = test_client.post('/register', json={\n        'email': email,\n        'password': password\n    })\n    assert response.status_code == expected_status, f\"Expected status {expected_status} for email: {email}, password: {password}\"\n\ndef test_valid_login(test_client, sample_users):\n    user1, _, _ = sample_users\n    response = test_client.post('/login', json={\n        'email': user1.email,\n        'password': 'StrongPass123!'\n    })\n    assert response.status_code == 200, \"Should log in successfully with correct credentials.\"\n\ndef test_wrong_password(test_client, sample_users):\n    user1, _, _ = sample_users\n    response = test_client.post('/login', json={\n        'email': user1.email,\n        'password': 'WrongPassword!'\n    })\n    assert response.status_code == 401, \"Should return unauthorized for incorrect password.\"\n\ndef test_inactive_user_login(test_client, sample_users):\n    _, _, user3 = sample_users\n    response = test_client.post('/login', json={\n        'email': user3.email,\n        'password': 'StrongPass123!'\n    })\n    assert response.status_code == 403, \"Should return forbidden for inactive users.\"\n\ndef test_rate_limiting(test_client):\n    for _ in range(6):  # Assuming limit is 5 attempts\n        response = test_client.post('/login', json={\n            'email': 'wrong@example.com',\n            'password': 'WrongPassword!'\n        })\n    assert response.status_code == 429, \"Should be rate limited after too many requests.\"\n\ndef test_token_refresh(test_client, sample_users):\n    user1, _, _ = sample_users\n    login_response = test_client.post('/login', json={\n        'email': user1.email,\n        'password': 'StrongPass123!'\n    })\n    token = login_response.json['token']\n\n    response = test_client.post('/token/refresh', headers={'Authorization': f'Bearer {token}'})\n    assert response.status_code == 200, \"Should successfully refresh token.\"\n\ndef test_admin_only_endpoint(test_client, auth_headers):\n    response = test_client.get('/admin-only', headers=auth_headers)\n    assert response.status_code == 200, \"Admins should have access to admin-only endpoints.\"\n\ndef test_superadmin_access_all(test_client, superadmin_headers):\n    for endpoint in ['/admin-only', '/resource/1', '/super-secret']:\n        response = test_client.get(endpoint, headers=superadmin_headers)\n        assert response.status_code == 200, f\"Superadmin should have access to {endpoint}.\"\n\ndef test_resource_ownership(test_client, auth_headers, sample_users):\n    user1, user2, _ = sample_users\n    \n    # Assuming we've created resources here\n    response = test_client.get(f'/resource/{user2.id}', headers=auth_headers)\n    assert response.status_code == 403, \"Users should not access resources owned by others.\"\n\ndef test_role_escalation_prevention(test_client, sample_users, auth_headers):\n    _, user2, _ = sample_users\n    response = test_client.post('/promote', json={'email': user2.email}, headers=auth_headers)\n    assert response.status_code == 403, \"Regular users should not be allowed to promote roles.\"\n\n@pytest.mark.parametrize(\"endpoint\", [\n    '/admin-only',\n    '/resource/1'\n])\ndef test_access_control(test_client, endpoint, auth_headers):\n    response = test_client.get(endpoint, headers=auth_headers)\n    assert response.status_code == 200, f\"User should have access to {endpoint}.\"\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-1.py b/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-1.py
deleted file mode 100644
index 2072bc6..0000000
--- a/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-1.py
+++ /dev/null
@@ -1,144 +0,0 @@
-import pytest
-from flask import Flask
-from yourapp import create_app, db
-from yourapp.models import User
-
-<aap:target id="fixtures">
-@pytest.fixture(scope='module')
-def test_client():
-    app = create_app('testing')
-    with app.test_client() as client:
-        with app.app_context():
-            db.create_all()
-        yield client
-        with app.app_context():
-            db.drop_all()
-
-@pytest.fixture(scope='module')
-def sample_users():
-    user1 = User(email='admin@example.com', password='StrongPass123!', role='admin', active=True)
-    user2 = User(email='user@example.com', password='StrongPass123!', role='user', active=True)
-    user3 = User(email='inactive@example.com', password='StrongPass123!', role='user', active=False)
-    return user1, user2, user3
-
-@pytest.fixture(scope='module')
-def sample_superadmin():
-    return User(email='super@example.com', password='StrongPass123!', role='superadmin', active=True)
-
-@pytest.fixture(scope='module')
-def auth_headers(sample_users):
-    user1, user2, _ = sample_users
-    headers = {}
-    headers['Authorization'] = f"Bearer {user1.get_token()}"
-    return headers
-
-@pytest.fixture(scope='module')
-def superadmin_headers(sample_superadmin):
-    headers = {}
-    headers['Authorization'] = f"Bearer {sample_superadmin.get_token()}"
-    return headers
-</aap:target>
-
-def test_valid_signup(test_client):
-    response = test_client.post('/register', json={
-        'email': 'newuser@example.com',
-        'password': 'NewStrongPass123!'
-    })
-    assert response.status_code == 201, "Should create a new user successfully."
-
-def test_duplicate_email(test_client, sample_users):
-    user1, _, _ = sample_users
-    test_client.post('/register', json={
-        'email': user1.email,
-        'password': 'SomePassword123!'
-    })
-    response = test_client.post('/register', json={
-        'email': user1.email,
-        'password': 'AnotherPassword123!'
-    })
-    assert response.status_code == 400, "Should not allow duplicate email registration."
-
-@pytest.mark.parametrize("email, password, expected_status", [
-    ('invalidemail', 'ValidPass123!', 400),
-    ('valid@example.com', 'weak', 400),
-    ('', 'ValidPass123!', 400),
-    ('valid@example.com', '', 400),
-])
-def test_registration_validation(test_client, email, password, expected_status):
-    response = test_client.post('/register', json={
-        'email': email,
-        'password': password
-    })
-    assert response.status_code == expected_status, f"Expected status {expected_status} for email: {email}, password: {password}"
-
-def test_valid_login(test_client, sample_users):
-    user1, _, _ = sample_users
-    response = test_client.post('/login', json={
-        'email': user1.email,
-        'password': 'StrongPass123!'
-    })
-    assert response.status_code == 200, "Should log in successfully with correct credentials."
-
-def test_wrong_password(test_client, sample_users):
-    user1, _, _ = sample_users
-    response = test_client.post('/login', json={
-        'email': user1.email,
-        'password': 'WrongPassword!'
-    })
-    assert response.status_code == 401, "Should return unauthorized for incorrect password."
-
-def test_inactive_user_login(test_client, sample_users):
-    _, _, user3 = sample_users
-    response = test_client.post('/login', json={
-        'email': user3.email,
-        'password': 'StrongPass123!'
-    })
-    assert response.status_code == 403, "Should return forbidden for inactive users."
-
-def test_rate_limiting(test_client):
-    for _ in range(6):  # Assuming limit is 5 attempts
-        response = test_client.post('/login', json={
-            'email': 'wrong@example.com',
-            'password': 'WrongPassword!'
-        })
-    assert response.status_code == 429, "Should be rate limited after too many requests."
-
-def test_token_refresh(test_client, sample_users):
-    user1, _, _ = sample_users
-    login_response = test_client.post('/login', json={
-        'email': user1.email,
-        'password': 'StrongPass123!'
-    })
-    token = login_response.json['token']
-
-    response = test_client.post('/token/refresh', headers={'Authorization': f'Bearer {token}'})
-    assert response.status_code == 200, "Should successfully refresh token."
-
-def test_admin_only_endpoint(test_client, auth_headers):
-    response = test_client.get('/admin-only', headers=auth_headers)
-    assert response.status_code == 200, "Admins should have access to admin-only endpoints."
-
-def test_superadmin_access_all(test_client, superadmin_headers):
-    for endpoint in ['/admin-only', '/resource/1', '/super-secret']:
-        response = test_client.get(endpoint, headers=superadmin_headers)
-        assert response.status_code == 200, f"Superadmin should have access to {endpoint}."
-
-def test_resource_ownership(test_client, auth_headers, sample_users):
-    user1, user2, _ = sample_users
-    
-    # Assuming we've created resources here
-    response = test_client.get(f'/resource/{user2.id}', headers=auth_headers)
-    assert response.status_code == 403, "Users should not access resources owned by others."
-
-def test_role_escalation_prevention(test_client, sample_users, auth_headers):
-    _, user2, _ = sample_users
-    response = test_client.post('/promote', json={'email': user2.email}, headers=auth_headers)
-    assert response.status_code == 403, "Regular users should not be allowed to promote roles."
-
-@pytest.mark.parametrize("endpoint", [
-    '/admin-only',
-    '/resource/1'
-])
-def test_access_control(test_client, endpoint, auth_headers):
-    response = test_client.get(endpoint, headers=auth_headers)
-    assert response.status_code == 200, f"User should have access to {endpoint}."
diff --git a/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-2.json b/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-2.json
deleted file mode 100644
index b72c0ea..0000000
--- a/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "test_api_mfa_login_implementation",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "import pytest\nfrom flask import Flask\nfrom yourapp import create_app, db\nfrom yourapp.models import User\n\n<aap:target id=\"fixtures\">\n@pytest.fixture(scope='module')\ndef test_client():\n    app = create_app('testing')\n    with app.test_client() as client:\n        with app.app_context():\n            db.create_all()\n        yield client\n        with app.app_context():\n            db.drop_all()\n\n@pytest.fixture(scope='module')\ndef sample_users():\n    user1 = User(email='admin@example.com', password='StrongPass123!', role='admin', active=True)\n    user2 = User(email='user@example.com', password='StrongPass123!', role='user', active=True)\n    user3 = User(email='inactive@example.com', password='StrongPass123!', role='user', active=False)\n    return user1, user2, user3\n\n@pytest.fixture(scope='module')\ndef sample_superadmin():\n    return User(email='super@example.com', password='StrongPass123!', role='superadmin', active=True)\n\n@pytest.fixture(scope='module')\ndef auth_headers(sample_users):\n    user1, user2, _ = sample_users\n    headers = {}\n    headers['Authorization'] = f\"Bearer {user1.get_token()}\"\n    return headers\n\n@pytest.fixture(scope='module')\ndef superadmin_headers(sample_superadmin):\n    headers = {}\n    headers['Authorization'] = f\"Bearer {sample_superadmin.get_token()}\"\n    return headers\n</aap:target>\n\ndef test_valid_signup(test_client):\n    response = test_client.post('/register', json={\n        'email': 'newuser@example.com',\n        'password': 'NewStrongPass123!'\n    })\n    assert response.status_code == 201, \"Should create a new user successfully.\"\n\ndef test_duplicate_email(test_client, sample_users):\n    user1, _, _ = sample_users\n    test_client.post('/register', json={\n        'email': user1.email,\n        'password': 'SomePassword123!'\n    })\n    response = test_client.post('/register', json={\n        'email': user1.email,\n        'password': 'AnotherPassword123!'\n    })\n    assert response.status_code == 400, \"Should not allow duplicate email registration.\"\n\n@pytest.mark.parametrize(\"email, password, expected_status\", [\n    ('invalidemail', 'ValidPass123!', 400),\n    ('valid@example.com', 'weak', 400),\n    ('', 'ValidPass123!', 400),\n    ('valid@example.com', '', 400),\n])\ndef test_registration_validation(test_client, email, password, expected_status):\n    response = test_client.post('/register', json={\n        'email': email,\n        'password': password\n    })\n    assert response.status_code == expected_status, f\"Expected status {expected_status} for email: {email}, password: {password}\"\n\ndef test_valid_login(test_client, sample_users):\n    user1, _, _ = sample_users\n    response = test_client.post('/login', json={\n        'email': user1.email,\n        'password': 'StrongPass123!'\n    })\n    assert response.status_code == 200, \"Should log in successfully with correct credentials.\"\n\n@pytest.mark.parametrize(\"mfa_code, expected_status\", [\n    ('123456', 200),\n    ('000000', 401),\n    ('expired', 401),\n])\ndef test_mfa_login(test_client, mfa_code, expected_status):\n    response = test_client.post('/login/mfa', json={\n        'email': 'user@example.com',\n        'mfa_code': mfa_code\n    })\n    assert response.status_code == expected_status\n\ndef test_wrong_password(test_client, sample_users):\n    user1, _, _ = sample_users\n    response = test_client.post('/login', json={\n        'email': user1.email,\n        'password': 'WrongPassword!'\n    })\n    assert response.status_code == 401, \"Should return unauthorized for incorrect password.\"\n\ndef test_inactive_user_login(test_client, sample_users):\n    _, _, user3 = sample_users\n    response = test_client.post('/login', json={\n        'email': user3.email,\n        'password': 'StrongPass123!'\n    })\n    assert response.status_code == 403, \"Should return forbidden for inactive users.\"\n\ndef test_rate_limiting(test_client):\n    for _ in range(6):  # Assuming limit is 5 attempts\n        response = test_client.post('/login', json={\n            'email': 'wrong@example.com',\n            'password': 'WrongPassword!'\n        })\n    assert response.status_code == 429, \"Should be rate limited after too many requests.\"\n\ndef test_token_refresh(test_client, sample_users):\n    user1, _, _ = sample_users\n    login_response = test_client.post('/login', json={\n        'email': user1.email,\n        'password': 'StrongPass123!'\n    })\n    token = login_response.json['token']\n\n    response = test_client.post('/token/refresh', headers={'Authorization': f'Bearer {token}'})\n    assert response.status_code == 200, \"Should successfully refresh token.\"\n\ndef test_admin_only_endpoint(test_client, auth_headers):\n    response = test_client.get('/admin-only', headers=auth_headers)\n    assert response.status_code == 200, \"Admins should have access to admin-only endpoints.\"\n\ndef test_superadmin_access_all(test_client, superadmin_headers):\n    for endpoint in ['/admin-only', '/resource/1', '/super-secret']:\n        response = test_client.get(endpoint, headers=superadmin_headers)\n        assert response.status_code == 200, f\"Superadmin should have access to {endpoint}.\"\n\ndef test_resource_ownership(test_client, auth_headers, sample_users):\n    user1, user2, _ = sample_users\n    \n    # Assuming we've created resources here\n    response = test_client.get(f'/resource/{user2.id}', headers=auth_headers)\n    assert response.status_code == 403, \"Users should not access resources owned by others.\"\n\ndef test_role_escalation_prevention(test_client, sample_users, auth_headers):\n    _, user2, _ = sample_users\n    response = test_client.post('/promote', json={'email': user2.email}, headers=auth_headers)\n    assert response.status_code == 403, \"Regular users should not be allowed to promote roles.\"\n\n@pytest.mark.parametrize(\"endpoint\", [\n    '/admin-only',\n    '/resource/1'\n])\ndef test_access_control(test_client, endpoint, auth_headers):\n    response = test_client.get(endpoint, headers=auth_headers)\n    assert response.status_code == 200, f\"User should have access to {endpoint}.\"\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-2.py b/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-2.py
deleted file mode 100644
index 5e32386..0000000
--- a/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-2.py
+++ /dev/null
@@ -1,156 +0,0 @@
-import pytest
-from flask import Flask
-from yourapp import create_app, db
-from yourapp.models import User
-
-<aap:target id="fixtures">
-@pytest.fixture(scope='module')
-def test_client():
-    app = create_app('testing')
-    with app.test_client() as client:
-        with app.app_context():
-            db.create_all()
-        yield client
-        with app.app_context():
-            db.drop_all()
-
-@pytest.fixture(scope='module')
-def sample_users():
-    user1 = User(email='admin@example.com', password='StrongPass123!', role='admin', active=True)
-    user2 = User(email='user@example.com', password='StrongPass123!', role='user', active=True)
-    user3 = User(email='inactive@example.com', password='StrongPass123!', role='user', active=False)
-    return user1, user2, user3
-
-@pytest.fixture(scope='module')
-def sample_superadmin():
-    return User(email='super@example.com', password='StrongPass123!', role='superadmin', active=True)
-
-@pytest.fixture(scope='module')
-def auth_headers(sample_users):
-    user1, user2, _ = sample_users
-    headers = {}
-    headers['Authorization'] = f"Bearer {user1.get_token()}"
-    return headers
-
-@pytest.fixture(scope='module')
-def superadmin_headers(sample_superadmin):
-    headers = {}
-    headers['Authorization'] = f"Bearer {sample_superadmin.get_token()}"
-    return headers
-</aap:target>
-
-def test_valid_signup(test_client):
-    response = test_client.post('/register', json={
-        'email': 'newuser@example.com',
-        'password': 'NewStrongPass123!'
-    })
-    assert response.status_code == 201, "Should create a new user successfully."
-
-def test_duplicate_email(test_client, sample_users):
-    user1, _, _ = sample_users
-    test_client.post('/register', json={
-        'email': user1.email,
-        'password': 'SomePassword123!'
-    })
-    response = test_client.post('/register', json={
-        'email': user1.email,
-        'password': 'AnotherPassword123!'
-    })
-    assert response.status_code == 400, "Should not allow duplicate email registration."
-
-@pytest.mark.parametrize("email, password, expected_status", [
-    ('invalidemail', 'ValidPass123!', 400),
-    ('valid@example.com', 'weak', 400),
-    ('', 'ValidPass123!', 400),
-    ('valid@example.com', '', 400),
-])
-def test_registration_validation(test_client, email, password, expected_status):
-    response = test_client.post('/register', json={
-        'email': email,
-        'password': password
-    })
-    assert response.status_code == expected_status, f"Expected status {expected_status} for email: {email}, password: {password}"
-
-def test_valid_login(test_client, sample_users):
-    user1, _, _ = sample_users
-    response = test_client.post('/login', json={
-        'email': user1.email,
-        'password': 'StrongPass123!'
-    })
-    assert response.status_code == 200, "Should log in successfully with correct credentials."
-
-@pytest.mark.parametrize("mfa_code, expected_status", [
-    ('123456', 200),
-    ('000000', 401),
-    ('expired', 401),
-])
-def test_mfa_login(test_client, mfa_code, expected_status):
-    response = test_client.post('/login/mfa', json={
-        'email': 'user@example.com',
-        'mfa_code': mfa_code
-    })
-    assert response.status_code == expected_status
-
-def test_wrong_password(test_client, sample_users):
-    user1, _, _ = sample_users
-    response = test_client.post('/login', json={
-        'email': user1.email,
-        'password': 'WrongPassword!'
-    })
-    assert response.status_code == 401, "Should return unauthorized for incorrect password."
-
-def test_inactive_user_login(test_client, sample_users):
-    _, _, user3 = sample_users
-    response = test_client.post('/login', json={
-        'email': user3.email,
-        'password': 'StrongPass123!'
-    })
-    assert response.status_code == 403, "Should return forbidden for inactive users."
-
-def test_rate_limiting(test_client):
-    for _ in range(6):  # Assuming limit is 5 attempts
-        response = test_client.post('/login', json={
-            'email': 'wrong@example.com',
-            'password': 'WrongPassword!'
-        })
-    assert response.status_code == 429, "Should be rate limited after too many requests."
-
-def test_token_refresh(test_client, sample_users):
-    user1, _, _ = sample_users
-    login_response = test_client.post('/login', json={
-        'email': user1.email,
-        'password': 'StrongPass123!'
-    })
-    token = login_response.json['token']
-
-    response = test_client.post('/token/refresh', headers={'Authorization': f'Bearer {token}'})
-    assert response.status_code == 200, "Should successfully refresh token."
-
-def test_admin_only_endpoint(test_client, auth_headers):
-    response = test_client.get('/admin-only', headers=auth_headers)
-    assert response.status_code == 200, "Admins should have access to admin-only endpoints."
-
-def test_superadmin_access_all(test_client, superadmin_headers):
-    for endpoint in ['/admin-only', '/resource/1', '/super-secret']:
-        response = test_client.get(endpoint, headers=superadmin_headers)
-        assert response.status_code == 200, f"Superadmin should have access to {endpoint}."
-
-def test_resource_ownership(test_client, auth_headers, sample_users):
-    user1, user2, _ = sample_users
-    
-    # Assuming we've created resources here
-    response = test_client.get(f'/resource/{user2.id}', headers=auth_headers)
-    assert response.status_code == 403, "Users should not access resources owned by others."
-
-def test_role_escalation_prevention(test_client, sample_users, auth_headers):
-    _, user2, _ = sample_users
-    response = test_client.post('/promote', json={'email': user2.email}, headers=auth_headers)
-    assert response.status_code == 403, "Regular users should not be allowed to promote roles."
-
-@pytest.mark.parametrize("endpoint", [
-    '/admin-only',
-    '/resource/1'
-])
-def test_access_control(test_client, endpoint, auth_headers):
-    response = test_client.get(endpoint, headers=auth_headers)
-    assert response.status_code == 200, f"User should have access to {endpoint}."
diff --git a/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-3.json b/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-3.json
deleted file mode 100644
index 8a7701a..0000000
--- a/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "test_suite_id",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "test_valid_signup"
-      },
-      "content": "def test_valid_signup(test_client):\n    response = test_client.post('/register', json={\n        'email': 'newuser@example.com',\n        'password': 'NewStrongPass123!'\n    })\n    assert response.status_code == 201, \"Should create a new user successfully.\"\n\ndef test_oauth_signup_google(test_client):\n    response = test_client.post('/oauth/google', json={'token': 'fake-google-token'})\n    assert response.status_code == 200, \"Should register/login via Google OAuth.\"\n\ndef test_oauth_signup_github(test_client):\n    response = test_client.post('/oauth/github', json={'token': 'fake-github-token'})\n    assert response.status_code == 200, \"Should register/login via GitHub OAuth.\"\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-3.py b/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-3.py
deleted file mode 100644
index 5e32386..0000000
--- a/evals/data/experiments/014-python-pytest-suite/outputs/aap/turn-3.py
+++ /dev/null
@@ -1,156 +0,0 @@
-import pytest
-from flask import Flask
-from yourapp import create_app, db
-from yourapp.models import User
-
-<aap:target id="fixtures">
-@pytest.fixture(scope='module')
-def test_client():
-    app = create_app('testing')
-    with app.test_client() as client:
-        with app.app_context():
-            db.create_all()
-        yield client
-        with app.app_context():
-            db.drop_all()
-
-@pytest.fixture(scope='module')
-def sample_users():
-    user1 = User(email='admin@example.com', password='StrongPass123!', role='admin', active=True)
-    user2 = User(email='user@example.com', password='StrongPass123!', role='user', active=True)
-    user3 = User(email='inactive@example.com', password='StrongPass123!', role='user', active=False)
-    return user1, user2, user3
-
-@pytest.fixture(scope='module')
-def sample_superadmin():
-    return User(email='super@example.com', password='StrongPass123!', role='superadmin', active=True)
-
-@pytest.fixture(scope='module')
-def auth_headers(sample_users):
-    user1, user2, _ = sample_users
-    headers = {}
-    headers['Authorization'] = f"Bearer {user1.get_token()}"
-    return headers
-
-@pytest.fixture(scope='module')
-def superadmin_headers(sample_superadmin):
-    headers = {}
-    headers['Authorization'] = f"Bearer {sample_superadmin.get_token()}"
-    return headers
-</aap:target>
-
-def test_valid_signup(test_client):
-    response = test_client.post('/register', json={
-        'email': 'newuser@example.com',
-        'password': 'NewStrongPass123!'
-    })
-    assert response.status_code == 201, "Should create a new user successfully."
-
-def test_duplicate_email(test_client, sample_users):
-    user1, _, _ = sample_users
-    test_client.post('/register', json={
-        'email': user1.email,
-        'password': 'SomePassword123!'
-    })
-    response = test_client.post('/register', json={
-        'email': user1.email,
-        'password': 'AnotherPassword123!'
-    })
-    assert response.status_code == 400, "Should not allow duplicate email registration."
-
-@pytest.mark.parametrize("email, password, expected_status", [
-    ('invalidemail', 'ValidPass123!', 400),
-    ('valid@example.com', 'weak', 400),
-    ('', 'ValidPass123!', 400),
-    ('valid@example.com', '', 400),
-])
-def test_registration_validation(test_client, email, password, expected_status):
-    response = test_client.post('/register', json={
-        'email': email,
-        'password': password
-    })
-    assert response.status_code == expected_status, f"Expected status {expected_status} for email: {email}, password: {password}"
-
-def test_valid_login(test_client, sample_users):
-    user1, _, _ = sample_users
-    response = test_client.post('/login', json={
-        'email': user1.email,
-        'password': 'StrongPass123!'
-    })
-    assert response.status_code == 200, "Should log in successfully with correct credentials."
-
-@pytest.mark.parametrize("mfa_code, expected_status", [
-    ('123456', 200),
-    ('000000', 401),
-    ('expired', 401),
-])
-def test_mfa_login(test_client, mfa_code, expected_status):
-    response = test_client.post('/login/mfa', json={
-        'email': 'user@example.com',
-        'mfa_code': mfa_code
-    })
-    assert response.status_code == expected_status
-
-def test_wrong_password(test_client, sample_users):
-    user1, _, _ = sample_users
-    response = test_client.post('/login', json={
-        'email': user1.email,
-        'password': 'WrongPassword!'
-    })
-    assert response.status_code == 401, "Should return unauthorized for incorrect password."
-
-def test_inactive_user_login(test_client, sample_users):
-    _, _, user3 = sample_users
-    response = test_client.post('/login', json={
-        'email': user3.email,
-        'password': 'StrongPass123!'
-    })
-    assert response.status_code == 403, "Should return forbidden for inactive users."
-
-def test_rate_limiting(test_client):
-    for _ in range(6):  # Assuming limit is 5 attempts
-        response = test_client.post('/login', json={
-            'email': 'wrong@example.com',
-            'password': 'WrongPassword!'
-        })
-    assert response.status_code == 429, "Should be rate limited after too many requests."
-
-def test_token_refresh(test_client, sample_users):
-    user1, _, _ = sample_users
-    login_response = test_client.post('/login', json={
-        'email': user1.email,
-        'password': 'StrongPass123!'
-    })
-    token = login_response.json['token']
-
-    response = test_client.post('/token/refresh', headers={'Authorization': f'Bearer {token}'})
-    assert response.status_code == 200, "Should successfully refresh token."
-
-def test_admin_only_endpoint(test_client, auth_headers):
-    response = test_client.get('/admin-only', headers=auth_headers)
-    assert response.status_code == 200, "Admins should have access to admin-only endpoints."
-
-def test_superadmin_access_all(test_client, superadmin_headers):
-    for endpoint in ['/admin-only', '/resource/1', '/super-secret']:
-        response = test_client.get(endpoint, headers=superadmin_headers)
-        assert response.status_code == 200, f"Superadmin should have access to {endpoint}."
-
-def test_resource_ownership(test_client, auth_headers, sample_users):
-    user1, user2, _ = sample_users
-    
-    # Assuming we've created resources here
-    response = test_client.get(f'/resource/{user2.id}', headers=auth_headers)
-    assert response.status_code == 403, "Users should not access resources owned by others."
-
-def test_role_escalation_prevention(test_client, sample_users, auth_headers):
-    _, user2, _ = sample_users
-    response = test_client.post('/promote', json={'email': user2.email}, headers=auth_headers)
-    assert response.status_code == 403, "Regular users should not be allowed to promote roles."
-
-@pytest.mark.parametrize("endpoint", [
-    '/admin-only',
-    '/resource/1'
-])
-def test_access_control(test_client, endpoint, auth_headers):
-    response = test_client.get(endpoint, headers=auth_headers)
-    assert response.status_code == 200, f"User should have access to {endpoint}."
diff --git a/evals/data/experiments/014-python-pytest-suite/outputs/base/turn-0.py b/evals/data/experiments/014-python-pytest-suite/outputs/base/turn-0.py
deleted file mode 100644
index 93e06fa..0000000
--- a/evals/data/experiments/014-python-pytest-suite/outputs/base/turn-0.py
+++ /dev/null
@@ -1,104 +0,0 @@
-import pytest
-import jwt
-import datetime
-from unittest.mock import patch
-
-# --- Fixtures ---
-
-@pytest.fixture
-def test_db():
-    db = {"users": {}}
-    return db
-
-@pytest.fixture
-def test_client(test_db):
-    class Client:
-        def __init__(self, db): self.db = db
-        def post(self, endpoint, data):
-            if endpoint == "/register":
-                if data.get("email") in self.db["users"]: return {"status": 400, "msg": "Duplicate"}
-                if len(data.get("password", "")) < 8: return {"status": 400, "msg": "Weak password"}
-                self.db["users"][data["email"]] = data
-                return {"status": 201}
-            return {"status": 404}
-    return Client(test_db)
-
-@pytest.fixture
-def sample_users(test_db):
-    users = {
-        "admin": {"email": "admin@test.com", "role": "admin", "active": True},
-        "regular": {"email": "user@test.com", "role": "user", "active": True},
-        "inactive": {"email": "old@test.com", "role": "user", "active": False}
-    }
-    test_db["users"].update(users)
-    return users
-
-@pytest.fixture
-def auth_headers(sample_users):
-    token = jwt.encode({"email": sample_users["regular"]["email"]}, "secret", algorithm="HS256")
-    return {"Authorization": f"Bearer {token}"}
-
-# --- Registration Tests ---
-
-@pytest.mark.parametrize("email, password, expected_status", [
-    ("valid@test.com", "securePassword123", 201),
-    ("dup@test.com", "securePassword123", 201),
-    ("bad-email", "short", 400),
-])
-def test_registration_edge_cases(test_client, email, password, expected_status):
-    response = test_client.post("/register", {"email": email, "password": password})
-    assert response["status"] == expected_status, f"Failed for {email}"
-
-def test_registration_missing_fields(test_client):
-    response = test_client.post("/register", {})
-    assert response["status"] == 400, "Registration should fail without fields"
-
-# --- Login Tests ---
-
-def test_login_valid(sample_users):
-    # Mocking authentication service
-    assert True 
-
-@pytest.mark.parametrize("scenario, password, active, expected", [
-    ("wrong_pass", "wrong", True, 401),
-    ("inactive_user", "password123", False, 403),
-])
-def test_login_failures(scenario, password, active, expected):
-    # Logic to simulate login attempt against db state
-    status = 401 if scenario == "wrong_pass" else 403
-    assert status == expected
-
-def test_token_refresh(auth_headers):
-    # Verify JWT decoding and expiration handling
-    token = auth_headers["Authorization"].split(" ")[1]
-    payload = jwt.decode(token, "secret", algorithms=["HS256"])
-    assert "email" in payload
-
-# --- Permission Tests ---
-
-def test_admin_only_endpoint_access(sample_users, auth_headers):
-    # Simulate attempt by regular user to access admin resource
-    is_admin = False 
-    assert is_admin is False, "Regular user accessed admin endpoint"
-
-def test_resource_ownership(test_db, auth_headers):
-    # Test that user A cannot edit user B's resource
-    owner_id = "user1"
-    request_id = "user2"
-    assert owner_id != request_id, "Users should not edit other users resources"
-
-def test_role_escalation_prevention():
-    # Test that update profile payload ignores 'role' field
-    payload = {"email": "u@t.com", "role": "admin"}
-    assert "role" not in ["email"], "Role field should be sanitized from input"
-
-# --- Security/Rate Limit ---
-
-@patch('time.sleep', return_value=None)
-def test_login_rate_limiting(mock_sleep):
-    attempts = 0
-    for _ in range(6):
-        attempts += 1
-    assert attempts > 5
-    # Verify that the 6th attempt triggers a rate limit flag
-    assert True, "Rate limit should have been hit"
\ No newline at end of file
diff --git a/evals/data/experiments/014-python-pytest-suite/outputs/base/turn-1.py b/evals/data/experiments/014-python-pytest-suite/outputs/base/turn-1.py
deleted file mode 100644
index 5ad9613..0000000
--- a/evals/data/experiments/014-python-pytest-suite/outputs/base/turn-1.py
+++ /dev/null
@@ -1,32 +0,0 @@
-@pytest.fixture
-def sample_superadmin(test_db):
-    superadmin = {"email": "root@test.com", "role": "superadmin", "active": True}
-    test_db["users"][superadmin["email"]] = superadmin
-    return superadmin
-
-@pytest.fixture
-def superadmin_headers(sample_superadmin):
-    token = jwt.encode({"email": sample_superadmin["email"], "role": "superadmin"}, "secret", algorithm="HS256")
-    return {"Authorization": f"Bearer {token}"}
-
-def test_superadmin_access_all(sample_superadmin, superadmin_headers):
-    # Simulate an endpoint security check logic
-    user_role = "superadmin"
-    required_role = "admin"
-    
-    # Assert that superadmin satisfies any admin-level check
-    has_permission = (user_role == "superadmin") or (user_role == required_role)
-    assert has_permission is True, "Superadmin should have access to admin endpoints"
-
-def test_regular_user_cannot_access_superadmin_resource(auth_headers):
-    # Verify regular user blocked from sensitive configuration endpoints
-    user_role = "user"
-    resource_required = "superadmin"
-    
-    is_authorized = (user_role == resource_required)
-    assert is_authorized is False, "Regular users must not access superadmin resources"
-
-def test_superadmin_elevated_actions(superadmin_headers):
-    # Test that superadmin can perform actions like user deletion or role modification
-    can_delete_user = True
-    assert can_delete_user is True, "Superadmin should be able to perform administrative deletions"
\ No newline at end of file
diff --git a/evals/data/experiments/014-python-pytest-suite/outputs/base/turn-2.py b/evals/data/experiments/014-python-pytest-suite/outputs/base/turn-2.py
deleted file mode 100644
index b8678dd..0000000
--- a/evals/data/experiments/014-python-pytest-suite/outputs/base/turn-2.py
+++ /dev/null
@@ -1,32 +0,0 @@
-@pytest.mark.parametrize("mfa_code, mfa_status, expected_status", [
-    ("123456", "valid", 200),
-    ("123456", "expired", 401),
-    ("000000", "invalid", 401),
-])
-def test_login_mfa_scenarios(mfa_code, mfa_status, expected_status):
-    """
-    Simulates MFA verification logic:
-    - 'valid': code matches and is current
-    - 'expired': code matches but timestamp is too old
-    - 'invalid': code does not match expected secret
-    """
-    # Logic simulation
-    if mfa_status == "valid":
-        actual_status = 200
-    elif mfa_status == "expired":
-        actual_status = 401
-    else: # invalid
-        actual_status = 401
-        
-    assert actual_status == expected_status, f"MFA test failed for scenario: {mfa_status}"
-
-def test_login_mfa_missing_code_for_enabled_user():
-    """Ensure that users with MFA enabled cannot login with password only."""
-    mfa_enabled = True
-    provided_mfa = None
-    
-    # Assert that missing MFA code results in rejection
-    if mfa_enabled and not provided_mfa:
-        assert True, "System correctly blocked login without MFA code"
-    else:
-        pytest.fail("System allowed login without MFA for MFA-enabled user")
\ No newline at end of file
diff --git a/evals/data/experiments/014-python-pytest-suite/outputs/base/turn-3.py b/evals/data/experiments/014-python-pytest-suite/outputs/base/turn-3.py
deleted file mode 100644
index 56ff411..0000000
--- a/evals/data/experiments/014-python-pytest-suite/outputs/base/turn-3.py
+++ /dev/null
@@ -1,47 +0,0 @@
-@pytest.mark.parametrize("provider, oauth_token, expected_status", [
-    ("google", "valid_google_token", 201),
-    ("github", "valid_github_token", 201),
-    ("google", "malformed_token", 400),
-    ("github", "expired_token", 401),
-    ("invalid_provider", "token", 422),
-])
-def test_oauth_registration(test_client, provider, oauth_token, expected_status):
-    """
-    Verifies that the registration endpoint correctly handles OAuth providers.
-    """
-    # Mocking external provider verification
-    def verify_oauth(p, t):
-        if p not in ["google", "github"]: return 422
-        if t == "valid_google_token" or t == "valid_github_token": return 201
-        if t == "expired_token": return 401
-        return 400
-
-    response_status = verify_oauth(provider, oauth_token)
-    assert response_status == expected_status, f"OAuth {provider} registration failed with {oauth_token}"
-
-def test_oauth_user_duplicate_email(test_client, sample_users):
-    """
-    Ensure that signing up via OAuth with an email already present in 
-    the system correctly handles the collision (e.g., merging accounts).
-    """
-    existing_email = sample_users["regular"]["email"]
-    payload = {
-        "email": existing_email,
-        "provider": "google",
-        "oauth_id": "google_123"
-    }
-    
-    # Check if system identifies account collision
-    response = test_client.post("/register/oauth", payload)
-    
-    # In a real system, this might return 200 (linked) or 400 (conflict)
-    # Here we assert it does not allow duplicate account creation
-    assert response.get("status") != 201, "Should not create new account for existing email"
-
-def test_oauth_missing_provider_data(test_client):
-    """Verify that incomplete OAuth payloads are rejected."""
-    payload = {"email": "test@example.com"} # Missing provider and oauth_id
-    response = test_client.post("/register/oauth", payload)
-    
-    # Assuming the API requires these fields
-    assert response.get("status") in [400, 422], "Should reject incomplete OAuth registration"
\ No newline at end of file
diff --git a/evals/data/experiments/015-python-dataclasses-models/eval.json b/evals/data/experiments/015-python-dataclasses-models/eval.json
deleted file mode 100644
index ee488f4..0000000
--- a/evals/data/experiments/015-python-dataclasses-models/eval.json
+++ /dev/null
@@ -1,47 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.2173,
-      "token_f1": 0.6571,
-      "base_char_count": 2619,
-      "aap_char_count": 1763,
-      "char_delta_pct": -32.7,
-      "lines_added": 53,
-      "lines_removed": 77,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.0661,
-      "token_f1": 0.1935,
-      "base_char_count": 1245,
-      "aap_char_count": 1963,
-      "char_delta_pct": 57.7,
-      "lines_added": 97,
-      "lines_removed": 30,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.1169,
-      "token_f1": 0.1633,
-      "base_char_count": 569,
-      "aap_char_count": 1963,
-      "char_delta_pct": 245.0,
-      "lines_added": 98,
-      "lines_removed": 12,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.1334,
-  "mean_token_f1": 0.338,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/015-python-dataclasses-models/metrics.json b/evals/data/experiments/015-python-dataclasses-models/metrics.json
deleted file mode 100644
index b3cd819..0000000
--- a/evals/data/experiments/015-python-dataclasses-models/metrics.json
+++ /dev/null
@@ -1,182 +0,0 @@
-{
-  "experiment_id": "015-python-dataclasses-models",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:56:14.428103+00:00",
-  "format": "text/x-python",
-  "base_turn0": {
-    "input_tokens": 111,
-    "output_tokens": 646,
-    "latency_ms": 4255,
-    "artifact_bytes": 2209
-  },
-  "aap_turn0": {
-    "input_tokens": 450,
-    "output_tokens": 596,
-    "latency_ms": 5529,
-    "artifact_bytes": 1974
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'Milestone' entity with fields: id, name, target_date, status, project",
-        "input_tokens": 791,
-        "output_tokens": 228,
-        "latency_ms": 2349,
-        "output_bytes": 834,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the Priority enum to include a 'URGENT' level above 'HIGH' and add a colo",
-        "input_tokens": 1049,
-        "output_tokens": 171,
-        "latency_ms": 1703,
-        "output_bytes": 561,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 1840,
-    "total_output_tokens": 399,
-    "total_latency_ms": 4052
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'Milestone' entity with fields: id, name, target_date, status, project",
-        "input_tokens": 1738,
-        "output_tokens": 214,
-        "latency_ms": 1665,
-        "output_bytes": 467,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the Priority enum to include a 'URGENT' level above 'HIGH' and add a colo",
-        "input_tokens": 1306,
-        "output_tokens": 371,
-        "latency_ms": 2591,
-        "output_bytes": 974,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 3044,
-    "total_output_tokens": 585,
-    "total_latency_ms": 4256,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": -46.6,
-    "input_token_savings_pct": -65.4,
-    "latency_savings_pct": -5.0
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 111,
-        "base_output": 646,
-        "base_latency_ms": 4255,
-        "aap_input": 450,
-        "aap_output": 596,
-        "aap_latency_ms": 5529
-      },
-      {
-        "turn": 1,
-        "base_input": 791,
-        "base_output": 228,
-        "base_latency_ms": 2349,
-        "aap_input": 1738,
-        "aap_output": 214,
-        "aap_latency_ms": 1665,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1049,
-        "base_output": 171,
-        "base_latency_ms": 1703,
-        "aap_input": 1306,
-        "aap_output": 371,
-        "aap_latency_ms": 2591,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 1951,
-      "base_output": 1045,
-      "base_combined": 2996,
-      "aap_input": 3494,
-      "aap_output": 1181,
-      "aap_combined": 4675,
-      "base_latency_ms": 8307,
-      "aap_latency_ms": 9785,
-      "output_savings_pct": -13.0,
-      "input_delta_pct": 79.1,
-      "combined_savings_pct": -56.0,
-      "latency_savings_pct": -17.8
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.6246,
-        "token_f1": 0.7441,
-        "base_char_count": 2209,
-        "aap_char_count": 1803,
-        "char_delta_pct": -18.4,
-        "lines_added": 32,
-        "lines_removed": 43,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.249,
-        "token_f1": 0.1789,
-        "base_char_count": 834,
-        "aap_char_count": 467,
-        "char_delta_pct": -44.0,
-        "lines_added": 16,
-        "lines_removed": 25,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.3859,
-        "token_f1": 0.3718,
-        "base_char_count": 561,
-        "aap_char_count": 885,
-        "char_delta_pct": 57.8,
-        "lines_added": 38,
-        "lines_removed": 14,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.4198,
-    "mean_token_f1": 0.4316,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-0.py b/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-0.py
deleted file mode 100644
index 23bd746..0000000
--- a/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-0.py
+++ /dev/null
@@ -1,83 +0,0 @@
-from dataclasses import dataclass, field
-from datetime import datetime
-from enum import Enum
-from typing import List, Optional
-from uuid import UUID, uuid4
-
-<aap:target id="project-models">
-class Priority(Enum):
-    LOW = "low"
-    MEDIUM = "medium"
-    HIGH = "high"
-    URGENT = "urgent"
-
-class Status(Enum):
-    TODO = "todo"
-    IN_PROGRESS = "in_progress"
-    REVIEW = "review"
-    DONE = "done"
-
-@dataclass(frozen=True)
-class TimeEstimate:
-    hours: int
-    minutes: int
-
-    def __post_init__(self):
-        if self.hours < 0 or self.minutes < 0:
-            raise ValueError("Time values cannot be negative")
-
-@dataclass(frozen=True)
-class DateRange:
-    start: datetime
-    end: datetime
-
-    def __post_init__(self):
-        if self.start > self.end:
-            raise ValueError("Start date must be before end date")
-
-@dataclass
-class BaseEntity:
-    <aap:target id="base-fields">
-    id: UUID = field(default_factory=uuid4)
-    created_at: datetime = field(default_factory=datetime.utcnow)
-    updated_at: datetime = field(default_factory=datetime.utcnow)
-    </aap:target>
-
-@dataclass
-class User(BaseEntity):
-    name: str = "<aap:target id="user-name">Unknown User</aap:target>"
-    email: str = ""
-
-@dataclass
-class Team(BaseEntity):
-    name: str = ""
-    member_ids: List[UUID] = field(default_factory=list)
-
-@dataclass
-class Project(BaseEntity):
-    name: str = ""
-    lead_id: Optional[UUID] = None
-
-@dataclass
-class Sprint(BaseEntity):
-    project_id: UUID = None
-    duration: DateRange = None
-
-@dataclass
-class Task(BaseEntity):
-    project_id: UUID = None
-    sprint_id: Optional[UUID] = None
-    assignee_id: Optional[UUID] = None
-    title: str = ""
-    <aap:target id="task-metadata">
-    priority: Priority = Priority.MEDIUM
-    status: Status = Status.TODO
-    estimate: Optional[TimeEstimate] = None
-    </aap:target>
-
-@dataclass
-class Comment(BaseEntity):
-    task_id: UUID = None
-    author_id: UUID = None
-    content: str = ""
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-1.json b/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-1.json
deleted file mode 100644
index 103c134..0000000
--- a/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "project-models-edit-milestone",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"project-models\",\n  \"version\": 2,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"insert_after\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"project-models\"\n      },\n      \"content\": \"@dataclass\\nclass Milestone(BaseEntity):\\n    name: str = \\\"\\\"\\n    target_date: datetime = None\\n    status: Status = Status.TODO\\n    project_id: UUID = None\\n    task_ids: List[UUID] = field(default_factory=list)\\n\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-1.py b/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-1.py
deleted file mode 100644
index 1f93306..0000000
--- a/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-1.py
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "project-models",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "project-models"
-      },
-      "content": "@dataclass\nclass Milestone(BaseEntity):\n    name: str = \"\"\n    target_date: datetime = None\n    status: Status = Status.TODO\n    project_id: UUID = None\n    task_ids: List[UUID] = field(default_factory=list)\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-2.json b/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-2.json
deleted file mode 100644
index a73cc2e..0000000
--- a/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "project-models-v2",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/x-python",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "from dataclasses import dataclass, field\nfrom datetime import datetime\nfrom enum import Enum\nfrom typing import List\nfrom uuid import UUID\n\nclass Status(Enum):\n    TODO = \"TODO\"\n    IN_PROGRESS = \"IN_PROGRESS\"\n    DONE = \"DONE\"\n\n<aap:target id=\"priority-enum\">\nclass Priority(Enum):\n    LOW = \"LOW\"\n    MEDIUM = \"MEDIUM\"\n    HIGH = \"HIGH\"\n    URGENT = \"URGENT\"\n\n    @property\n    def color(self) -> str:\n        return {\n            Priority.LOW: \"#00FF00\",\n            Priority.MEDIUM: \"#FFFF00\",\n            Priority.HIGH: \"#FF8C00\",\n            Priority.URGENT: \"#FF0000\"\n        }[self]\n</aap:target>\n\n@dataclass\nclass BaseEntity:\n    id: UUID = None\n    created_at: datetime = field(default_factory=datetime.now)\n\n<aap:target id=\"project-models\">\n@dataclass\nclass Milestone(BaseEntity):\n    name: str = \"\"\n    target_date: datetime = None\n    status: Status = Status.TODO\n    project_id: UUID = None\n    task_ids: List[UUID] = field(default_factory=list)\n</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-2.py b/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-2.py
deleted file mode 100644
index ef24e9d..0000000
--- a/evals/data/experiments/015-python-dataclasses-models/outputs/aap/turn-2.py
+++ /dev/null
@@ -1,42 +0,0 @@
-from dataclasses import dataclass, field
-from datetime import datetime
-from enum import Enum
-from typing import List
-from uuid import UUID
-
-class Status(Enum):
-    TODO = "TODO"
-    IN_PROGRESS = "IN_PROGRESS"
-    DONE = "DONE"
-
-<aap:target id="priority-enum">
-class Priority(Enum):
-    LOW = "LOW"
-    MEDIUM = "MEDIUM"
-    HIGH = "HIGH"
-    URGENT = "URGENT"
-
-    @property
-    def color(self) -> str:
-        return {
-            Priority.LOW: "#00FF00",
-            Priority.MEDIUM: "#FFFF00",
-            Priority.HIGH: "#FF8C00",
-            Priority.URGENT: "#FF0000"
-        }[self]
-</aap:target>
-
-@dataclass
-class BaseEntity:
-    id: UUID = None
-    created_at: datetime = field(default_factory=datetime.now)
-
-<aap:target id="project-models">
-@dataclass
-class Milestone(BaseEntity):
-    name: str = ""
-    target_date: datetime = None
-    status: Status = Status.TODO
-    project_id: UUID = None
-    task_ids: List[UUID] = field(default_factory=list)
-</aap:target>
diff --git a/evals/data/experiments/015-python-dataclasses-models/outputs/base/turn-0.py b/evals/data/experiments/015-python-dataclasses-models/outputs/base/turn-0.py
deleted file mode 100644
index 25fb547..0000000
--- a/evals/data/experiments/015-python-dataclasses-models/outputs/base/turn-0.py
+++ /dev/null
@@ -1,93 +0,0 @@
-from dataclasses import dataclass, field
-from datetime import datetime
-from enum import Enum
-from typing import List, Optional, Type, TypeVar
-from uuid import UUID, uuid4
-
-T = TypeVar("T", bound="BaseModel")
-
-class Priority(Enum):
-    LOW = "low"
-    MEDIUM = "medium"
-    HIGH = "high"
-    CRITICAL = "critical"
-
-class Status(Enum):
-    TODO = "todo"
-    IN_PROGRESS = "in_progress"
-    DONE = "done"
-    ARCHIVED = "archived"
-
-@dataclass(frozen=True)
-class TimeEstimate:
-    hours: int
-
-    def __post_init__(self):
-        if self.hours < 0:
-            raise ValueError("Estimate cannot be negative")
-
-@dataclass(frozen=True)
-class DateRange:
-    start: datetime
-    end: datetime
-
-    def __post_init__(self):
-        if self.start > self.end:
-            raise ValueError("Start date must be before end date")
-
-@dataclass
-class BaseModel:
-    id: UUID = field(default_factory=uuid4)
-    created_at: datetime = field(default_factory=datetime.utcnow)
-    updated_at: datetime = field(default_factory=datetime.utcnow)
-
-    def touch(self) -> None:
-        self.updated_at = datetime.utcnow()
-
-@dataclass
-class User(BaseModel):
-    username: str
-    email: str
-
-@dataclass
-class Team(BaseModel):
-    name: str
-    member_ids: List[UUID] = field(default_factory=list)
-
-@dataclass
-class Project(BaseModel):
-    name: str
-    owner_id: UUID
-    team_ids: List[UUID] = field(default_factory=list)
-
-@dataclass
-class Sprint(BaseModel):
-    project_id: UUID
-    name: str
-    duration: DateRange
-
-@dataclass
-class Task(BaseModel):
-    project_id: UUID
-    title: str
-    status: Status = Status.TODO
-    priority: Priority = Priority.MEDIUM
-    assignee_id: Optional[UUID] = None
-    sprint_id: Optional[UUID] = None
-    estimate: Optional[TimeEstimate] = None
-
-    @classmethod
-    def create(cls: Type[T], title: str, project_id: UUID, **kwargs) -> T:
-        if not title:
-            raise ValueError("Title is required")
-        return cls(title=title, project_id=project_id, **kwargs)
-
-@dataclass
-class Comment(BaseModel):
-    task_id: UUID
-    author_id: UUID
-    content: str
-
-    def __post_init__(self):
-        if not self.content.strip():
-            raise ValueError("Comment content cannot be empty")
\ No newline at end of file
diff --git a/evals/data/experiments/015-python-dataclasses-models/outputs/base/turn-1.py b/evals/data/experiments/015-python-dataclasses-models/outputs/base/turn-1.py
deleted file mode 100644
index 96cef30..0000000
--- a/evals/data/experiments/015-python-dataclasses-models/outputs/base/turn-1.py
+++ /dev/null
@@ -1,25 +0,0 @@
-@dataclass
-class Milestone(BaseModel):
-    name: str
-    target_date: datetime
-    status: Status
-    project_id: UUID
-    task_ids: List[UUID] = field(default_factory=list)
-
-    @classmethod
-    def create(cls, name: str, target_date: datetime, project_id: UUID) -> "Milestone":
-        """Factory method to initialize a new milestone."""
-        if target_date < datetime.utcnow():
-            raise ValueError("Target date must be in the future")
-        return cls(
-            name=name,
-            target_date=target_date,
-            status=Status.TODO,
-            project_id=project_id
-        )
-
-    def add_task(self, task_id: UUID) -> None:
-        """Adds a task ID to the milestone and updates the timestamp."""
-        if task_id not in self.task_ids:
-            self.task_ids.append(task_id)
-            self.touch()
\ No newline at end of file
diff --git a/evals/data/experiments/015-python-dataclasses-models/outputs/base/turn-2.py b/evals/data/experiments/015-python-dataclasses-models/outputs/base/turn-2.py
deleted file mode 100644
index 8b56eec..0000000
--- a/evals/data/experiments/015-python-dataclasses-models/outputs/base/turn-2.py
+++ /dev/null
@@ -1,18 +0,0 @@
-class Priority(Enum):
-    LOW = "low"
-    MEDIUM = "medium"
-    HIGH = "high"
-    URGENT = "urgent"
-    CRITICAL = "critical"
-
-    @property
-    def color(self) -> str:
-        """Returns the hex color code associated with the priority level."""
-        colors = {
-            Priority.LOW: "#808080",      # Gray
-            Priority.MEDIUM: "#FFA500",   # Orange
-            Priority.HIGH: "#FF8C00",     # Dark Orange
-            Priority.URGENT: "#FF4500",   # Orange Red
-            Priority.CRITICAL: "#FF0000"  # Red
-        }
-        return colors[self]
\ No newline at end of file
diff --git a/evals/data/experiments/016-python-websocket-chat/metrics.json b/evals/data/experiments/016-python-websocket-chat/metrics.json
deleted file mode 100644
index 5246129..0000000
--- a/evals/data/experiments/016-python-websocket-chat/metrics.json
+++ /dev/null
@@ -1,228 +0,0 @@
-{
-  "experiment_id": "016-python-websocket-chat",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:56:32.559163+00:00",
-  "format": "text/x-python",
-  "base_turn0": {
-    "input_tokens": 112,
-    "output_tokens": 915,
-    "latency_ms": 4189,
-    "artifact_bytes": 3436
-  },
-  "aap_turn0": {
-    "input_tokens": 451,
-    "output_tokens": 658,
-    "latency_ms": 3727,
-    "artifact_bytes": 2493
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'ReactionMessage' model with fields: message_id, user_id, emoji, and t",
-        "input_tokens": 1052,
-        "output_tokens": 941,
-        "latency_ms": 4204,
-        "output_bytes": 3631,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the broadcast method in ConnectionManager to support broadcasting only t",
-        "input_tokens": 2012,
-        "output_tokens": 1018,
-        "latency_ms": 5083,
-        "output_bytes": 3980,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new handler for 'pin_message' that allows users to pin a message in a room",
-        "input_tokens": 3057,
-        "output_tokens": 1103,
-        "latency_ms": 5234,
-        "output_bytes": 4169,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 6121,
-    "total_output_tokens": 3062,
-    "total_latency_ms": 14521
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'ReactionMessage' model with fields: message_id, user_id, emoji, and t",
-        "input_tokens": 1791,
-        "output_tokens": 769,
-        "latency_ms": 4577,
-        "output_bytes": 2717,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the broadcast method in ConnectionManager to support broadcasting only t",
-        "input_tokens": 1852,
-        "output_tokens": 404,
-        "latency_ms": 4475,
-        "output_bytes": 1246,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new handler for 'pin_message' that allows users to pin a message in a room",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 4274,
-        "output_bytes": 1246,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 3643,
-    "total_output_tokens": 1173,
-    "total_latency_ms": 13326,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.6666666666666666
-  },
-  "comparison": {
-    "output_token_savings_pct": 61.7,
-    "input_token_savings_pct": 40.5,
-    "latency_savings_pct": 8.2
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 112,
-        "base_output": 915,
-        "base_latency_ms": 4189,
-        "aap_input": 451,
-        "aap_output": 658,
-        "aap_latency_ms": 3727
-      },
-      {
-        "turn": 1,
-        "base_input": 1052,
-        "base_output": 941,
-        "base_latency_ms": 4204,
-        "aap_input": 1791,
-        "aap_output": 769,
-        "aap_latency_ms": 4577,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 2012,
-        "base_output": 1018,
-        "base_latency_ms": 5083,
-        "aap_input": 1852,
-        "aap_output": 404,
-        "aap_latency_ms": 4475,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 3057,
-        "base_output": 1103,
-        "base_latency_ms": 5234,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 4274,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 6233,
-      "base_output": 3977,
-      "base_combined": 10210,
-      "aap_input": 4094,
-      "aap_output": 1831,
-      "aap_combined": 5925,
-      "base_latency_ms": 18710,
-      "aap_latency_ms": 17053,
-      "output_savings_pct": 54.0,
-      "input_delta_pct": -34.3,
-      "combined_savings_pct": 42.0,
-      "latency_savings_pct": 8.9
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.3552,
-        "token_f1": 0.6187,
-        "base_char_count": 3436,
-        "aap_char_count": 2257,
-        "char_delta_pct": -34.3,
-        "lines_added": 38,
-        "lines_removed": 61,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.375,
-        "token_f1": 0.6453,
-        "base_char_count": 3631,
-        "aap_char_count": 2428,
-        "char_delta_pct": -33.1,
-        "lines_added": 40,
-        "lines_removed": 63,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0214,
-        "token_f1": 0.247,
-        "base_char_count": 3980,
-        "aap_char_count": 1246,
-        "char_delta_pct": -68.7,
-        "lines_added": 16,
-        "lines_removed": 106,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0207,
-        "token_f1": 0.2383,
-        "base_char_count": 4169,
-        "aap_char_count": 1246,
-        "char_delta_pct": -70.1,
-        "lines_added": 16,
-        "lines_removed": 107,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.1931,
-    "mean_token_f1": 0.4373,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-0.py b/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-0.py
deleted file mode 100644
index 368c331..0000000
--- a/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-0.py
+++ /dev/null
@@ -1,72 +0,0 @@
-<aap:target id="app-code">
-import asyncio
-from typing import Dict, List, Optional
-from fastapi import FastAPI, WebSocket, WebSocketDisconnect, HTTPException
-from pydantic import BaseModel, Field
-from datetime import datetime
-
-app = FastAPI()
-
-class ChatMessage(BaseModel):
-    <aap:target id="chat-message-fields">
-    type: str = "message"
-    room: str
-    sender: str
-    content: str
-    timestamp: str = Field(default_factory=lambda: datetime.utcnow().isoformat())
-    </aap:target>
-
-class ConnectionManager:
-    <aap:target id="connection-manager">
-    def __init__(self):
-        self.active_connections: Dict[str, List[WebSocket]] = {}
-        self.history: Dict[str, List[dict]] = {}
-
-    async def connect(self, websocket: WebSocket, room: str):
-        await websocket.accept()
-        if room not in self.active_connections:
-            self.active_connections[room] = []
-        self.active_connections[room].append(websocket)
-
-    def disconnect(self, websocket: WebSocket, room: str):
-        self.active_connections[room].remove(websocket)
-
-    async def broadcast(self, message: dict, room: str):
-        if room in self.active_connections:
-            for connection in self.active_connections[room]:
-                await connection.send_json(message)
-
-    def add_history(self, room: str, message: dict):
-        if room not in self.history:
-            self.history[room] = []
-        self.history[room].append(message)
-    </aap:target>
-
-manager = ConnectionManager()
-
-@app.websocket("/ws/{room}/{username}")
-async def websocket_endpoint(websocket: WebSocket, room: str, username: str):
-    <aap:target id="websocket-handler">
-    await manager.connect(websocket, room)
-    await manager.broadcast({"type": "UserJoined", "user": username}, room)
-    
-    try:
-        while True:
-            data = await websocket.receive_json()
-            # Basic rate limiting simulation
-            await asyncio.sleep(0.1)
-            
-            msg = ChatMessage(room=room, sender=username, content=data.get("content", ""))
-            manager.add_history(room, msg.dict())
-            await manager.broadcast(msg.dict(), room)
-    except WebSocketDisconnect:
-        manager.disconnect(websocket, room)
-        await manager.broadcast({"type": "UserLeft", "user": username}, room)
-    </aap:target>
-
-@app.get("/rooms")
-async def list_rooms():
-    <aap:target id="list-rooms-endpoint">
-    return {"rooms": list(manager.active_connections.keys())}
-    </aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-1.json b/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-1.json
deleted file mode 100644
index 925196d..0000000
--- a/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "fastapi-chat-app",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<aap:target id=\"app-code\">\nimport asyncio\nfrom typing import Dict, List, Optional\nfrom fastapi import FastAPI, WebSocket, WebSocketDisconnect, HTTPException\nfrom pydantic import BaseModel, Field\nfrom datetime import datetime\n\napp = FastAPI()\n\nclass ChatMessage(BaseModel):\n    <aap:target id=\"chat-message-fields\">\n    type: str = \"message\"\n    room: str\n    sender: str\n    content: str\n    timestamp: str = Field(default_factory=lambda: datetime.utcnow().isoformat())\n    </aap:target>\n\n<aap:target id=\"reaction-message-model\">\nclass ReactionMessage(BaseModel):\n    message_id: str\n    user_id: str\n    emoji: str\n    timestamp: str = Field(default_factory=lambda: datetime.utcnow().isoformat())\n</aap:target>\n\nclass ConnectionManager:\n    <aap:target id=\"connection-manager\">\n    def __init__(self):\n        self.active_connections: Dict[str, List[WebSocket]] = {}\n        self.history: Dict[str, List[dict]] = {}\n\n    async def connect(self, websocket: WebSocket, room: str):\n        await websocket.accept()\n        if room not in self.active_connections:\n            self.active_connections[room] = []\n        self.active_connections[room].append(websocket)\n\n    def disconnect(self, websocket: WebSocket, room: str):\n        self.active_connections[room].remove(websocket)\n\n    async def broadcast(self, message: dict, room: str):\n        if room in self.active_connections:\n            for connection in self.active_connections[room]:\n                await connection.send_json(message)\n\n    def add_history(self, room: str, message: dict):\n        if room not in self.history:\n            self.history[room] = []\n        self.history[room].append(message)\n    </aap:target>\n\nmanager = ConnectionManager()\n\n@app.websocket(\"/ws/{room}/{username}\")\nasync def websocket_endpoint(websocket: WebSocket, room: str, username: str):\n    <aap:target id=\"websocket-handler\">\n    await manager.connect(websocket, room)\n    await manager.broadcast({\"type\": \"UserJoined\", \"user\": username}, room)\n    \n    try:\n        while True:\n            data = await websocket.receive_json()\n            # Basic rate limiting simulation\n            await asyncio.sleep(0.1)\n            \n            msg = ChatMessage(room=room, sender=username, content=data.get(\"content\", \"\"))\n            manager.add_history(room, msg.dict())\n            await manager.broadcast(msg.dict(), room)\n    except WebSocketDisconnect:\n        manager.disconnect(websocket, room)\n        await manager.broadcast({\"type\": \"UserLeft\", \"user\": username}, room)\n    </aap:target>\n\n@app.get(\"/rooms\")\nasync def list_rooms():\n    <aap:target id=\"list-rooms-endpoint\">\n    return {\"rooms\": list(manager.active_connections.keys())}\n    </aap:target>\n</aap:target>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-1.py b/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-1.py
deleted file mode 100644
index 5f11d8c..0000000
--- a/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-1.py
+++ /dev/null
@@ -1,80 +0,0 @@
-<aap:target id="app-code">
-import asyncio
-from typing import Dict, List, Optional
-from fastapi import FastAPI, WebSocket, WebSocketDisconnect, HTTPException
-from pydantic import BaseModel, Field
-from datetime import datetime
-
-app = FastAPI()
-
-class ChatMessage(BaseModel):
-    <aap:target id="chat-message-fields">
-    type: str = "message"
-    room: str
-    sender: str
-    content: str
-    timestamp: str = Field(default_factory=lambda: datetime.utcnow().isoformat())
-    </aap:target>
-
-<aap:target id="reaction-message-model">
-class ReactionMessage(BaseModel):
-    message_id: str
-    user_id: str
-    emoji: str
-    timestamp: str = Field(default_factory=lambda: datetime.utcnow().isoformat())
-</aap:target>
-
-class ConnectionManager:
-    <aap:target id="connection-manager">
-    def __init__(self):
-        self.active_connections: Dict[str, List[WebSocket]] = {}
-        self.history: Dict[str, List[dict]] = {}
-
-    async def connect(self, websocket: WebSocket, room: str):
-        await websocket.accept()
-        if room not in self.active_connections:
-            self.active_connections[room] = []
-        self.active_connections[room].append(websocket)
-
-    def disconnect(self, websocket: WebSocket, room: str):
-        self.active_connections[room].remove(websocket)
-
-    async def broadcast(self, message: dict, room: str):
-        if room in self.active_connections:
-            for connection in self.active_connections[room]:
-                await connection.send_json(message)
-
-    def add_history(self, room: str, message: dict):
-        if room not in self.history:
-            self.history[room] = []
-        self.history[room].append(message)
-    </aap:target>
-
-manager = ConnectionManager()
-
-@app.websocket("/ws/{room}/{username}")
-async def websocket_endpoint(websocket: WebSocket, room: str, username: str):
-    <aap:target id="websocket-handler">
-    await manager.connect(websocket, room)
-    await manager.broadcast({"type": "UserJoined", "user": username}, room)
-    
-    try:
-        while True:
-            data = await websocket.receive_json()
-            # Basic rate limiting simulation
-            await asyncio.sleep(0.1)
-            
-            msg = ChatMessage(room=room, sender=username, content=data.get("content", ""))
-            manager.add_history(room, msg.dict())
-            await manager.broadcast(msg.dict(), room)
-    except WebSocketDisconnect:
-        manager.disconnect(websocket, room)
-        await manager.broadcast({"type": "UserLeft", "user": username}, room)
-    </aap:target>
-
-@app.get("/rooms")
-async def list_rooms():
-    <aap:target id="list-rooms-endpoint">
-    return {"rooms": list(manager.active_connections.keys())}
-    </aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-2.json b/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-2.json
deleted file mode 100644
index 958b040..0000000
--- a/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "artifact-id",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"artifact-id\",\n  \"version\": 1,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"replace\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"connection-manager\"\n      },\n      \"content\": \"    def __init__(self):\\n        self.active_connections: Dict[str, List[WebSocket]] = {}\\n        self.history: Dict[str, List[dict]] = {}\\n\\n    async def connect(self, websocket: WebSocket, room: str):\\n        await websocket.accept()\\n        if room not in self.active_connections:\\n            self.active_connections[room] = []\\n        self.active_connections[room].append(websocket)\\n\\n    def disconnect(self, websocket: WebSocket, room: str):\\n        self.active_connections[room].remove(websocket)\\n        if not self.active_connections[room]:\\n            del self.active_connections[room]\\n\\n    async def broadcast(self, message: dict, room: str):\\n        if room in self.active_connections:\\n            for connection in self.active_connections[room]:\\n                await connection.send_json(message)\\n\\n    def add_history(self, room: str, message: dict):\\n        if room not in self.history:\\n            self.history[room] = []\\n        self.history[room].append(message)\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-2.py b/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-2.py
deleted file mode 100644
index 3797157..0000000
--- a/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-2.py
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "artifact-id",
-  "version": 1,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "connection-manager"
-      },
-      "content": "    def __init__(self):\n        self.active_connections: Dict[str, List[WebSocket]] = {}\n        self.history: Dict[str, List[dict]] = {}\n\n    async def connect(self, websocket: WebSocket, room: str):\n        await websocket.accept()\n        if room not in self.active_connections:\n            self.active_connections[room] = []\n        self.active_connections[room].append(websocket)\n\n    def disconnect(self, websocket: WebSocket, room: str):\n        self.active_connections[room].remove(websocket)\n        if not self.active_connections[room]:\n            del self.active_connections[room]\n\n    async def broadcast(self, message: dict, room: str):\n        if room in self.active_connections:\n            for connection in self.active_connections[room]:\n                await connection.send_json(message)\n\n    def add_history(self, room: str, message: dict):\n        if room not in self.history:\n            self.history[room] = []\n        self.history[room].append(message)"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-3.json b/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-3.json
deleted file mode 100644
index 2625b89..0000000
--- a/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "artifact-id",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "connection-manager"
-      },
-      "content": "    async def pin_message(self, room: str, message_id: str, pin_data: dict):\\n        \\\"\\\"\\\"Pins a message within a specific room and notifies everyone.\\\"\\\"\\\"\\n        message = {\\n            \\\"type\\\": \\\"pin_message\\\",\\n            \\\"message_id\\\": message_id,\\n            \\\"data\\\": pin_data\\n        }\\n        await self.broadcast(message, room)\\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-3.py b/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-3.py
deleted file mode 100644
index 3797157..0000000
--- a/evals/data/experiments/016-python-websocket-chat/outputs/aap/turn-3.py
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "artifact-id",
-  "version": 1,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "connection-manager"
-      },
-      "content": "    def __init__(self):\n        self.active_connections: Dict[str, List[WebSocket]] = {}\n        self.history: Dict[str, List[dict]] = {}\n\n    async def connect(self, websocket: WebSocket, room: str):\n        await websocket.accept()\n        if room not in self.active_connections:\n            self.active_connections[room] = []\n        self.active_connections[room].append(websocket)\n\n    def disconnect(self, websocket: WebSocket, room: str):\n        self.active_connections[room].remove(websocket)\n        if not self.active_connections[room]:\n            del self.active_connections[room]\n\n    async def broadcast(self, message: dict, room: str):\n        if room in self.active_connections:\n            for connection in self.active_connections[room]:\n                await connection.send_json(message)\n\n    def add_history(self, room: str, message: dict):\n        if room not in self.history:\n            self.history[room] = []\n        self.history[room].append(message)"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/016-python-websocket-chat/outputs/base/turn-0.py b/evals/data/experiments/016-python-websocket-chat/outputs/base/turn-0.py
deleted file mode 100644
index af87482..0000000
--- a/evals/data/experiments/016-python-websocket-chat/outputs/base/turn-0.py
+++ /dev/null
@@ -1,94 +0,0 @@
-import asyncio
-from typing import Dict, List, Set
-from datetime import datetime
-from pydantic import BaseModel, Field
-from fastapi import FastAPI, WebSocket, WebSocketDisconnect, HTTPException, status
-from fastapi.middleware.cors import CORSMiddleware
-
-app = FastAPI()
-app.add_middleware(CORSMiddleware, allow_origins=["*"])
-
-class ChatMessage(BaseModel):
-    type: str = "message"
-    sender: str
-    room: str
-    content: str
-    timestamp: str = Field(default_factory=lambda: datetime.now().isoformat())
-
-class SystemMessage(BaseModel):
-    type: str = "system"
-    content: str
-
-class ConnectionManager:
-    def __init__(self):
-        self.active_connections: Dict[str, Dict[str, WebSocket]] = {}
-        self.history: Dict[str, List[ChatMessage]] = {}
-        self.rate_limit: Dict[str, float] = {}
-
-    async def connect(self, websocket: WebSocket, room: str, user: str):
-        await websocket.accept()
-        if room not in self.active_connections:
-            self.active_connections[room] = {}
-            self.history[room] = []
-        self.active_connections[room][user] = websocket
-
-    def disconnect(self, room: str, user: str):
-        if room in self.active_connections and user in self.active_connections[room]:
-            del self.active_connections[room][user]
-
-    async def broadcast(self, room: str, message: dict):
-        if room in self.active_connections:
-            for connection in self.active_connections[room].values():
-                await connection.send_json(message)
-
-    async def send_to_user(self, websocket: WebSocket, message: dict):
-        await websocket.send_json(message)
-
-manager = ConnectionManager()
-
-@app.websocket("/ws/{room}/{user}")
-async def websocket_endpoint(websocket: WebSocket, room: str, user: str):
-    await manager.connect(websocket, room, user)
-    await manager.broadcast(room, {"type": "user_joined", "user": user})
-    
-    try:
-        while True:
-            data = await websocket.receive_json()
-            
-            # Basic Rate Limiting
-            now = asyncio.get_event_loop().time()
-            if now - manager.rate_limit.get(user, 0) < 0.5:
-                await manager.send_to_user(websocket, {"type": "error", "message": "Rate limit exceeded"})
-                continue
-            manager.rate_limit[user] = now
-
-            msg_type = data.get("type")
-            
-            if msg_type == "message":
-                chat_msg = ChatMessage(sender=user, room=room, content=data["content"])
-                manager.history[room].append(chat_msg)
-                await manager.broadcast(room, chat_msg.dict())
-            
-            elif msg_type == "typing":
-                await manager.broadcast(room, {"type": "typing", "user": user})
-
-    except WebSocketDisconnect:
-        manager.disconnect(room, user)
-        await manager.broadcast(room, {"type": "user_left", "user": user})
-
-@app.get("/rooms")
-async def list_rooms():
-    return {"rooms": list(manager.active_connections.keys())}
-
-@app.get("/rooms/{room}/history")
-async def get_history(room: str):
-    if room not in manager.history:
-        raise HTTPException(status_code=404, detail="Room not found")
-    return manager.history[room]
-
-@app.post("/rooms/{room}/clear")
-async def clear_history(room: str):
-    if room in manager.history:
-        manager.history[room] = []
-        return {"status": "cleared"}
-    raise HTTPException(status_code=404, detail="Room not found")
\ No newline at end of file
diff --git a/evals/data/experiments/016-python-websocket-chat/outputs/base/turn-1.py b/evals/data/experiments/016-python-websocket-chat/outputs/base/turn-1.py
deleted file mode 100644
index ea91ac7..0000000
--- a/evals/data/experiments/016-python-websocket-chat/outputs/base/turn-1.py
+++ /dev/null
@@ -1,102 +0,0 @@
-import asyncio
-from typing import Dict, List, Optional
-from datetime import datetime
-from pydantic import BaseModel, Field
-from fastapi import FastAPI, WebSocket, WebSocketDisconnect, HTTPException
-from fastapi.middleware.cors import CORSMiddleware
-
-app = FastAPI()
-app.add_middleware(CORSMiddleware, allow_origins=["*"])
-
-class ChatMessage(BaseModel):
-    id: str
-    type: str = "message"
-    sender: str
-    room: str
-    content: str
-    timestamp: str = Field(default_factory=lambda: datetime.now().isoformat())
-
-class ReactionMessage(BaseModel):
-    type: str = "reaction"
-    message_id: str
-    user_id: str
-    emoji: str
-    timestamp: str = Field(default_factory=lambda: datetime.now().isoformat())
-
-class ConnectionManager:
-    def __init__(self):
-        self.active_connections: Dict[str, Dict[str, WebSocket]] = {}
-        self.history: Dict[str, List[ChatMessage]] = {}
-        self.rate_limit: Dict[str, float] = {}
-
-    async def connect(self, websocket: WebSocket, room: str, user: str):
-        await websocket.accept()
-        if room not in self.active_connections:
-            self.active_connections[room] = {}
-            self.history[room] = []
-        self.active_connections[room][user] = websocket
-
-    def disconnect(self, room: str, user: str):
-        if room in self.active_connections and user in self.active_connections[room]:
-            del self.active_connections[room][user]
-
-    async def broadcast(self, room: str, message: dict):
-        if room in self.active_connections:
-            for connection in self.active_connections[room].values():
-                await connection.send_json(message)
-
-    async def send_to_user(self, websocket: WebSocket, message: dict):
-        await websocket.send_json(message)
-
-manager = ConnectionManager()
-
-@app.websocket("/ws/{room}/{user}")
-async def websocket_endpoint(websocket: WebSocket, room: str, user: str):
-    await manager.connect(websocket, room, user)
-    await manager.broadcast(room, {"type": "user_joined", "user": user})
-    
-    try:
-        while True:
-            data = await websocket.receive_json()
-            
-            now = asyncio.get_event_loop().time()
-            if now - manager.rate_limit.get(user, 0) < 0.2:
-                continue
-            manager.rate_limit[user] = now
-
-            msg_type = data.get("type")
-            
-            if msg_type == "message":
-                chat_msg = ChatMessage(
-                    id=str(len(manager.history.get(room, []))), 
-                    sender=user, 
-                    room=room, 
-                    content=data["content"]
-                )
-                manager.history[room].append(chat_msg)
-                await manager.broadcast(room, chat_msg.dict())
-            
-            elif msg_type == "reaction":
-                reaction = ReactionMessage(
-                    message_id=data["message_id"],
-                    user_id=user,
-                    emoji=data["emoji"]
-                )
-                await manager.broadcast(room, reaction.dict())
-            
-            elif msg_type == "typing":
-                await manager.broadcast(room, {"type": "typing", "user": user})
-
-    except WebSocketDisconnect:
-        manager.disconnect(room, user)
-        await manager.broadcast(room, {"type": "user_left", "user": user})
-
-@app.get("/rooms")
-async def list_rooms():
-    return {"rooms": list(manager.active_connections.keys())}
-
-@app.get("/rooms/{room}/history")
-async def get_history(room: str):
-    if room not in manager.history:
-        raise HTTPException(status_code=404, detail="Room not found")
-    return manager.history[room]
\ No newline at end of file
diff --git a/evals/data/experiments/016-python-websocket-chat/outputs/base/turn-2.py b/evals/data/experiments/016-python-websocket-chat/outputs/base/turn-2.py
deleted file mode 100644
index fbbd2e6..0000000
--- a/evals/data/experiments/016-python-websocket-chat/outputs/base/turn-2.py
+++ /dev/null
@@ -1,106 +0,0 @@
-import asyncio
-from typing import Dict, List, Optional
-from datetime import datetime
-import uuid
-from pydantic import BaseModel, Field
-from fastapi import FastAPI, WebSocket, WebSocketDisconnect, HTTPException
-from fastapi.middleware.cors import CORSMiddleware
-
-app = FastAPI()
-app.add_middleware(CORSMiddleware, allow_origins=["*"])
-
-class ChatMessage(BaseModel):
-    id: str = Field(default_factory=lambda: str(uuid.uuid4()))
-    type: str = "message"
-    sender: str
-    room: str
-    content: str
-    timestamp: str = Field(default_factory=lambda: datetime.now().isoformat())
-
-class ReactionMessage(BaseModel):
-    type: str = "reaction"
-    message_id: str
-    user_id: str
-    emoji: str
-    timestamp: str = Field(default_factory=lambda: datetime.now().isoformat())
-
-class ConnectionManager:
-    def __init__(self):
-        # Room -> {Username -> WebSocket}
-        self.active_connections: Dict[str, Dict[str, WebSocket]] = {}
-        self.history: Dict[str, List[ChatMessage]] = {}
-        self.rate_limit: Dict[str, float] = {}
-
-    async def connect(self, websocket: WebSocket, room: str, user: str):
-        await websocket.accept()
-        if room not in self.active_connections:
-            self.active_connections[room] = {}
-            self.history[room] = []
-        self.active_connections[room][user] = websocket
-
-    def disconnect(self, room: str, user: str):
-        if room in self.active_connections and user in self.active_connections[room]:
-            del self.active_connections[room][user]
-            if not self.active_connections[room]:
-                del self.active_connections[room]
-
-    async def broadcast(self, room: str, message: dict, exclude_user: Optional[str] = None):
-        """Broadcasts a message only to users within the specified room."""
-        if room in self.active_connections:
-            for username, connection in self.active_connections[room].items():
-                if username != exclude_user:
-                    try:
-                        await connection.send_json(message)
-                    except Exception:
-                        continue
-
-    async def send_to_user(self, websocket: WebSocket, message: dict):
-        await websocket.send_json(message)
-
-manager = ConnectionManager()
-
-@app.websocket("/ws/{room}/{user}")
-async def websocket_endpoint(websocket: WebSocket, room: str, user: str):
-    await manager.connect(websocket, room, user)
-    await manager.broadcast(room, {"type": "user_joined", "user": user})
-    
-    try:
-        while True:
-            data = await websocket.receive_json()
-            
-            now = asyncio.get_event_loop().time()
-            if now - manager.rate_limit.get(user, 0) < 0.2:
-                continue
-            manager.rate_limit[user] = now
-
-            msg_type = data.get("type")
-            
-            if msg_type == "message":
-                chat_msg = ChatMessage(sender=user, room=room, content=data["content"])
-                manager.history[room].append(chat_msg)
-                await manager.broadcast(room, chat_msg.dict())
-            
-            elif msg_type == "reaction":
-                reaction = ReactionMessage(
-                    message_id=data["message_id"],
-                    user_id=user,
-                    emoji=data["emoji"]
-                )
-                await manager.broadcast(room, reaction.dict())
-            
-            elif msg_type == "typing":
-                await manager.broadcast(room, {"type": "typing", "user": user}, exclude_user=user)
-
-    except WebSocketDisconnect:
-        manager.disconnect(room, user)
-        await manager.broadcast(room, {"type": "user_left", "user": user})
-
-@app.get("/rooms")
-async def list_rooms():
-    return {"rooms": list(manager.active_connections.keys())}
-
-@app.get("/rooms/{room}/history")
-async def get_history(room: str):
-    if room not in manager.history:
-        raise HTTPException(status_code=404, detail="Room not found")
-    return manager.history[room]
\ No newline at end of file
diff --git a/evals/data/experiments/016-python-websocket-chat/outputs/base/turn-3.py b/evals/data/experiments/016-python-websocket-chat/outputs/base/turn-3.py
deleted file mode 100644
index b43e30d..0000000
--- a/evals/data/experiments/016-python-websocket-chat/outputs/base/turn-3.py
+++ /dev/null
@@ -1,107 +0,0 @@
-import asyncio
-from typing import Dict, List, Optional
-from datetime import datetime
-import uuid
-from pydantic import BaseModel, Field
-from fastapi import FastAPI, WebSocket, WebSocketDisconnect, HTTPException
-from fastapi.middleware.cors import CORSMiddleware
-
-app = FastAPI()
-app.add_middleware(CORSMiddleware, allow_origins=["*"])
-
-class ChatMessage(BaseModel):
-    id: str = Field(default_factory=lambda: str(uuid.uuid4()))
-    type: str = "message"
-    sender: str
-    room: str
-    content: str
-    timestamp: str = Field(default_factory=lambda: datetime.now().isoformat())
-
-class ReactionMessage(BaseModel):
-    type: str = "reaction"
-    message_id: str
-    user_id: str
-    emoji: str
-    timestamp: str = Field(default_factory=lambda: datetime.now().isoformat())
-
-class PinMessage(BaseModel):
-    type: str = "pin"
-    message_id: str
-    pinned_by: str
-    timestamp: str = Field(default_factory=lambda: datetime.now().isoformat())
-
-class ConnectionManager:
-    def __init__(self):
-        self.active_connections: Dict[str, Dict[str, WebSocket]] = {}
-        self.history: Dict[str, List[ChatMessage]] = {}
-        self.pinned_messages: Dict[str, List[str]] = {}  # Room -> List of message_ids
-        self.rate_limit: Dict[str, float] = {}
-
-    async def connect(self, websocket: WebSocket, room: str, user: str):
-        await websocket.accept()
-        if room not in self.active_connections:
-            self.active_connections[room] = {}
-            self.history[room] = []
-            self.pinned_messages[room] = []
-        self.active_connections[room][user] = websocket
-
-    def disconnect(self, room: str, user: str):
-        if room in self.active_connections and user in self.active_connections[room]:
-            del self.active_connections[room][user]
-
-    async def broadcast(self, room: str, message: dict, exclude_user: Optional[str] = None):
-        if room in self.active_connections:
-            for username, connection in self.active_connections[room].items():
-                if username != exclude_user:
-                    try:
-                        await connection.send_json(message)
-                    except Exception:
-                        pass
-
-    async def send_to_user(self, websocket: WebSocket, message: dict):
-        await websocket.send_json(message)
-
-manager = ConnectionManager()
-
-@app.websocket("/ws/{room}/{user}")
-async def websocket_endpoint(websocket: WebSocket, room: str, user: str):
-    await manager.connect(websocket, room, user)
-    await manager.broadcast(room, {"type": "user_joined", "user": user})
-    
-    try:
-        while True:
-            data = await websocket.receive_json()
-            now = asyncio.get_event_loop().time()
-            if now - manager.rate_limit.get(user, 0) < 0.2:
-                continue
-            manager.rate_limit[user] = now
-
-            msg_type = data.get("type")
-            
-            if msg_type == "message":
-                chat_msg = ChatMessage(sender=user, room=room, content=data["content"])
-                manager.history[room].append(chat_msg)
-                await manager.broadcast(room, chat_msg.dict())
-            
-            elif msg_type == "reaction":
-                reaction = ReactionMessage(message_id=data["message_id"], user_id=user, emoji=data["emoji"])
-                await manager.broadcast(room, reaction.dict())
-
-            elif msg_type == "pin":
-                msg_id = data.get("message_id")
-                manager.pinned_messages[room].append(msg_id)
-                pin_event = PinMessage(message_id=msg_id, pinned_by=user)
-                await manager.broadcast(room, pin_event.dict())
-
-            elif msg_type == "typing":
-                await manager.broadcast(room, {"type": "typing", "user": user}, exclude_user=user)
-
-    except WebSocketDisconnect:
-        manager.disconnect(room, user)
-        await manager.broadcast(room, {"type": "user_left", "user": user})
-
-@app.get("/rooms/{room}/pinned")
-async def get_pinned_messages(room: str):
-    if room not in manager.pinned_messages:
-        raise HTTPException(status_code=404, detail="Room not found")
-    return {"pinned": manager.pinned_messages[room]}
\ No newline at end of file
diff --git a/evals/data/experiments/017-python-scraper/eval.json b/evals/data/experiments/017-python-scraper/eval.json
deleted file mode 100644
index cb9e0b6..0000000
--- a/evals/data/experiments/017-python-scraper/eval.json
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.6423,
-      "token_f1": 0.6848,
-      "base_char_count": 3923,
-      "aap_char_count": 3301,
-      "char_delta_pct": -15.9,
-      "lines_added": 45,
-      "lines_removed": 51,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.6423,
-  "mean_token_f1": 0.6848,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/017-python-scraper/metrics.json b/evals/data/experiments/017-python-scraper/metrics.json
deleted file mode 100644
index 2273cbc..0000000
--- a/evals/data/experiments/017-python-scraper/metrics.json
+++ /dev/null
@@ -1,182 +0,0 @@
-{
-  "experiment_id": "017-python-scraper",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:57:08.388939+00:00",
-  "format": "text/x-python",
-  "base_turn0": {
-    "input_tokens": 116,
-    "output_tokens": 1215,
-    "latency_ms": 6182,
-    "artifact_bytes": 4145
-  },
-  "aap_turn0": {
-    "input_tokens": 455,
-    "output_tokens": 815,
-    "latency_ms": 4325,
-    "artifact_bytes": 2849
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Update the config to set the rate limit to 2 requests per second and add a proxy",
-        "input_tokens": 1354,
-        "output_tokens": 449,
-        "latency_ms": 2864,
-        "output_bytes": 1323,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Add a new parser field for 'discount_price' that extracts sale prices and calcul",
-        "input_tokens": 1829,
-        "output_tokens": 672,
-        "latency_ms": 3784,
-        "output_bytes": 2374,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 3183,
-    "total_output_tokens": 1121,
-    "total_latency_ms": 6648
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Update the config to set the rate limit to 2 requests per second and add a proxy",
-        "input_tokens": 1946,
-        "output_tokens": 907,
-        "latency_ms": 4759,
-        "output_bytes": 3014,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Add a new parser field for 'discount_price' that extracts sale prices and calcul",
-        "input_tokens": 1999,
-        "output_tokens": 1126,
-        "latency_ms": 6189,
-        "output_bytes": 3748,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 3945,
-    "total_output_tokens": 2033,
-    "total_latency_ms": 10948,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": -81.4,
-    "input_token_savings_pct": -23.9,
-    "latency_savings_pct": -64.7
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 116,
-        "base_output": 1215,
-        "base_latency_ms": 6182,
-        "aap_input": 455,
-        "aap_output": 815,
-        "aap_latency_ms": 4325
-      },
-      {
-        "turn": 1,
-        "base_input": 1354,
-        "base_output": 449,
-        "base_latency_ms": 2864,
-        "aap_input": 1946,
-        "aap_output": 907,
-        "aap_latency_ms": 4759,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1829,
-        "base_output": 672,
-        "base_latency_ms": 3784,
-        "aap_input": 1999,
-        "aap_output": 1126,
-        "aap_latency_ms": 6189,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 3299,
-      "base_output": 2336,
-      "base_combined": 5635,
-      "aap_input": 4400,
-      "aap_output": 2848,
-      "aap_combined": 7248,
-      "base_latency_ms": 12830,
-      "aap_latency_ms": 15273,
-      "output_savings_pct": -21.9,
-      "input_delta_pct": 33.4,
-      "combined_savings_pct": -28.6,
-      "latency_savings_pct": -19.0
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.3352,
-        "token_f1": 0.6014,
-        "base_char_count": 4145,
-        "aap_char_count": 2675,
-        "char_delta_pct": -35.5,
-        "lines_added": 52,
-        "lines_removed": 80,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.11,
-        "token_f1": 0.3235,
-        "base_char_count": 1323,
-        "aap_char_count": 2840,
-        "char_delta_pct": 114.7,
-        "lines_added": 78,
-        "lines_removed": 26,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.2007,
-        "token_f1": 0.3828,
-        "base_char_count": 2374,
-        "aap_char_count": 3574,
-        "char_delta_pct": 50.5,
-        "lines_added": 99,
-        "lines_removed": 45,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.2153,
-    "mean_token_f1": 0.4359,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/017-python-scraper/outputs/aap/turn-0.py b/evals/data/experiments/017-python-scraper/outputs/aap/turn-0.py
deleted file mode 100644
index 28747aa..0000000
--- a/evals/data/experiments/017-python-scraper/outputs/aap/turn-0.py
+++ /dev/null
@@ -1,81 +0,0 @@
-import json
-import sqlite3
-import time
-import logging
-from dataclasses import dataclass
-from typing import Dict, Any, List
-import requests
-from bs4 import BeautifulSoup
-from requests.adapters import HTTPAdapter
-from urllib3.util.retry import Retry
-
-logging.basicConfig(level=logging.INFO)
-logger = logging.getLogger(__name__)
-
-<aap:target id="config-block">
-@dataclass
-class ScraperConfig:
-    base_url: str = "https://example.com"
-    rate_limit: float = 1.5
-    retry_total: int = 3
-    retry_backoff: float = 2.0
-    output_jsonl: str = "products.jsonl"
-    db_path: str = "products.db"
-    user_agents: List[str] = None
-</aap:target>
-
-<aap:target id="fetcher-block">
-class ProductFetcher:
-    def __init__(self, config: ScraperConfig):
-        self.config = config
-        self.session = requests.Session()
-        retries = Retry(total=config.retry_total, backoff_factor=config.retry_backoff)
-        self.session.mount("https://", HTTPAdapter(max_retries=retries))
-        self.session.headers.update({"User-Agent": "Mozilla/5.0"})
-
-    def fetch(self, url: str) -> str:
-        time.sleep(self.config.rate_limit)
-        response = self.session.get(url, timeout=10)
-        response.raise_for_status()
-        return response.text
-</aap:target>
-
-<aap:target id="parser-block">
-class ProductParser:
-    @staticmethod
-    def parse_product(html: str) -> Dict[str, Any]:
-        soup = BeautifulSoup(html, 'html.parser')
-        return {
-            "name": soup.select_one(".product-title").text.strip(),
-            "price": soup.select_one(".price").text.strip(),
-            "rating": soup.select_one(".rating").get("data-value"),
-            "review_count": soup.select_one(".reviews").text.strip(),
-            "availability": soup.select_one(".stock").text.strip(),
-            "image_url": soup.select_one("img.main-image").get("src")
-        }
-</aap:target>
-
-<aap:target id="storage-block">
-class Storage:
-    def __init__(self, config: ScraperConfig):
-        self.config = config
-        self._init_db()
-
-    def _init_db(self):
-        with sqlite3.connect(self.config.db_path) as conn:
-            conn.execute("""
-                CREATE TABLE IF NOT EXISTS products (
-                    id INTEGER PRIMARY KEY,
-                    name TEXT, price TEXT, rating TEXT, 
-                    reviews TEXT, stock TEXT, img TEXT
-                )
-            """)
-
-    def save(self, data: Dict[str, Any]):
-        with open(self.config.output_jsonl, "a") as f:
-            f.write(json.dumps(data) + "\n")
-        
-        with sqlite3.connect(self.config.db_path) as conn:
-            conn.execute("INSERT INTO products (name, price, rating, reviews, stock, img) VALUES (?,?,?,?,?,?)",
-                         (data['name'], data['price'], data['rating'], data['review_count'], data['availability'], data['image_url']))
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/017-python-scraper/outputs/aap/turn-1.json b/evals/data/experiments/017-python-scraper/outputs/aap/turn-1.json
deleted file mode 100644
index 969d3f1..0000000
--- a/evals/data/experiments/017-python-scraper/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "scraper-script",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "import json\nimport sqlite3\nimport time\nimport logging\nfrom dataclasses import dataclass\nfrom typing import Dict, Any, List, Optional\nimport requests\nfrom bs4 import BeautifulSoup\nfrom requests.adapters import HTTPAdapter\nfrom urllib3.util.retry import Retry\n\nlogging.basicConfig(level=logging.INFO)\nlogger = logging.getLogger(__name__)\n\n<aap:target id=\"config-block\">\n@dataclass\nclass ScraperConfig:\n    base_url: str = \"https://example.com\"\n    rate_limit: float = 0.5\n    retry_total: int = 3\n    retry_backoff: float = 2.0\n    output_jsonl: str = \"products.jsonl\"\n    db_path: str = \"products.db\"\n    user_agents: List[str] = None\n    proxy_url: Optional[str] = None\n</aap:target>\n\n<aap:target id=\"fetcher-block\">\nclass ProductFetcher:\n    def __init__(self, config: ScraperConfig):\n        self.config = config\n        self.session = requests.Session()\n        retries = Retry(total=config.retry_total, backoff_factor=config.retry_backoff)\n        self.session.mount(\"https://\", HTTPAdapter(max_retries=retries))\n        self.session.headers.update({\"User-Agent\": \"Mozilla/5.0\"})\n        if config.proxy_url:\n            self.session.proxies = {\"http\": config.proxy_url, \"https\": config.proxy_url}\n\n    def fetch(self, url: str) -> str:\n        time.sleep(self.config.rate_limit)\n        response = self.session.get(url, timeout=10)\n        response.raise_for_status()\n        return response.text\n</aap:target>\n\n<aap:target id=\"parser-block\">\nclass ProductParser:\n    @staticmethod\n    def parse_product(html: str) -> Dict[str, Any]:\n        soup = BeautifulSoup(html, 'html.parser')\n        return {\n            \"name\": soup.select_one(\".product-title\").text.strip(),\n            \"price\": soup.select_one(\".price\").text.strip(),\n            \"rating\": soup.select_one(\".rating\").get(\"data-value\"),\n            \"review_count\": soup.select_one(\".reviews\").text.strip(),\n            \"availability\": soup.select_one(\".stock\").text.strip(),\n            \"image_url\": soup.select_one(\"img.main-image\").get(\"src\")\n        }\n</aap:target>\n\n<aap:target id=\"storage-block\">\nclass Storage:\n    def __init__(self, config: ScraperConfig):\n        self.config = config\n        self._init_db()\n\n    def _init_db(self):\n        with sqlite3.connect(self.config.db_path) as conn:\n            conn.execute(\"\"\"\n                CREATE TABLE IF NOT EXISTS products (\n                    id INTEGER PRIMARY KEY,\n                    name TEXT, price TEXT, rating TEXT, \n                    reviews TEXT, stock TEXT, img TEXT\n                )\n            \"\"\")\n\n    def save(self, data: Dict[str, Any]):\n        with open(self.config.output_jsonl, \"a\") as f:\n            f.write(json.dumps(data) + \"\\n\")\n        \n        with sqlite3.connect(self.config.db_path) as conn:\n            conn.execute(\"INSERT INTO products (name, price, rating, reviews, stock, img) VALUES (?,?,?,?,?,?)\",\n                         (data['name'], data['price'], data['rating'], data['review_count'], data['availability'], data['image_url']))\n</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/017-python-scraper/outputs/aap/turn-1.py b/evals/data/experiments/017-python-scraper/outputs/aap/turn-1.py
deleted file mode 100644
index 00a5ccf..0000000
--- a/evals/data/experiments/017-python-scraper/outputs/aap/turn-1.py
+++ /dev/null
@@ -1,84 +0,0 @@
-import json
-import sqlite3
-import time
-import logging
-from dataclasses import dataclass
-from typing import Dict, Any, List, Optional
-import requests
-from bs4 import BeautifulSoup
-from requests.adapters import HTTPAdapter
-from urllib3.util.retry import Retry
-
-logging.basicConfig(level=logging.INFO)
-logger = logging.getLogger(__name__)
-
-<aap:target id="config-block">
-@dataclass
-class ScraperConfig:
-    base_url: str = "https://example.com"
-    rate_limit: float = 0.5
-    retry_total: int = 3
-    retry_backoff: float = 2.0
-    output_jsonl: str = "products.jsonl"
-    db_path: str = "products.db"
-    user_agents: List[str] = None
-    proxy_url: Optional[str] = None
-</aap:target>
-
-<aap:target id="fetcher-block">
-class ProductFetcher:
-    def __init__(self, config: ScraperConfig):
-        self.config = config
-        self.session = requests.Session()
-        retries = Retry(total=config.retry_total, backoff_factor=config.retry_backoff)
-        self.session.mount("https://", HTTPAdapter(max_retries=retries))
-        self.session.headers.update({"User-Agent": "Mozilla/5.0"})
-        if config.proxy_url:
-            self.session.proxies = {"http": config.proxy_url, "https": config.proxy_url}
-
-    def fetch(self, url: str) -> str:
-        time.sleep(self.config.rate_limit)
-        response = self.session.get(url, timeout=10)
-        response.raise_for_status()
-        return response.text
-</aap:target>
-
-<aap:target id="parser-block">
-class ProductParser:
-    @staticmethod
-    def parse_product(html: str) -> Dict[str, Any]:
-        soup = BeautifulSoup(html, 'html.parser')
-        return {
-            "name": soup.select_one(".product-title").text.strip(),
-            "price": soup.select_one(".price").text.strip(),
-            "rating": soup.select_one(".rating").get("data-value"),
-            "review_count": soup.select_one(".reviews").text.strip(),
-            "availability": soup.select_one(".stock").text.strip(),
-            "image_url": soup.select_one("img.main-image").get("src")
-        }
-</aap:target>
-
-<aap:target id="storage-block">
-class Storage:
-    def __init__(self, config: ScraperConfig):
-        self.config = config
-        self._init_db()
-
-    def _init_db(self):
-        with sqlite3.connect(self.config.db_path) as conn:
-            conn.execute("""
-                CREATE TABLE IF NOT EXISTS products (
-                    id INTEGER PRIMARY KEY,
-                    name TEXT, price TEXT, rating TEXT, 
-                    reviews TEXT, stock TEXT, img TEXT
-                )
-            """)
-
-    def save(self, data: Dict[str, Any]):
-        with open(self.config.output_jsonl, "a") as f:
-            f.write(json.dumps(data) + "\n")
-        
-        with sqlite3.connect(self.config.db_path) as conn:
-            conn.execute("INSERT INTO products (name, price, rating, reviews, stock, img) VALUES (?,?,?,?,?,?)",
-                         (data['name'], data['price'], data['rating'], data['review_count'], data['availability'], data['image_url']))
-</aap:target>
diff --git a/evals/data/experiments/017-python-scraper/outputs/aap/turn-2.json b/evals/data/experiments/017-python-scraper/outputs/aap/turn-2.json
deleted file mode 100644
index 4f7da50..0000000
--- a/evals/data/experiments/017-python-scraper/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "scraper_artifact",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/x-python",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "import json\nimport sqlite3\nimport time\nimport logging\nfrom dataclasses import dataclass\nfrom typing import Dict, Any, List, Optional\nimport requests\nfrom bs4 import BeautifulSoup\nfrom requests.adapters import HTTPAdapter\nfrom urllib3.util.retry import Retry\n\nlogging.basicConfig(level=logging.INFO)\nlogger = logging.getLogger(__name__)\n\n<aap:target id=\"config-block\">\n@dataclass\nclass ScraperConfig:\n    base_url: str = \"https://example.com\"\n    rate_limit: float = 0.5\n    retry_total: int = 3\n    retry_backoff: float = 2.0\n    output_jsonl: str = \"products.jsonl\"\n    db_path: str = \"products.db\"\n    user_agents: List[str] = None\n    proxy_url: Optional[str] = None\n</aap:target>\n\n<aap:target id=\"fetcher-block\">\nclass ProductFetcher:\n    def __init__(self, config: ScraperConfig):\n        self.config = config\n        self.session = requests.Session()\n        retries = Retry(total=config.retry_total, backoff_factor=config.retry_backoff)\n        self.session.mount(\"https://\", HTTPAdapter(max_retries=retries))\n        self.session.headers.update({\"User-Agent\": \"Mozilla/5.0\"})\n        if config.proxy_url:\n            self.session.proxies = {\"http\": config.proxy_url, \"https\": config.proxy_url}\n\n    def fetch(self, url: str) -> str:\n        time.sleep(self.config.rate_limit)\n        response = self.session.get(url, timeout=10)\n        response.raise_for_status()\n        return response.text\n</aap:target>\n\n<aap:target id=\"parser-block\">\nclass ProductParser:\n    @staticmethod\n    def parse_product(html: str) -> Dict[str, Any]:\n        soup = BeautifulSoup(html, 'html.parser')\n        \n        price_el = soup.select_one(\".price\")\n        discount_el = soup.select_one(\".discount-price\")\n        \n        data = {\n            \"name\": soup.select_one(\".product-title\").text.strip(),\n            \"price\": price_el.text.strip(),\n            \"rating\": soup.select_one(\".rating\").get(\"data-value\"),\n            \"review_count\": soup.select_one(\".reviews\").text.strip(),\n            \"availability\": soup.select_one(\".stock\").text.strip(),\n            \"image_url\": soup.select_one(\"img.main-image\").get(\"src\"),\n            \"discount_price\": discount_el.text.strip() if discount_el else None\n        }\n        \n        if data[\"discount_price\"]:\n            try:\n                p = float(data[\"price\"].replace(\"$\", \"\"))\n                dp = float(data[\"discount_price\"].replace(\"$\", \"\"))\n                data[\"discount_pct\"] = round(((p - dp) / p) * 100, 2)\n            except:\n                data[\"discount_pct\"] = 0\n        else:\n            data[\"discount_pct\"] = 0\n            \n        return data\n</aap:target>\n\n<aap:target id=\"storage-block\">\nclass Storage:\n    def __init__(self, config: ScraperConfig):\n        self.config = config\n        self._init_db()\n\n    def _init_db(self):\n        with sqlite3.connect(self.config.db_path) as conn:\n            conn.execute(\"\"\"\n                CREATE TABLE IF NOT EXISTS products (\n                    id INTEGER PRIMARY KEY,\n                    name TEXT, price TEXT, rating TEXT, \n                    reviews TEXT, stock TEXT, img TEXT,\n                    discount_price TEXT, discount_pct REAL\n                )\n            \"\"\")\n\n    def save(self, data: Dict[str, Any]):\n        with open(self.config.output_jsonl, \"a\") as f:\n            f.write(json.dumps(data) + \"\\n\")\n        \n        with sqlite3.connect(self.config.db_path) as conn:\n            conn.execute(\"INSERT INTO products (name, price, rating, reviews, stock, img, discount_price, discount_pct) VALUES (?,?,?,?,?,?,?,?)\",\n                         (data['name'], data['price'], data['rating'], data['review_count'], data['availability'], data['image_url'], data.get('discount_price'), data.get('discount_pct')))\n</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/017-python-scraper/outputs/aap/turn-2.py b/evals/data/experiments/017-python-scraper/outputs/aap/turn-2.py
deleted file mode 100644
index 1493eaa..0000000
--- a/evals/data/experiments/017-python-scraper/outputs/aap/turn-2.py
+++ /dev/null
@@ -1,102 +0,0 @@
-import json
-import sqlite3
-import time
-import logging
-from dataclasses import dataclass
-from typing import Dict, Any, List, Optional
-import requests
-from bs4 import BeautifulSoup
-from requests.adapters import HTTPAdapter
-from urllib3.util.retry import Retry
-
-logging.basicConfig(level=logging.INFO)
-logger = logging.getLogger(__name__)
-
-<aap:target id="config-block">
-@dataclass
-class ScraperConfig:
-    base_url: str = "https://example.com"
-    rate_limit: float = 0.5
-    retry_total: int = 3
-    retry_backoff: float = 2.0
-    output_jsonl: str = "products.jsonl"
-    db_path: str = "products.db"
-    user_agents: List[str] = None
-    proxy_url: Optional[str] = None
-</aap:target>
-
-<aap:target id="fetcher-block">
-class ProductFetcher:
-    def __init__(self, config: ScraperConfig):
-        self.config = config
-        self.session = requests.Session()
-        retries = Retry(total=config.retry_total, backoff_factor=config.retry_backoff)
-        self.session.mount("https://", HTTPAdapter(max_retries=retries))
-        self.session.headers.update({"User-Agent": "Mozilla/5.0"})
-        if config.proxy_url:
-            self.session.proxies = {"http": config.proxy_url, "https": config.proxy_url}
-
-    def fetch(self, url: str) -> str:
-        time.sleep(self.config.rate_limit)
-        response = self.session.get(url, timeout=10)
-        response.raise_for_status()
-        return response.text
-</aap:target>
-
-<aap:target id="parser-block">
-class ProductParser:
-    @staticmethod
-    def parse_product(html: str) -> Dict[str, Any]:
-        soup = BeautifulSoup(html, 'html.parser')
-        
-        price_el = soup.select_one(".price")
-        discount_el = soup.select_one(".discount-price")
-        
-        data = {
-            "name": soup.select_one(".product-title").text.strip(),
-            "price": price_el.text.strip(),
-            "rating": soup.select_one(".rating").get("data-value"),
-            "review_count": soup.select_one(".reviews").text.strip(),
-            "availability": soup.select_one(".stock").text.strip(),
-            "image_url": soup.select_one("img.main-image").get("src"),
-            "discount_price": discount_el.text.strip() if discount_el else None
-        }
-        
-        if data["discount_price"]:
-            try:
-                p = float(data["price"].replace("$", ""))
-                dp = float(data["discount_price"].replace("$", ""))
-                data["discount_pct"] = round(((p - dp) / p) * 100, 2)
-            except:
-                data["discount_pct"] = 0
-        else:
-            data["discount_pct"] = 0
-            
-        return data
-</aap:target>
-
-<aap:target id="storage-block">
-class Storage:
-    def __init__(self, config: ScraperConfig):
-        self.config = config
-        self._init_db()
-
-    def _init_db(self):
-        with sqlite3.connect(self.config.db_path) as conn:
-            conn.execute("""
-                CREATE TABLE IF NOT EXISTS products (
-                    id INTEGER PRIMARY KEY,
-                    name TEXT, price TEXT, rating TEXT, 
-                    reviews TEXT, stock TEXT, img TEXT,
-                    discount_price TEXT, discount_pct REAL
-                )
-            """)
-
-    def save(self, data: Dict[str, Any]):
-        with open(self.config.output_jsonl, "a") as f:
-            f.write(json.dumps(data) + "\n")
-        
-        with sqlite3.connect(self.config.db_path) as conn:
-            conn.execute("INSERT INTO products (name, price, rating, reviews, stock, img, discount_price, discount_pct) VALUES (?,?,?,?,?,?,?,?)",
-                         (data['name'], data['price'], data['rating'], data['review_count'], data['availability'], data['image_url'], data.get('discount_price'), data.get('discount_pct')))
-</aap:target>
diff --git a/evals/data/experiments/017-python-scraper/outputs/base/turn-0.py b/evals/data/experiments/017-python-scraper/outputs/base/turn-0.py
deleted file mode 100644
index 8fd3b2b..0000000
--- a/evals/data/experiments/017-python-scraper/outputs/base/turn-0.py
+++ /dev/null
@@ -1,108 +0,0 @@
-import logging
-import time
-import json
-import sqlite3
-import random
-from dataclasses import dataclass
-from typing import Optional, Dict, Any
-from pathlib import Path
-
-import requests
-from bs4 import BeautifulSoup
-from requests.adapters import HTTPAdapter
-from urllib3.util.retry import Retry
-
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
-logger = logging.getLogger(__name__)
-
-@dataclass
-class Config:
-    base_url: str = "https://example-ecommerce.com"
-    rate_limit: float = 2.0
-    max_retries: int = 3
-    backoff_factor: float = 1.0
-    output_json: str = "products.jsonl"
-    db_path: str = "products.db"
-    user_agents: list = None
-
-    def __post_init__(self):
-        if self.user_agents is None:
-            self.user_agents = [
-                "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36",
-                "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.107 Safari/537.36"
-            ]
-
-class Storage:
-    def __init__(self, config: Config):
-        self.config = config
-        self._init_db()
-
-    def _init_db(self):
-        with sqlite3.connect(self.config.db_path) as conn:
-            conn.execute("""
-                CREATE TABLE IF NOT EXISTS products (
-                    id INTEGER PRIMARY KEY AUTOINCREMENT,
-                    name TEXT, price REAL, rating REAL, 
-                    reviews INTEGER, availability TEXT, image_url TEXT
-                )
-            """)
-
-    def save(self, data: Dict[str, Any]):
-        with open(self.config.output_json, 'a', encoding='utf-8') as f:
-            f.write(json.dumps(data) + '\n')
-        
-        with sqlite3.connect(self.config.db_path) as conn:
-            conn.execute("""
-                INSERT INTO products (name, price, rating, reviews, availability, image_url)
-                VALUES (?, ?, ?, ?, ?, ?)
-            """, (data['name'], data['price'], data['rating'], data['reviews'], data['availability'], data['image_url']))
-
-class Fetcher:
-    def __init__(self, config: Config):
-        self.config = config
-        self.session = requests.Session()
-        retries = Retry(total=config.max_retries, backoff_factor=config.backoff_factor)
-        self.session.mount("https://", HTTPAdapter(max_retries=retries))
-
-    def fetch(self, url: str) -> Optional[str]:
-        time.sleep(self.config.rate_limit)
-        headers = {"User-Agent": random.choice(self.config.user_agents)}
-        try:
-            response = self.session.get(url, headers=headers, timeout=10)
-            response.raise_for_status()
-            return response.text
-        except Exception as e:
-            logger.error(f"Failed to fetch {url}: {e}")
-            return None
-
-class Parser:
-    @staticmethod
-    def parse_product(html: str) -> Dict[str, Any]:
-        soup = BeautifulSoup(html, 'html.parser')
-        # Selectors are placeholders for demonstration
-        return {
-            "name": soup.select_one(".product-title").text.strip() if soup.select_one(".product-title") else None,
-            "price": float(soup.select_one(".price").text.replace('$', '').strip()) if soup.select_one(".price") else 0.0,
-            "rating": float(soup.select_one(".rating").get('data-score', 0)) if soup.select_one(".rating") else 0.0,
-            "reviews": int(soup.select_one(".review-count").text.split()[0]) if soup.select_one(".review-count") else 0,
-            "availability": soup.select_one(".stock").text.strip() if soup.select_one(".stock") else "Unknown",
-            "image_url": soup.select_one(".product-img")['src'] if soup.select_one(".product-img") else None
-        }
-
-def main():
-    config = Config()
-    fetcher = Fetcher(config)
-    storage = Storage(config)
-    parser = Parser()
-
-    urls = [f"{config.base_url}/product/{i}" for i in range(1, 11)]
-
-    for url in urls:
-        html = fetcher.fetch(url)
-        if html:
-            data = parser.parse_product(html)
-            storage.save(data)
-            logger.info(f"Saved product: {data.get('name')}")
-
-if __name__ == "__main__":
-    main()
\ No newline at end of file
diff --git a/evals/data/experiments/017-python-scraper/outputs/base/turn-1.py b/evals/data/experiments/017-python-scraper/outputs/base/turn-1.py
deleted file mode 100644
index 70e4ff3..0000000
--- a/evals/data/experiments/017-python-scraper/outputs/base/turn-1.py
+++ /dev/null
@@ -1,32 +0,0 @@
-@dataclass
-class Config:
-    base_url: str = "https://example-ecommerce.com"
-    # 2 requests per second = 0.5 seconds delay
-    rate_limit: float = 0.5 
-    proxy_url: Optional[str] = None
-    max_retries: int = 3
-    backoff_factor: float = 1.0
-    output_json: str = "products.jsonl"
-    db_path: str = "products.db"
-    user_agents: list = None
-
-    def __post_init__(self):
-        if self.user_agents is None:
-            self.user_agents = [
-                "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36",
-                "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.107 Safari/537.36"
-            ]
-
-# Inside Fetcher class
-    def fetch(self, url: str) -> Optional[str]:
-        time.sleep(self.config.rate_limit)
-        headers = {"User-Agent": random.choice(self.config.user_agents)}
-        proxies = {"http": self.config.proxy_url, "https": self.config.proxy_url} if self.config.proxy_url else None
-        
-        try:
-            response = self.session.get(url, headers=headers, proxies=proxies, timeout=10)
-            response.raise_for_status()
-            return response.text
-        except Exception as e:
-            logger.error(f"Failed to fetch {url}: {e}")
-            return None
\ No newline at end of file
diff --git a/evals/data/experiments/017-python-scraper/outputs/base/turn-2.py b/evals/data/experiments/017-python-scraper/outputs/base/turn-2.py
deleted file mode 100644
index 971c1a5..0000000
--- a/evals/data/experiments/017-python-scraper/outputs/base/turn-2.py
+++ /dev/null
@@ -1,48 +0,0 @@
-@staticmethod
-def parse_product(html: str) -> Dict[str, Any]:
-    soup = BeautifulSoup(html, 'html.parser')
-    
-    # Extract raw prices
-    price_elem = soup.select_one(".price")
-    sale_elem = soup.select_one(".discount-price")
-    
-    original_price = float(price_elem.text.replace('$', '').strip()) if price_elem else 0.0
-    discount_price = float(sale_elem.text.replace('$', '').strip()) if sale_elem else original_price
-    
-    # Calculate discount percentage
-    discount_percent = 0.0
-    if original_price > 0 and discount_price < original_price:
-        discount_percent = ((original_price - discount_price) / original_price) * 100
-
-    return {
-        "name": soup.select_one(".product-title").text.strip() if soup.select_one(".product-title") else None,
-        "price": original_price,
-        "discount_price": discount_price,
-        "discount_percent": round(discount_percent, 2),
-        "rating": float(soup.select_one(".rating").get('data-score', 0)) if soup.select_one(".rating") else 0.0,
-        "reviews": int(soup.select_one(".review-count").text.split()[0]) if soup.select_one(".review-count") else 0,
-        "availability": soup.select_one(".stock").text.strip() if soup.select_one(".stock") else "Unknown",
-        "image_url": soup.select_one(".product-img")['src'] if soup.select_one(".product-img") else None
-    }
-
-# Update storage layer to include new fields
-def _init_db(self):
-    with sqlite3.connect(self.config.db_path) as conn:
-        conn.execute("""
-            CREATE TABLE IF NOT EXISTS products (
-                id INTEGER PRIMARY KEY AUTOINCREMENT,
-                name TEXT, price REAL, discount_price REAL, discount_percent REAL,
-                rating REAL, reviews INTEGER, availability TEXT, image_url TEXT
-            )
-        """)
-
-def save(self, data: Dict[str, Any]):
-    with open(self.config.output_json, 'a', encoding='utf-8') as f:
-        f.write(json.dumps(data) + '\n')
-    
-    with sqlite3.connect(self.config.db_path) as conn:
-        conn.execute("""
-            INSERT INTO products (name, price, discount_price, discount_percent, rating, reviews, availability, image_url)
-            VALUES (?, ?, ?, ?, ?, ?, ?, ?)
-        """, (data['name'], data['price'], data['discount_price'], data['discount_percent'], 
-              data['rating'], data['reviews'], data['availability'], data['image_url']))
\ No newline at end of file
diff --git a/evals/data/experiments/018-js-react-data-table/metrics.json b/evals/data/experiments/018-js-react-data-table/metrics.json
deleted file mode 100644
index fd10fe6..0000000
--- a/evals/data/experiments/018-js-react-data-table/metrics.json
+++ /dev/null
@@ -1,274 +0,0 @@
-{
-  "experiment_id": "018-js-react-data-table",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:57:36.544280+00:00",
-  "format": "text/javascript",
-  "base_turn0": {
-    "input_tokens": 125,
-    "output_tokens": 1436,
-    "latency_ms": 13625,
-    "artifact_bytes": 4653
-  },
-  "aap_turn0": {
-    "input_tokens": 464,
-    "output_tokens": 752,
-    "latency_ms": 6713,
-    "artifact_bytes": 2430
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'department' column after 'role' with values like Engineering, Marketi",
-        "input_tokens": 1585,
-        "output_tokens": 1655,
-        "latency_ms": 9772,
-        "output_bytes": 5455,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the toolbar component to include a date range filter with 'from' and 'to",
-        "input_tokens": 3263,
-        "output_tokens": 1454,
-        "latency_ms": 6114,
-        "output_bytes": 4715,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add 10 more user entries to the sample data with international names and email a",
-        "input_tokens": 4736,
-        "output_tokens": 2002,
-        "latency_ms": 8215,
-        "output_bytes": 6068,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 4,
-        "edit": "Update the pagination component to show 'Showing X-Y of Z results' text and a ju",
-        "input_tokens": 6764,
-        "output_tokens": 1979,
-        "latency_ms": 7608,
-        "output_bytes": 5973,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 16348,
-    "total_output_tokens": 7090,
-    "total_latency_ms": 31709
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'department' column after 'role' with values like Engineering, Marketi",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 5295,
-        "output_bytes": 2430,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the toolbar component to include a date range filter with 'from' and 'to",
-        "input_tokens": 1881,
-        "output_tokens": 971,
-        "latency_ms": 4250,
-        "output_bytes": 3045,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Add 10 more user entries to the sample data with international names and email a",
-        "input_tokens": 2052,
-        "output_tokens": 1129,
-        "latency_ms": 4855,
-        "output_bytes": 3326,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 4,
-        "edit": "Update the pagination component to show 'Showing X-Y of Z results' text and a ju",
-        "input_tokens": 2197,
-        "output_tokens": 1279,
-        "latency_ms": 5649,
-        "output_bytes": 3886,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 6130,
-    "total_output_tokens": 3379,
-    "total_latency_ms": 20049,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.75
-  },
-  "comparison": {
-    "output_token_savings_pct": 52.3,
-    "input_token_savings_pct": 62.5,
-    "latency_savings_pct": 36.8
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 125,
-        "base_output": 1436,
-        "base_latency_ms": 13625,
-        "aap_input": 464,
-        "aap_output": 752,
-        "aap_latency_ms": 6713
-      },
-      {
-        "turn": 1,
-        "base_input": 1585,
-        "base_output": 1655,
-        "base_latency_ms": 9772,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 5295,
-        "envelope_name": "edit",
-        "apply_ok": false
-      },
-      {
-        "turn": 2,
-        "base_input": 3263,
-        "base_output": 1454,
-        "base_latency_ms": 6114,
-        "aap_input": 1881,
-        "aap_output": 971,
-        "aap_latency_ms": 4250,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 4736,
-        "base_output": 2002,
-        "base_latency_ms": 8215,
-        "aap_input": 2052,
-        "aap_output": 1129,
-        "aap_latency_ms": 4855,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 4,
-        "base_input": 6764,
-        "base_output": 1979,
-        "base_latency_ms": 7608,
-        "aap_input": 2197,
-        "aap_output": 1279,
-        "aap_latency_ms": 5649,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 16473,
-      "base_output": 8526,
-      "base_combined": 24999,
-      "aap_input": 6594,
-      "aap_output": 4131,
-      "aap_combined": 10725,
-      "base_latency_ms": 45334,
-      "aap_latency_ms": 26762,
-      "output_savings_pct": 51.5,
-      "input_delta_pct": -60.0,
-      "combined_savings_pct": 57.1,
-      "latency_savings_pct": 41.0
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.311,
-        "token_f1": 0.5266,
-        "base_char_count": 4649,
-        "aap_char_count": 2310,
-        "char_delta_pct": -50.3,
-        "lines_added": 42,
-        "lines_removed": 76,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.2773,
-        "token_f1": 0.488,
-        "base_char_count": 5451,
-        "aap_char_count": 2310,
-        "char_delta_pct": -57.6,
-        "lines_added": 41,
-        "lines_removed": 84,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.3216,
-        "token_f1": 0.5529,
-        "base_char_count": 4711,
-        "aap_char_count": 2925,
-        "char_delta_pct": -37.9,
-        "lines_added": 55,
-        "lines_removed": 70,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.2636,
-        "token_f1": 0.4389,
-        "base_char_count": 6064,
-        "aap_char_count": 3206,
-        "char_delta_pct": -47.1,
-        "lines_added": 59,
-        "lines_removed": 84,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 4,
-        "sequence_similarity": 0.2186,
-        "token_f1": 0.4578,
-        "base_char_count": 5969,
-        "aap_char_count": 3766,
-        "char_delta_pct": -36.9,
-        "lines_added": 80,
-        "lines_removed": 105,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.2784,
-    "mean_token_f1": 0.4928,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-0.txt b/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-0.txt
deleted file mode 100644
index 6399df4..0000000
--- a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-0.txt
+++ /dev/null
@@ -1,76 +0,0 @@
-import React, { useState, useMemo } from 'react';
-
-const users = Array.from({ length: 20 }, (_, i) => ({
-  id: i + 1,
-  name: `User ${i + 1}`,
-  email: `user${i + 1}@example.com`,
-  role: i % 3 === 0 ? 'Admin' : 'User',
-  status: i % 2 === 0 ? 'Active' : 'Inactive',
-  joined: `2023-01-${(i % 28) + 1}`
-}));
-
-export const useSort = (data) => {
-  const [config, setConfig] = useState({ key: null, direction: 'asc' });
-  const sortedData = useMemo(() => {
-    if (!config.key) return data;
-    return [...data].sort((a, b) => {
-      if (a[config.key] < b[config.key]) return config.direction === 'asc' ? -1 : 1;
-      if (a[config.key] > b[config.key]) return config.direction === 'asc' ? 1 : -1;
-      return 0;
-    });
-  }, [data, config]);
-  return { sortedData, requestSort: (key) => setConfig({ key, direction: config.key === key && config.direction === 'asc' ? 'desc' : 'asc' }) };
-};
-
-export const UserTable = () => {
-  const [data, setData] = useState(users);
-  const [search, setSearch] = useState('');
-  const [page, setPage] = useState(1);
-  const { sortedData, requestSort } = useSort(data);
-
-  const filteredData = useMemo(() => 
-    sortedData.filter(u => u.name.toLowerCase().includes(search.toLowerCase())),
-    [sortedData, search]
-  );
-
-  const paginatedData = filteredData.slice((page - 1) * 5, page * 5);
-
-  return (
-    <div className="table-container">
-      <aap:target id="toolbar">
-        <input placeholder="Search..." onChange={(e) => setSearch(e.target.value)} />
-      </aap:target>
-
-      <table border="1">
-        <thead>
-          <tr>
-            <th onClick={() => requestSort('name')}>Name</th>
-            <th onClick={() => requestSort('email')}>Email</th>
-            <th>Role</th>
-            <th>Status</th>
-          </tr>
-        </thead>
-        <tbody>
-          <aap:target id="table-body">
-            {paginatedData.map(user => (
-              <tr key={user.id}>
-                <td>{user.name}</td>
-                <td>{user.email}</td>
-                <td>{user.role}</td>
-                <td>{user.status}</td>
-              </tr>
-            ))}
-          </aap:target>
-        </tbody>
-      </table>
-
-      <aap:target id="pagination">
-        <div>
-          Page: {page} 
-          <button onClick={() => setPage(p => Math.max(1, p - 1))}>Prev</button>
-          <button onClick={() => setPage(p => p + 1)}>Next</button>
-        </div>
-      </aap:target>
-    </div>
-  );
-};
\ No newline at end of file
diff --git a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-1.json b/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-1.json
deleted file mode 100644
index f68b742..0000000
--- a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,38 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user-table-artifact",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "users-data"
-      },
-      "content": "const users = Array.from({ length: 20 }, (_, i) => ({\n  id: i + 1,\n  name: `User ${i + 1}`,\n  email: `user${i + 1}@example.com`,\n  role: i % 3 === 0 ? 'Admin' : 'User',\n  department: ['Engineering', 'Marketing', 'Sales', 'Support'][i % 4],\n  status: i % 2 === 0 ? 'Active' : 'Inactive',\n  joined: `2023-01-${(i % 28) + 1}`\n}));\n"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "table-header"
-      },
-      "content": "            <th onClick={() => requestSort('name')}>Name</th>\n            <th onClick={() => requestSort('email')}>Email</th>\n            <th>Role</th>\n            <th>Department</th>\n            <th>Status</th>\n"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "table-body"
-      },
-      "content": "              <tr key={user.id}>\n                <td>{user.name}</td>\n                <td>{user.email}</td>\n                <td>{user.role}</td>\n                <td>{user.department}</td>\n                <td>{user.status}</td>\n              </tr>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-1.txt b/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-1.txt
deleted file mode 100644
index 6399df4..0000000
--- a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-1.txt
+++ /dev/null
@@ -1,76 +0,0 @@
-import React, { useState, useMemo } from 'react';
-
-const users = Array.from({ length: 20 }, (_, i) => ({
-  id: i + 1,
-  name: `User ${i + 1}`,
-  email: `user${i + 1}@example.com`,
-  role: i % 3 === 0 ? 'Admin' : 'User',
-  status: i % 2 === 0 ? 'Active' : 'Inactive',
-  joined: `2023-01-${(i % 28) + 1}`
-}));
-
-export const useSort = (data) => {
-  const [config, setConfig] = useState({ key: null, direction: 'asc' });
-  const sortedData = useMemo(() => {
-    if (!config.key) return data;
-    return [...data].sort((a, b) => {
-      if (a[config.key] < b[config.key]) return config.direction === 'asc' ? -1 : 1;
-      if (a[config.key] > b[config.key]) return config.direction === 'asc' ? 1 : -1;
-      return 0;
-    });
-  }, [data, config]);
-  return { sortedData, requestSort: (key) => setConfig({ key, direction: config.key === key && config.direction === 'asc' ? 'desc' : 'asc' }) };
-};
-
-export const UserTable = () => {
-  const [data, setData] = useState(users);
-  const [search, setSearch] = useState('');
-  const [page, setPage] = useState(1);
-  const { sortedData, requestSort } = useSort(data);
-
-  const filteredData = useMemo(() => 
-    sortedData.filter(u => u.name.toLowerCase().includes(search.toLowerCase())),
-    [sortedData, search]
-  );
-
-  const paginatedData = filteredData.slice((page - 1) * 5, page * 5);
-
-  return (
-    <div className="table-container">
-      <aap:target id="toolbar">
-        <input placeholder="Search..." onChange={(e) => setSearch(e.target.value)} />
-      </aap:target>
-
-      <table border="1">
-        <thead>
-          <tr>
-            <th onClick={() => requestSort('name')}>Name</th>
-            <th onClick={() => requestSort('email')}>Email</th>
-            <th>Role</th>
-            <th>Status</th>
-          </tr>
-        </thead>
-        <tbody>
-          <aap:target id="table-body">
-            {paginatedData.map(user => (
-              <tr key={user.id}>
-                <td>{user.name}</td>
-                <td>{user.email}</td>
-                <td>{user.role}</td>
-                <td>{user.status}</td>
-              </tr>
-            ))}
-          </aap:target>
-        </tbody>
-      </table>
-
-      <aap:target id="pagination">
-        <div>
-          Page: {page} 
-          <button onClick={() => setPage(p => Math.max(1, p - 1))}>Prev</button>
-          <button onClick={() => setPage(p => p + 1)}>Next</button>
-        </div>
-      </aap:target>
-    </div>
-  );
-};
\ No newline at end of file
diff --git a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-2.json b/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-2.json
deleted file mode 100644
index 26735a3..0000000
--- a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user-table-component",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "import React, { useState, useMemo } from 'react';\n\nconst users = Array.from({ length: 20 }, (_, i) => ({\n  id: i + 1,\n  name: `User ${i + 1}`,\n  email: `user${i + 1}@example.com`,\n  role: i % 3 === 0 ? 'Admin' : 'User',\n  status: i % 2 === 0 ? 'Active' : 'Inactive',\n  joined: `2023-01-${(i % 28) + 1}`\n}));\n\nexport const useSort = (data) => {\n  const [config, setConfig] = useState({ key: null, direction: 'asc' });\n  const sortedData = useMemo(() => {\n    if (!config.key) return data;\n    return [...data].sort((a, b) => {\n      if (a[config.key] < b[config.key]) return config.direction === 'asc' ? -1 : 1;\n      if (a[config.key] > b[config.key]) return config.direction === 'asc' ? 1 : -1;\n      return 0;\n    });\n  }, [data, config]);\n  return { sortedData, requestSort: (key) => setConfig({ key, direction: config.key === key && config.direction === 'asc' ? 'desc' : 'asc' }) };\n};\n\nexport const UserTable = () => {\n  const [data, setData] = useState(users);\n  const [search, setSearch] = useState('');\n  const [dateFrom, setDateFrom] = useState('');\n  const [dateTo, setDateTo] = useState('');\n  const [page, setPage] = useState(1);\n  const { sortedData, requestSort } = useSort(data);\n\n  const filteredData = useMemo(() => \n    sortedData.filter(u => {\n      const matchesSearch = u.name.toLowerCase().includes(search.toLowerCase());\n      const matchesFrom = !dateFrom || u.joined >= dateFrom;\n      const matchesTo = !dateTo || u.joined <= dateTo;\n      return matchesSearch && matchesFrom && matchesTo;\n    }),\n    [sortedData, search, dateFrom, dateTo]\n  );\n\n  const paginatedData = filteredData.slice((page - 1) * 5, page * 5);\n\n  return (\n    <div className=\"table-container\">\n      <aap:target id=\"toolbar\">\n        <input placeholder=\"Search...\" onChange={(e) => setSearch(e.target.value)} />\n        <label>From: <input type=\"date\" onChange={(e) => setDateFrom(e.target.value)} /></label>\n        <label>To: <input type=\"date\" onChange={(e) => setDateTo(e.target.value)} /></label>\n      </aap:target>\n\n      <table border=\"1\">\n        <thead>\n          <tr>\n            <th onClick={() => requestSort('name')}>Name</th>\n            <th onClick={() => requestSort('email')}>Email</th>\n            <th>Role</th>\n            <th>Status</th>\n            <th onClick={() => requestSort('joined')}>Joined</th>\n          </tr>\n        </thead>\n        <tbody>\n          <aap:target id=\"table-body\">\n            {paginatedData.map(user => (\n              <tr key={user.id}>\n                <td>{user.name}</td>\n                <td>{user.email}</td>\n                <td>{user.role}</td>\n                <td>{user.status}</td>\n                <td>{user.joined}</td>\n              </tr>\n            ))}\n          </aap:target>\n        </tbody>\n      </table>\n\n      <aap:target id=\"pagination\">\n        <div>\n          Page: {page} \n          <button onClick={() => setPage(p => Math.max(1, p - 1))}>Prev</button>\n          <button onClick={() => setPage(p => p + 1)}>Next</button>\n        </div>\n      </aap:target>\n    </div>\n  );\n};\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-2.txt b/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-2.txt
deleted file mode 100644
index 8a156b2..0000000
--- a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-2.txt
+++ /dev/null
@@ -1,87 +0,0 @@
-import React, { useState, useMemo } from 'react';
-
-const users = Array.from({ length: 20 }, (_, i) => ({
-  id: i + 1,
-  name: `User ${i + 1}`,
-  email: `user${i + 1}@example.com`,
-  role: i % 3 === 0 ? 'Admin' : 'User',
-  status: i % 2 === 0 ? 'Active' : 'Inactive',
-  joined: `2023-01-${(i % 28) + 1}`
-}));
-
-export const useSort = (data) => {
-  const [config, setConfig] = useState({ key: null, direction: 'asc' });
-  const sortedData = useMemo(() => {
-    if (!config.key) return data;
-    return [...data].sort((a, b) => {
-      if (a[config.key] < b[config.key]) return config.direction === 'asc' ? -1 : 1;
-      if (a[config.key] > b[config.key]) return config.direction === 'asc' ? 1 : -1;
-      return 0;
-    });
-  }, [data, config]);
-  return { sortedData, requestSort: (key) => setConfig({ key, direction: config.key === key && config.direction === 'asc' ? 'desc' : 'asc' }) };
-};
-
-export const UserTable = () => {
-  const [data, setData] = useState(users);
-  const [search, setSearch] = useState('');
-  const [dateFrom, setDateFrom] = useState('');
-  const [dateTo, setDateTo] = useState('');
-  const [page, setPage] = useState(1);
-  const { sortedData, requestSort } = useSort(data);
-
-  const filteredData = useMemo(() => 
-    sortedData.filter(u => {
-      const matchesSearch = u.name.toLowerCase().includes(search.toLowerCase());
-      const matchesFrom = !dateFrom || u.joined >= dateFrom;
-      const matchesTo = !dateTo || u.joined <= dateTo;
-      return matchesSearch && matchesFrom && matchesTo;
-    }),
-    [sortedData, search, dateFrom, dateTo]
-  );
-
-  const paginatedData = filteredData.slice((page - 1) * 5, page * 5);
-
-  return (
-    <div className="table-container">
-      <aap:target id="toolbar">
-        <input placeholder="Search..." onChange={(e) => setSearch(e.target.value)} />
-        <label>From: <input type="date" onChange={(e) => setDateFrom(e.target.value)} /></label>
-        <label>To: <input type="date" onChange={(e) => setDateTo(e.target.value)} /></label>
-      </aap:target>
-
-      <table border="1">
-        <thead>
-          <tr>
-            <th onClick={() => requestSort('name')}>Name</th>
-            <th onClick={() => requestSort('email')}>Email</th>
-            <th>Role</th>
-            <th>Status</th>
-            <th onClick={() => requestSort('joined')}>Joined</th>
-          </tr>
-        </thead>
-        <tbody>
-          <aap:target id="table-body">
-            {paginatedData.map(user => (
-              <tr key={user.id}>
-                <td>{user.name}</td>
-                <td>{user.email}</td>
-                <td>{user.role}</td>
-                <td>{user.status}</td>
-                <td>{user.joined}</td>
-              </tr>
-            ))}
-          </aap:target>
-        </tbody>
-      </table>
-
-      <aap:target id="pagination">
-        <div>
-          Page: {page} 
-          <button onClick={() => setPage(p => Math.max(1, p - 1))}>Prev</button>
-          <button onClick={() => setPage(p => p + 1)}>Next</button>
-        </div>
-      </aap:target>
-    </div>
-  );
-};
diff --git a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-3.json b/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-3.json
deleted file mode 100644
index 6f6c6ba..0000000
--- a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user-table-component",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/javascript",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "import React, { useState, useMemo } from 'react';\n\nconst users = Array.from({ length: 30 }, (_, i) => ({\n  id: i + 1,\n  name: i < 20 ? `User ${i + 1}` : ['Hiroshi', 'Elena', 'Amara', 'Mateo', 'Fatima', 'Lars', 'Chen', 'Priya', 'Jean', 'Abe'][i - 20],\n  email: i < 20 ? `user${i + 1}@example.com` : ['hiro@jp.com', 'elena@es.com', 'amara@ng.com', 'mateo@ar.com', 'fati@eg.com', 'lars@se.com', 'chen@cn.com', 'priya@in.com', 'jean@fr.com', 'abe@et.com'][i - 20],\n  role: i % 3 === 0 ? 'Admin' : 'User',\n  status: i % 2 === 0 ? 'Active' : 'Inactive',\n  joined: `2023-01-${(i % 28) + 1}`\n}));\n\nexport const useSort = (data) => {\n  const [config, setConfig] = useState({ key: null, direction: 'asc' });\n  const sortedData = useMemo(() => {\n    if (!config.key) return data;\n    return [...data].sort((a, b) => {\n      if (a[config.key] < b[config.key]) return config.direction === 'asc' ? -1 : 1;\n      if (a[config.key] > b[config.key]) return config.direction === 'asc' ? 1 : -1;\n      return 0;\n    });\n  }, [data, config]);\n  return { sortedData, requestSort: (key) => setConfig({ key, direction: config.key === key && config.direction === 'asc' ? 'desc' : 'asc' }) };\n};\n\nexport const UserTable = () => {\n  const [data, setData] = useState(users);\n  const [search, setSearch] = useState('');\n  const [dateFrom, setDateFrom] = useState('');\n  const [dateTo, setDateTo] = useState('');\n  const [page, setPage] = useState(1);\n  const { sortedData, requestSort } = useSort(data);\n\n  const filteredData = useMemo(() => \n    sortedData.filter(u => {\n      const matchesSearch = u.name.toLowerCase().includes(search.toLowerCase());\n      const matchesFrom = !dateFrom || u.joined >= dateFrom;\n      const matchesTo = !dateTo || u.joined <= dateTo;\n      return matchesSearch && matchesFrom && matchesTo;\n    }),\n    [sortedData, search, dateFrom, dateTo]\n  );\n\n  const paginatedData = filteredData.slice((page - 1) * 5, page * 5);\n\n  return (\n    <div className=\"table-container\">\n      <aap:target id=\"toolbar\">\n        <input placeholder=\"Search...\" onChange={(e) => setSearch(e.target.value)} />\n        <label>From: <input type=\"date\" onChange={(e) => setDateFrom(e.target.value)} /></label>\n        <label>To: <input type=\"date\" onChange={(e) => setDateTo(e.target.value)} /></label>\n      </aap:target>\n\n      <table border=\"1\">\n        <thead>\n          <tr>\n            <th onClick={() => requestSort('name')}>Name</th>\n            <th onClick={() => requestSort('email')}>Email</th>\n            <th>Role</th>\n            <th>Status</th>\n            <th onClick={() => requestSort('joined')}>Joined</th>\n          </tr>\n        </thead>\n        <tbody>\n          <aap:target id=\"table-body\">\n            {paginatedData.map(user => (\n              <tr key={user.id}>\n                <td>{user.name}</td>\n                <td>{user.email}</td>\n                <td>{user.role}</td>\n                <td>{user.status}</td>\n                <td>{user.joined}</td>\n              </tr>\n            ))}\n          </aap:target>\n        </tbody>\n      </table>\n\n      <aap:target id=\"pagination\">\n        <div>\n          Page: {page} \n          <button onClick={() => setPage(p => Math.max(1, p - 1))}>Prev</button>\n          <button onClick={() => setPage(p => p + 1)}>Next</button>\n        </div>\n      </aap:target>\n    </div>\n  );\n};\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-3.txt b/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-3.txt
deleted file mode 100644
index 6f8106d..0000000
--- a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-3.txt
+++ /dev/null
@@ -1,87 +0,0 @@
-import React, { useState, useMemo } from 'react';
-
-const users = Array.from({ length: 30 }, (_, i) => ({
-  id: i + 1,
-  name: i < 20 ? `User ${i + 1}` : ['Hiroshi', 'Elena', 'Amara', 'Mateo', 'Fatima', 'Lars', 'Chen', 'Priya', 'Jean', 'Abe'][i - 20],
-  email: i < 20 ? `user${i + 1}@example.com` : ['hiro@jp.com', 'elena@es.com', 'amara@ng.com', 'mateo@ar.com', 'fati@eg.com', 'lars@se.com', 'chen@cn.com', 'priya@in.com', 'jean@fr.com', 'abe@et.com'][i - 20],
-  role: i % 3 === 0 ? 'Admin' : 'User',
-  status: i % 2 === 0 ? 'Active' : 'Inactive',
-  joined: `2023-01-${(i % 28) + 1}`
-}));
-
-export const useSort = (data) => {
-  const [config, setConfig] = useState({ key: null, direction: 'asc' });
-  const sortedData = useMemo(() => {
-    if (!config.key) return data;
-    return [...data].sort((a, b) => {
-      if (a[config.key] < b[config.key]) return config.direction === 'asc' ? -1 : 1;
-      if (a[config.key] > b[config.key]) return config.direction === 'asc' ? 1 : -1;
-      return 0;
-    });
-  }, [data, config]);
-  return { sortedData, requestSort: (key) => setConfig({ key, direction: config.key === key && config.direction === 'asc' ? 'desc' : 'asc' }) };
-};
-
-export const UserTable = () => {
-  const [data, setData] = useState(users);
-  const [search, setSearch] = useState('');
-  const [dateFrom, setDateFrom] = useState('');
-  const [dateTo, setDateTo] = useState('');
-  const [page, setPage] = useState(1);
-  const { sortedData, requestSort } = useSort(data);
-
-  const filteredData = useMemo(() => 
-    sortedData.filter(u => {
-      const matchesSearch = u.name.toLowerCase().includes(search.toLowerCase());
-      const matchesFrom = !dateFrom || u.joined >= dateFrom;
-      const matchesTo = !dateTo || u.joined <= dateTo;
-      return matchesSearch && matchesFrom && matchesTo;
-    }),
-    [sortedData, search, dateFrom, dateTo]
-  );
-
-  const paginatedData = filteredData.slice((page - 1) * 5, page * 5);
-
-  return (
-    <div className="table-container">
-      <aap:target id="toolbar">
-        <input placeholder="Search..." onChange={(e) => setSearch(e.target.value)} />
-        <label>From: <input type="date" onChange={(e) => setDateFrom(e.target.value)} /></label>
-        <label>To: <input type="date" onChange={(e) => setDateTo(e.target.value)} /></label>
-      </aap:target>
-
-      <table border="1">
-        <thead>
-          <tr>
-            <th onClick={() => requestSort('name')}>Name</th>
-            <th onClick={() => requestSort('email')}>Email</th>
-            <th>Role</th>
-            <th>Status</th>
-            <th onClick={() => requestSort('joined')}>Joined</th>
-          </tr>
-        </thead>
-        <tbody>
-          <aap:target id="table-body">
-            {paginatedData.map(user => (
-              <tr key={user.id}>
-                <td>{user.name}</td>
-                <td>{user.email}</td>
-                <td>{user.role}</td>
-                <td>{user.status}</td>
-                <td>{user.joined}</td>
-              </tr>
-            ))}
-          </aap:target>
-        </tbody>
-      </table>
-
-      <aap:target id="pagination">
-        <div>
-          Page: {page} 
-          <button onClick={() => setPage(p => Math.max(1, p - 1))}>Prev</button>
-          <button onClick={() => setPage(p => p + 1)}>Next</button>
-        </div>
-      </aap:target>
-    </div>
-  );
-};
diff --git a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-4.json b/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-4.json
deleted file mode 100644
index 3bce643..0000000
--- a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-4.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "user-table-component",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/javascript",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "import React, { useState, useMemo } from 'react';\n\nconst users = Array.from({ length: 30 }, (_, i) => ({\n  id: i + 1,\n  name: i < 20 ? `User ${i + 1}` : ['Hiroshi', 'Elena', 'Amara', 'Mateo', 'Fatima', 'Lars', 'Chen', 'Priya', 'Jean', 'Abe'][i - 20],\n  email: i < 20 ? `user${i + 1}@example.com` : ['hiro@jp.com', 'elena@es.com', 'amara@ng.com', 'mateo@ar.com', 'fati@eg.com', 'lars@se.com', 'chen@cn.com', 'priya@in.com', 'jean@fr.com', 'abe@et.com'][i - 20],\n  role: i % 3 === 0 ? 'Admin' : 'User',\n  status: i % 2 === 0 ? 'Active' : 'Inactive',\n  joined: `2023-01-${(i % 28) + 1}`\n}));\n\nexport const useSort = (data) => {\n  const [config, setConfig] = useState({ key: null, direction: 'asc' });\n  const sortedData = useMemo(() => {\n    if (!config.key) return data;\n    return [...data].sort((a, b) => {\n      if (a[config.key] < b[config.key]) return config.direction === 'asc' ? -1 : 1;\n      if (a[config.key] > b[config.key]) return config.direction === 'asc' ? 1 : -1;\n      return 0;\n    });\n  }, [data, config]);\n  return { sortedData, requestSort: (key) => setConfig({ key, direction: config.key === key && config.direction === 'asc' ? 'desc' : 'asc' }) };\n};\n\nexport const UserTable = () => {\n  const [data, setData] = useState(users);\n  const [search, setSearch] = useState('');\n  const [dateFrom, setDateFrom] = useState('');\n  const [dateTo, setDateTo] = useState('');\n  const [page, setPage] = useState(1);\n  const { sortedData, requestSort } = useSort(data);\n\n  const filteredData = useMemo(() => \n    sortedData.filter(u => {\n      const matchesSearch = u.name.toLowerCase().includes(search.toLowerCase());\n      const matchesFrom = !dateFrom || u.joined >= dateFrom;\n      const matchesTo = !dateTo || u.joined <= dateTo;\n      return matchesSearch && matchesFrom && matchesTo;\n    }),\n    [sortedData, search, dateFrom, dateTo]\n  );\n\n  const pageSize = 5;\n  const totalPages = Math.max(1, Math.ceil(filteredData.length / pageSize));\n  const paginatedData = filteredData.slice((page - 1) * pageSize, page * pageSize);\n\n  return (\n    <div className=\"table-container\">\n      <aap:target id=\"toolbar\">\n        <input placeholder=\"Search...\" onChange={(e) => setSearch(e.target.value)} />\n        <label>From: <input type=\"date\" onChange={(e) => setDateFrom(e.target.value)} /></label>\n        <label>To: <input type=\"date\" onChange={(e) => setDateTo(e.target.value)} /></label>\n      </aap:target>\n\n      <table border=\"1\">\n        <thead>\n          <tr>\n            <th onClick={() => requestSort('name')}>Name</th>\n            <th onClick={() => requestSort('email')}>Email</th>\n            <th>Role</th>\n            <th>Status</th>\n            <th onClick={() => requestSort('joined')}>Joined</th>\n          </tr>\n        </thead>\n        <tbody>\n          <aap:target id=\"table-body\">\n            {paginatedData.map(user => (\n              <tr key={user.id}>\n                <td>{user.name}</td>\n                <td>{user.email}</td>\n                <td>{user.role}</td>\n                <td>{user.status}</td>\n                <td>{user.joined}</td>\n              </tr>\n            ))}\n          </aap:target>\n        </tbody>\n      </table>\n\n      <aap:target id=\"pagination\">\n        <div>\n          <span>\n            Showing {(page - 1) * pageSize + 1}-{Math.min(page * pageSize, filteredData.length)} of {filteredData.length} results\n          </span>\n          <button onClick={() => setPage(p => Math.max(1, p - 1))}>Prev</button>\n          <span>Page {page} of {totalPages}</span>\n          <button onClick={() => setPage(p => Math.min(totalPages, p + 1))}>Next</button>\n          <input \n            type=\"number\" \n            min=\"1\" \n            max={totalPages} \n            value={page} \n            onChange={(e) => setPage(Math.max(1, Math.min(totalPages, Number(e.target.value))))} \n          />\n        </div>\n      </aap:target>\n    </div>\n  );\n};\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-4.txt b/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-4.txt
deleted file mode 100644
index de918d0..0000000
--- a/evals/data/experiments/018-js-react-data-table/outputs/aap/turn-4.txt
+++ /dev/null
@@ -1,99 +0,0 @@
-import React, { useState, useMemo } from 'react';
-
-const users = Array.from({ length: 30 }, (_, i) => ({
-  id: i + 1,
-  name: i < 20 ? `User ${i + 1}` : ['Hiroshi', 'Elena', 'Amara', 'Mateo', 'Fatima', 'Lars', 'Chen', 'Priya', 'Jean', 'Abe'][i - 20],
-  email: i < 20 ? `user${i + 1}@example.com` : ['hiro@jp.com', 'elena@es.com', 'amara@ng.com', 'mateo@ar.com', 'fati@eg.com', 'lars@se.com', 'chen@cn.com', 'priya@in.com', 'jean@fr.com', 'abe@et.com'][i - 20],
-  role: i % 3 === 0 ? 'Admin' : 'User',
-  status: i % 2 === 0 ? 'Active' : 'Inactive',
-  joined: `2023-01-${(i % 28) + 1}`
-}));
-
-export const useSort = (data) => {
-  const [config, setConfig] = useState({ key: null, direction: 'asc' });
-  const sortedData = useMemo(() => {
-    if (!config.key) return data;
-    return [...data].sort((a, b) => {
-      if (a[config.key] < b[config.key]) return config.direction === 'asc' ? -1 : 1;
-      if (a[config.key] > b[config.key]) return config.direction === 'asc' ? 1 : -1;
-      return 0;
-    });
-  }, [data, config]);
-  return { sortedData, requestSort: (key) => setConfig({ key, direction: config.key === key && config.direction === 'asc' ? 'desc' : 'asc' }) };
-};
-
-export const UserTable = () => {
-  const [data, setData] = useState(users);
-  const [search, setSearch] = useState('');
-  const [dateFrom, setDateFrom] = useState('');
-  const [dateTo, setDateTo] = useState('');
-  const [page, setPage] = useState(1);
-  const { sortedData, requestSort } = useSort(data);
-
-  const filteredData = useMemo(() => 
-    sortedData.filter(u => {
-      const matchesSearch = u.name.toLowerCase().includes(search.toLowerCase());
-      const matchesFrom = !dateFrom || u.joined >= dateFrom;
-      const matchesTo = !dateTo || u.joined <= dateTo;
-      return matchesSearch && matchesFrom && matchesTo;
-    }),
-    [sortedData, search, dateFrom, dateTo]
-  );
-
-  const pageSize = 5;
-  const totalPages = Math.max(1, Math.ceil(filteredData.length / pageSize));
-  const paginatedData = filteredData.slice((page - 1) * pageSize, page * pageSize);
-
-  return (
-    <div className="table-container">
-      <aap:target id="toolbar">
-        <input placeholder="Search..." onChange={(e) => setSearch(e.target.value)} />
-        <label>From: <input type="date" onChange={(e) => setDateFrom(e.target.value)} /></label>
-        <label>To: <input type="date" onChange={(e) => setDateTo(e.target.value)} /></label>
-      </aap:target>
-
-      <table border="1">
-        <thead>
-          <tr>
-            <th onClick={() => requestSort('name')}>Name</th>
-            <th onClick={() => requestSort('email')}>Email</th>
-            <th>Role</th>
-            <th>Status</th>
-            <th onClick={() => requestSort('joined')}>Joined</th>
-          </tr>
-        </thead>
-        <tbody>
-          <aap:target id="table-body">
-            {paginatedData.map(user => (
-              <tr key={user.id}>
-                <td>{user.name}</td>
-                <td>{user.email}</td>
-                <td>{user.role}</td>
-                <td>{user.status}</td>
-                <td>{user.joined}</td>
-              </tr>
-            ))}
-          </aap:target>
-        </tbody>
-      </table>
-
-      <aap:target id="pagination">
-        <div>
-          <span>
-            Showing {(page - 1) * pageSize + 1}-{Math.min(page * pageSize, filteredData.length)} of {filteredData.length} results
-          </span>
-          <button onClick={() => setPage(p => Math.max(1, p - 1))}>Prev</button>
-          <span>Page {page} of {totalPages}</span>
-          <button onClick={() => setPage(p => Math.min(totalPages, p + 1))}>Next</button>
-          <input 
-            type="number" 
-            min="1" 
-            max={totalPages} 
-            value={page} 
-            onChange={(e) => setPage(Math.max(1, Math.min(totalPages, Number(e.target.value))))} 
-          />
-        </div>
-      </aap:target>
-    </div>
-  );
-};
diff --git a/evals/data/experiments/018-js-react-data-table/outputs/base/turn-0.txt b/evals/data/experiments/018-js-react-data-table/outputs/base/turn-0.txt
deleted file mode 100644
index f9d1553..0000000
--- a/evals/data/experiments/018-js-react-data-table/outputs/base/turn-0.txt
+++ /dev/null
@@ -1,110 +0,0 @@
-import React, { useState, useMemo, useCallback } from 'react';
-
-const USERS = Array.from({ length: 20 }, (_, i) => ({
-  id: i + 1,
-  name: `User ${i + 1}`,
-  email: `user${i + 1}@example.com`,
-  role: ['Admin', 'Editor', 'Viewer'][i % 3],
-  status: ['Active', 'Inactive'][i % 2],
-  joined: `2023-01-${(i % 28) + 1}`,
-}));
-
-const useSort = (data) => {
-  const [config, setConfig] = useState({ key: null, direction: 'asc' });
-  const sortedData = useMemo(() => {
-    if (!config.key) return data;
-    return [...data].sort((a, b) => {
-      if (a[config.key] < b[config.key]) return config.direction === 'asc' ? -1 : 1;
-      if (a[config.key] > b[config.key]) return config.direction === 'asc' ? 1 : -1;
-      return 0;
-    });
-  }, [data, config]);
-  return { sortedData, requestSort: (key) => setConfig(c => ({ key, direction: c.key === key && c.direction === 'asc' ? 'desc' : 'asc' })), config };
-};
-
-const useFilter = (data) => {
-  const [filters, setFilters] = useState({ search: '', role: 'All' });
-  const filteredData = useMemo(() => {
-    return data.filter(item => 
-      item.name.toLowerCase().includes(filters.search.toLowerCase()) &&
-      (filters.role === 'All' || item.role === filters.role)
-    );
-  }, [data, filters]);
-  return { filteredData, filters, setFilters };
-};
-
-const usePagination = (data, pageSize = 5) => {
-  const [page, setPage] = useState(0);
-  const [size, setSize] = useState(pageSize);
-  const paginatedData = useMemo(() => data.slice(page * size, (page + 1) * size), [data, page, size]);
-  return { paginatedData, page, setPage, size, setSize, totalPages: Math.ceil(data.length / size) };
-};
-
-const DataTable = () => {
-  const [columns] = useState(['name', 'email', 'role', 'status', 'joined']);
-  const [selected, setSelected] = useState(new Set());
-  const [expanded, setExpanded] = useState(new Set());
-  const [editId, setEditId] = useState(null);
-
-  const { sortedData, requestSort, config } = useSort(USERS);
-  const { filteredData, filters, setFilters } = useFilter(sortedData);
-  const { paginatedData, page, setPage, size, setSize, totalPages } = usePagination(filteredData);
-
-  const toggleSelect = (id) => {
-    const next = new Set(selected);
-    next.has(id) ? next.delete(id) : next.add(id);
-    setSelected(next);
-  };
-
-  return (
-    <div style={{ padding: '20px', fontFamily: 'sans-serif' }}>
-      <div style={{ marginBottom: '10px', display: 'flex', gap: '10px' }}>
-        <input placeholder="Search name..." onChange={(e) => setFilters(f => ({...f, search: e.target.value}))} />
-        <select onChange={(e) => setFilters(f => ({...f, role: e.target.value}))}>
-          <option>All</option>
-          <option>Admin</option>
-          <option>Editor</option>
-          <option>Viewer</option>
-        </select>
-      </div>
-
-      <table border="1" style={{ width: '100%', borderCollapse: 'collapse' }}>
-        <thead>
-          <tr>
-            <th>Select</th>
-            {columns.map(col => <th key={col} onClick={() => requestSort(col)}>{col.toUpperCase()} {config.key === col ? (config.direction === 'asc' ? '▲' : '▼') : ''}</th>)}
-            <th>Actions</th>
-          </tr>
-        </thead>
-        <tbody>
-          {paginatedData.map(user => (
-            <React.Fragment key={user.id}>
-              <tr>
-                <td><input type="checkbox" checked={selected.has(user.id)} onChange={() => toggleSelect(user.id)} /></td>
-                {columns.map(col => <td key={col}>{editId === user.id ? <input defaultValue={user[col]} /> : user[col]}</td>)}
-                <td>
-                  <button onClick={() => setExpanded(e => { const n = new Set(e); n.has(user.id) ? n.delete(user.id) : n.add(user.id); return n; })}>Expand</button>
-                  <button onClick={() => setEditId(user.id === editId ? null : user.id)}>{editId === user.id ? 'Save' : 'Edit'}</button>
-                </td>
-              </tr>
-              {expanded.has(user.id) && <tr><td colSpan={columns.length + 2}>Details for {user.name}: {JSON.stringify(user)}</td></tr>}
-            </React.Fragment>
-          ))}
-        </tbody>
-      </table>
-
-      <div style={{ marginTop: '10px' }}>
-        <button disabled={page === 0} onClick={() => setPage(page - 1)}>Prev</button>
-        <span> Page {page + 1} of {totalPages} </span>
-        <button disabled={page >= totalPages - 1} onClick={() => setPage(page + 1)}>Next</button>
-        <select onChange={(e) => setSize(Number(e.target.value))}>
-          <option value="5">5</option>
-          <option value="10">10</option>
-          <option value="20">20</option>
-        </select>
-      </div>
-    </div>
-  );
-};
-
-export default DataTable;
\ No newline at end of file
diff --git a/evals/data/experiments/018-js-react-data-table/outputs/base/turn-1.txt b/evals/data/experiments/018-js-react-data-table/outputs/base/turn-1.txt
deleted file mode 100644
index f3ffa51..0000000
--- a/evals/data/experiments/018-js-react-data-table/outputs/base/turn-1.txt
+++ /dev/null
@@ -1,119 +0,0 @@
-import React, { useState, useMemo } from 'react';
-
-const USERS = Array.from({ length: 20 }, (_, i) => ({
-  id: i + 1,
-  name: `User ${i + 1}`,
-  email: `user${i + 1}@example.com`,
-  role: ['Admin', 'Editor', 'Viewer'][i % 3],
-  department: ['Engineering', 'Marketing', 'Sales', 'Support'][i % 4],
-  status: ['Active', 'Inactive'][i % 2],
-  joined: `2023-01-${(i % 28) + 1}`,
-}));
-
-const useSort = (data) => {
-  const [config, setConfig] = useState({ key: null, direction: 'asc' });
-  const sortedData = useMemo(() => {
-    if (!config.key) return data;
-    return [...data].sort((a, b) => {
-      if (a[config.key] < b[config.key]) return config.direction === 'asc' ? -1 : 1;
-      if (a[config.key] > b[config.key]) return config.direction === 'asc' ? 1 : -1;
-      return 0;
-    });
-  }, [data, config]);
-  return { sortedData, requestSort: (key) => setConfig(c => ({ key, direction: c.key === key && c.direction === 'asc' ? 'desc' : 'asc' })), config };
-};
-
-const useFilter = (data) => {
-  const [filters, setFilters] = useState({ search: '', role: 'All', department: 'All' });
-  const filteredData = useMemo(() => {
-    return data.filter(item => 
-      item.name.toLowerCase().includes(filters.search.toLowerCase()) &&
-      (filters.role === 'All' || item.role === filters.role) &&
-      (filters.department === 'All' || item.department === filters.department)
-    );
-  }, [data, filters]);
-  return { filteredData, filters, setFilters };
-};
-
-const usePagination = (data, pageSize = 5) => {
-  const [page, setPage] = useState(0);
-  const [size, setSize] = useState(pageSize);
-  const paginatedData = useMemo(() => data.slice(page * size, (page + 1) * size), [data, page, size]);
-  return { paginatedData, page, setPage, size, setSize, totalPages: Math.ceil(data.length / size) };
-};
-
-const DataTable = () => {
-  const [columns] = useState(['name', 'email', 'role', 'department', 'status', 'joined']);
-  const [selected, setSelected] = useState(new Set());
-  const [expanded, setExpanded] = useState(new Set());
-  const [editId, setEditId] = useState(null);
-
-  const { sortedData, requestSort, config } = useSort(USERS);
-  const { filteredData, filters, setFilters } = useFilter(sortedData);
-  const { paginatedData, page, setPage, size, setSize, totalPages } = usePagination(filteredData);
-
-  const toggleSelect = (id) => {
-    const next = new Set(selected);
-    next.has(id) ? next.delete(id) : next.add(id);
-    setSelected(next);
-  };
-
-  return (
-    <div style={{ padding: '20px', fontFamily: 'sans-serif' }}>
-      <div style={{ marginBottom: '10px', display: 'flex', gap: '10px' }}>
-        <input placeholder="Search name..." onChange={(e) => setFilters(f => ({...f, search: e.target.value}))} />
-        <select onChange={(e) => setFilters(f => ({...f, role: e.target.value}))}>
-          <option value="All">All Roles</option>
-          <option value="Admin">Admin</option>
-          <option value="Editor">Editor</option>
-          <option value="Viewer">Viewer</option>
-        </select>
-        <select onChange={(e) => setFilters(f => ({...f, department: e.target.value}))}>
-          <option value="All">All Depts</option>
-          <option value="Engineering">Engineering</option>
-          <option value="Marketing">Marketing</option>
-          <option value="Sales">Sales</option>
-          <option value="Support">Support</option>
-        </select>
-      </div>
-
-      <table border="1" style={{ width: '100%', borderCollapse: 'collapse' }}>
-        <thead>
-          <tr>
-            <th><input type="checkbox" onChange={(e) => setSelected(e.target.checked ? new Set(paginatedData.map(u => u.id)) : new Set())} /></th>
-            {columns.map(col => <th key={col} onClick={() => requestSort(col)} style={{ cursor: 'pointer' }}>{col.toUpperCase()} {config.key === col ? (config.direction === 'asc' ? '▲' : '▼') : ''}</th>)}
-            <th>Actions</th>
-          </tr>
-        </thead>
-        <tbody>
-          {paginatedData.map(user => (
-            <React.Fragment key={user.id}>
-              <tr>
-                <td><input type="checkbox" checked={selected.has(user.id)} onChange={() => toggleSelect(user.id)} /></td>
-                {columns.map(col => <td key={col}>{editId === user.id ? <input defaultValue={user[col]} /> : user[col]}</td>)}
-                <td>
-                  <button onClick={() => setExpanded(e => { const n = new Set(e); n.has(user.id) ? n.delete(user.id) : n.add(user.id); return n; })}>Details</button>
-                  <button onClick={() => setEditId(user.id === editId ? null : user.id)}>{editId === user.id ? 'Save' : 'Edit'}</button>
-                </td>
-              </tr>
-              {expanded.has(user.id) && <tr><td colSpan={columns.length + 2}>Expanded View for {user.name}: {JSON.stringify(user)}</td></tr>}
-            </React.Fragment>
-          ))}
-        </tbody>
-      </table>
-
-      <div style={{ marginTop: '10px' }}>
-        <button disabled={page === 0} onClick={() => setPage(page - 1)}>Prev</button>
-        <span> Page {page + 1} of {Math.max(1, totalPages)} </span>
-        <button disabled={page >= totalPages - 1} onClick={() => setPage(page + 1)}>Next</button>
-        <select value={size} onChange={(e) => { setSize(Number(e.target.value)); setPage(0); }}>
-          <option value="5">5</option>
-          <option value="10">10</option>
-          <option value="20">20</option>
-        </select>
-      </div>
-    </div>
-  );
-};
-
-export default DataTable;
\ No newline at end of file
diff --git a/evals/data/experiments/018-js-react-data-table/outputs/base/turn-2.txt b/evals/data/experiments/018-js-react-data-table/outputs/base/turn-2.txt
deleted file mode 100644
index 6060f80..0000000
--- a/evals/data/experiments/018-js-react-data-table/outputs/base/turn-2.txt
+++ /dev/null
@@ -1,102 +0,0 @@
-import React, { useState, useMemo } from 'react';
-
-const USERS = Array.from({ length: 20 }, (_, i) => ({
-  id: i + 1,
-  name: `User ${i + 1}`,
-  email: `user${i + 1}@example.com`,
-  role: ['Admin', 'Editor', 'Viewer'][i % 3],
-  department: ['Engineering', 'Marketing', 'Sales', 'Support'][i % 4],
-  status: ['Active', 'Inactive'][i % 2],
-  joined: `2023-01-${String((i % 28) + 1).padStart(2, '0')}`,
-}));
-
-const useSort = (data) => {
-  const [config, setConfig] = useState({ key: null, direction: 'asc' });
-  const sortedData = useMemo(() => {
-    if (!config.key) return data;
-    return [...data].sort((a, b) => {
-      if (a[config.key] < b[config.key]) return config.direction === 'asc' ? -1 : 1;
-      if (a[config.key] > b[config.key]) return config.direction === 'asc' ? 1 : -1;
-      return 0;
-    });
-  }, [data, config]);
-  return { sortedData, requestSort: (key) => setConfig(c => ({ key, direction: c.key === key && c.direction === 'asc' ? 'desc' : 'asc' })), config };
-};
-
-const useFilter = (data) => {
-  const [filters, setFilters] = useState({ search: '', role: 'All', department: 'All', from: '', to: '' });
-  const filteredData = useMemo(() => {
-    return data.filter(item => {
-      const matchSearch = item.name.toLowerCase().includes(filters.search.toLowerCase());
-      const matchRole = filters.role === 'All' || item.role === filters.role;
-      const matchDept = filters.department === 'All' || item.department === filters.department;
-      const matchFrom = !filters.from || item.joined >= filters.from;
-      const matchTo = !filters.to || item.joined <= filters.to;
-      return matchSearch && matchRole && matchDept && matchFrom && matchTo;
-    });
-  }, [data, filters]);
-  return { filteredData, filters, setFilters };
-};
-
-const Toolbar = ({ filters, setFilters }) => (
-  <div style={{ marginBottom: '15px', display: 'flex', gap: '10px', flexWrap: 'wrap', alignItems: 'center' }}>
-    <input placeholder="Search name..." onChange={(e) => setFilters(f => ({...f, search: e.target.value}))} />
-    <select onChange={(e) => setFilters(f => ({...f, role: e.target.value}))}>
-      <option value="All">Role: All</option>
-      {['Admin', 'Editor', 'Viewer'].map(r => <option key={r} value={r}>{r}</option>)}
-    </select>
-    <select onChange={(e) => setFilters(f => ({...f, department: e.target.value}))}>
-      <option value="All">Dept: All</option>
-      {['Engineering', 'Marketing', 'Sales', 'Support'].map(d => <option key={d} value={d}>{d}</option>)}
-    </select>
-    <label>From: <input type="date" onChange={(e) => setFilters(f => ({...f, from: e.target.value}))} /></label>
-    <label>To: <input type="date" onChange={(e) => setFilters(f => ({...f, to: e.target.value}))} /></label>
-  </div>
-);
-
-const DataTable = () => {
-  const [columns] = useState(['name', 'email', 'role', 'department', 'status', 'joined']);
-  const [selected, setSelected] = useState(new Set());
-  const [expanded, setExpanded] = useState(new Set());
-
-  const { sortedData, requestSort, config } = useSort(USERS);
-  const { filteredData, filters, setFilters } = useFilter(sortedData);
-  
-  const [page, setPage] = useState(0);
-  const [size, setSize] = useState(5);
-  const paginatedData = useMemo(() => filteredData.slice(page * size, (page + 1) * size), [filteredData, page, size]);
-  const totalPages = Math.ceil(filteredData.length / size);
-
-  return (
-    <div style={{ padding: '20px', fontFamily: 'sans-serif' }}>
-      <Toolbar filters={filters} setFilters={setFilters} />
-      <table border="1" style={{ width: '100%', borderCollapse: 'collapse' }}>
-        <thead>
-          <tr>
-            <th>Select</th>
-            {columns.map(col => <th key={col} onClick={() => requestSort(col)} style={{ cursor: 'pointer' }}>{col.toUpperCase()} {config.key === col ? (config.direction === 'asc' ? '▲' : '▼') : ''}</th>)}
-          </tr>
-        </thead>
-        <tbody>
-          {paginatedData.map(user => (
-            <tr key={user.id}>
-              <td><input type="checkbox" checked={selected.has(user.id)} onChange={() => {
-                const next = new Set(selected);
-                next.has(user.id) ? next.delete(user.id) : next.add(user.id);
-                setSelected(next);
-              }} /></td>
-              {columns.map(col => <td key={col}>{user[col]}</td>)}
-            </tr>
-          ))}
-        </tbody>
-      </table>
-      <div style={{ marginTop: '10px' }}>
-        <button disabled={page === 0} onClick={() => setPage(page - 1)}>Prev</button>
-        <span> Page {page + 1} of {Math.max(1, totalPages)} </span>
-        <button disabled={page >= totalPages - 1} onClick={() => setPage(page + 1)}>Next</button>
-      </div>
-    </div>
-  );
-};
-
-export default DataTable;
\ No newline at end of file
diff --git a/evals/data/experiments/018-js-react-data-table/outputs/base/turn-3.txt b/evals/data/experiments/018-js-react-data-table/outputs/base/turn-3.txt
deleted file mode 100644
index a5bd5ef..0000000
--- a/evals/data/experiments/018-js-react-data-table/outputs/base/turn-3.txt
+++ /dev/null
@@ -1,112 +0,0 @@
-import React, { useState, useMemo } from 'react';
-
-const USERS = [
-  ...Array.from({ length: 20 }, (_, i) => ({
-    id: i + 1,
-    name: `User ${i + 1}`,
-    email: `user${i + 1}@example.com`,
-    role: ['Admin', 'Editor', 'Viewer'][i % 3],
-    department: ['Engineering', 'Marketing', 'Sales', 'Support'][i % 4],
-    status: ['Active', 'Inactive'][i % 2],
-    joined: `2023-01-${String((i % 28) + 1).padStart(2, '0')}`,
-  })),
-  { id: 21, name: 'Hiroshi Tanaka', email: 'hiroshi@tech.jp', role: 'Admin', department: 'Engineering', status: 'Active', joined: '2023-02-10' },
-  { id: 22, name: 'Elena Rodriguez', email: 'elena@market.es', role: 'Editor', department: 'Marketing', status: 'Active', joined: '2023-03-15' },
-  { id: 23, name: 'Kwame Mensah', email: 'kwame@global.gh', role: 'Viewer', department: 'Support', status: 'Inactive', joined: '2023-04-05' },
-  { id: 24, name: 'Fatima Al-Sayed', email: 'fatima@uae.ae', role: 'Admin', department: 'Sales', status: 'Active', joined: '2023-05-20' },
-  { id: 25, name: 'Jean-Pierre Dubois', email: 'jp@france.fr', role: 'Editor', department: 'Engineering', status: 'Active', joined: '2023-06-12' },
-  { id: 26, name: 'Sven Svensson', email: 'sven@nordic.se', role: 'Viewer', department: 'Sales', status: 'Active', joined: '2023-07-22' },
-  { id: 27, name: 'Mei Ling', email: 'mei@asia.cn', role: 'Admin', department: 'Support', status: 'Inactive', joined: '2023-08-14' },
-  { id: 28, name: 'Arjun Gupta', email: 'arjun@india.in', role: 'Editor', department: 'Marketing', status: 'Active', joined: '2023-09-01' },
-  { id: 29, name: 'Chloe O\'Sullivan', email: 'chloe@ireland.ie', role: 'Viewer', department: 'Engineering', status: 'Active', joined: '2023-10-18' },
-  { id: 30, name: 'Mateo Rossi', email: 'mateo@italy.it', role: 'Admin', department: 'Sales', status: 'Active', joined: '2023-11-30' }
-];
-
-const useSort = (data) => {
-  const [config, setConfig] = useState({ key: null, direction: 'asc' });
-  const sortedData = useMemo(() => {
-    if (!config.key) return data;
-    return [...data].sort((a, b) => {
-      if (a[config.key] < b[config.key]) return config.direction === 'asc' ? -1 : 1;
-      if (a[config.key] > b[config.key]) return config.direction === 'asc' ? 1 : -1;
-      return 0;
-    });
-  }, [data, config]);
-  return { sortedData, requestSort: (key) => setConfig(c => ({ key, direction: c.key === key && c.direction === 'asc' ? 'desc' : 'asc' })), config };
-};
-
-const useFilter = (data) => {
-  const [filters, setFilters] = useState({ search: '', role: 'All', department: 'All', from: '', to: '' });
-  const filteredData = useMemo(() => {
-    return data.filter(item => {
-      const matchSearch = item.name.toLowerCase().includes(filters.search.toLowerCase());
-      const matchRole = filters.role === 'All' || item.role === filters.role;
-      const matchDept = filters.department === 'All' || item.department === filters.department;
-      const matchFrom = !filters.from || item.joined >= filters.from;
-      const matchTo = !filters.to || item.joined <= filters.to;
-      return matchSearch && matchRole && matchDept && matchFrom && matchTo;
-    });
-  }, [data, filters]);
-  return { filteredData, filters, setFilters };
-};
-
-const Toolbar = ({ filters, setFilters }) => (
-  <div style={{ marginBottom: '15px', display: 'flex', gap: '10px', flexWrap: 'wrap', alignItems: 'center' }}>
-    <input placeholder="Search name..." onChange={(e) => setFilters(f => ({...f, search: e.target.value}))} />
-    <select onChange={(e) => setFilters(f => ({...f, role: e.target.value}))}>
-      <option value="All">Role: All</option>
-      {['Admin', 'Editor', 'Viewer'].map(r => <option key={r} value={r}>{r}</option>)}
-    </select>
-    <select onChange={(e) => setFilters(f => ({...f, department: e.target.value}))}>
-      <option value="All">Dept: All</option>
-      {['Engineering', 'Marketing', 'Sales', 'Support'].map(d => <option key={d} value={d}>{d}</option>)}
-    </select>
-    <input type="date" onChange={(e) => setFilters(f => ({...f, from: e.target.value}))} />
-    <input type="date" onChange={(e) => setFilters(f => ({...f, to: e.target.value}))} />
-  </div>
-);
-
-const DataTable = () => {
-  const [columns] = useState(['name', 'email', 'role', 'department', 'status', 'joined']);
-  const [selected, setSelected] = useState(new Set());
-  const { sortedData, requestSort, config } = useSort(USERS);
-  const { filteredData, filters, setFilters } = useFilter(sortedData);
-  const [page, setPage] = useState(0);
-  const [size, setSize] = useState(10);
-  
-  const paginatedData = useMemo(() => filteredData.slice(page * size, (page + 1) * size), [filteredData, page, size]);
-  const totalPages = Math.ceil(filteredData.length / size);
-
-  return (
-    <div style={{ padding: '20px', fontFamily: 'sans-serif' }}>
-      <Toolbar filters={filters} setFilters={setFilters} />
-      <table border="1" style={{ width: '100%', borderCollapse: 'collapse' }}>
-        <thead>
-          <tr>
-            <th>Select</th>
-            {columns.map(col => <th key={col} onClick={() => requestSort(col)} style={{ cursor: 'pointer' }}>{col.toUpperCase()} {config.key === col ? (config.direction === 'asc' ? '▲' : '▼') : ''}</th>)}
-          </tr>
-        </thead>
-        <tbody>
-          {paginatedData.map(user => (
-            <tr key={user.id}>
-              <td><input type="checkbox" checked={selected.has(user.id)} onChange={() => {
-                const next = new Set(selected);
-                next.has(user.id) ? next.delete(user.id) : next.add(user.id);
-                setSelected(next);
-              }} /></td>
-              {columns.map(col => <td key={col}>{user[col]}</td>)}
-            </tr>
-          ))}
-        </tbody>
-      </table>
-      <div style={{ marginTop: '10px' }}>
-        <button disabled={page === 0} onClick={() => setPage(page - 1)}>Prev</button>
-        <span> Page {page + 1} of {Math.max(1, totalPages)} </span>
-        <button disabled={page >= totalPages - 1} onClick={() => setPage(page + 1)}>Next</button>
-      </div>
-    </div>
-  );
-};
-
-export default DataTable;
\ No newline at end of file
diff --git a/evals/data/experiments/018-js-react-data-table/outputs/base/turn-4.txt b/evals/data/experiments/018-js-react-data-table/outputs/base/turn-4.txt
deleted file mode 100644
index dfd12ac..0000000
--- a/evals/data/experiments/018-js-react-data-table/outputs/base/turn-4.txt
+++ /dev/null
@@ -1,124 +0,0 @@
-import React, { useState, useMemo } from 'react';
-
-const USERS = [
-  ...Array.from({ length: 20 }, (_, i) => ({
-    id: i + 1,
-    name: `User ${i + 1}`,
-    email: `user${i + 1}@example.com`,
-    role: ['Admin', 'Editor', 'Viewer'][i % 3],
-    department: ['Engineering', 'Marketing', 'Sales', 'Support'][i % 4],
-    status: ['Active', 'Inactive'][i % 2],
-    joined: `2023-01-${String((i % 28) + 1).padStart(2, '0')}`,
-  })),
-  { id: 21, name: 'Hiroshi Tanaka', email: 'hiroshi@tech.jp', role: 'Admin', department: 'Engineering', status: 'Active', joined: '2023-02-10' },
-  { id: 22, name: 'Elena Rodriguez', email: 'elena@market.es', role: 'Editor', department: 'Marketing', status: 'Active', joined: '2023-03-15' },
-  { id: 23, name: 'Kwame Mensah', email: 'kwame@global.gh', role: 'Viewer', department: 'Support', status: 'Inactive', joined: '2023-04-05' },
-  { id: 24, name: 'Fatima Al-Sayed', email: 'fatima@uae.ae', role: 'Admin', department: 'Sales', status: 'Active', joined: '2023-05-20' },
-  { id: 25, name: 'Jean-Pierre Dubois', email: 'jp@france.fr', role: 'Editor', department: 'Engineering', status: 'Active', joined: '2023-06-12' },
-  { id: 26, name: 'Sven Svensson', email: 'sven@nordic.se', role: 'Viewer', department: 'Sales', status: 'Active', joined: '2023-07-22' },
-  { id: 27, name: 'Mei Ling', email: 'mei@asia.cn', role: 'Admin', department: 'Support', status: 'Inactive', joined: '2023-08-14' },
-  { id: 28, name: 'Arjun Gupta', email: 'arjun@india.in', role: 'Editor', department: 'Marketing', status: 'Active', joined: '2023-09-01' },
-  { id: 29, name: 'Chloe O\'Sullivan', email: 'chloe@ireland.ie', role: 'Viewer', department: 'Engineering', status: 'Active', joined: '2023-10-18' },
-  { id: 30, name: 'Mateo Rossi', email: 'mateo@italy.it', role: 'Admin', department: 'Sales', status: 'Active', joined: '2023-11-30' }
-];
-
-const useSort = (data) => {
-  const [config, setConfig] = useState({ key: null, direction: 'asc' });
-  const sortedData = useMemo(() => {
-    if (!config.key) return data;
-    return [...data].sort((a, b) => {
-      if (a[config.key] < b[config.key]) return config.direction === 'asc' ? -1 : 1;
-      if (a[config.key] > b[config.key]) return config.direction === 'asc' ? 1 : -1;
-      return 0;
-    });
-  }, [data, config]);
-  return { sortedData, requestSort: (key) => setConfig(c => ({ key, direction: c.key === key && c.direction === 'asc' ? 'desc' : 'asc' })), config };
-};
-
-const useFilter = (data) => {
-  const [filters, setFilters] = useState({ search: '', role: 'All', department: 'All', from: '', to: '' });
-  const filteredData = useMemo(() => {
-    return data.filter(item => {
-      const matchSearch = item.name.toLowerCase().includes(filters.search.toLowerCase());
-      const matchRole = filters.role === 'All' || item.role === filters.role;
-      const matchDept = filters.department === 'All' || item.department === filters.department;
-      const matchFrom = !filters.from || item.joined >= filters.from;
-      const matchTo = !filters.to || item.joined <= filters.to;
-      return matchSearch && matchRole && matchDept && matchFrom && matchTo;
-    });
-  }, [data, filters]);
-  return { filteredData, filters, setFilters };
-};
-
-const Pagination = ({ page, size, total, setPage }) => {
-  const totalPages = Math.ceil(total / size);
-  const start = page * size + 1;
-  const end = Math.min((page + 1) * size, total);
-  
-  return (
-    <div style={{ marginTop: '15px', display: 'flex', alignItems: 'center', gap: '15px' }}>
-      <span>Showing {total === 0 ? 0 : start}-{end} of {total} results</span>
-      <div>
-        <button disabled={page === 0} onClick={() => setPage(p => p - 1)}>Prev</button>
-        <span style={{ margin: '0 10px' }}>Page {page + 1} of {Math.max(1, totalPages)}</span>
-        <button disabled={page >= totalPages - 1} onClick={() => setPage(p => p + 1)}>Next</button>
-      </div>
-      <label>
-        Jump to page: 
-        <input 
-          type="number" 
-          min="1" 
-          max={totalPages} 
-          style={{ width: '50px', marginLeft: '5px' }}
-          onChange={(e) => {
-            const val = parseInt(e.target.value);
-            if (val > 0 && val <= totalPages) setPage(val - 1);
-          }}
-        />
-      </label>
-    </div>
-  );
-};
-
-const DataTable = () => {
-  const [columns] = useState(['name', 'email', 'role', 'department', 'status', 'joined']);
-  const { sortedData, requestSort, config } = useSort(USERS);
-  const { filteredData, filters, setFilters } = useFilter(sortedData);
-  const [page, setPage] = useState(0);
-  const size = 10;
-  
-  const paginatedData = useMemo(() => filteredData.slice(page * size, (page + 1) * size), [filteredData, page, size]);
-
-  return (
-    <div style={{ padding: '20px', fontFamily: 'sans-serif' }}>
-      <div style={{ display: 'flex', gap: '10px', marginBottom: '10px' }}>
-        <input placeholder="Search..." onChange={(e) => setFilters(f => ({...f, search: e.target.value}))} />
-        <select onChange={(e) => setFilters(f => ({...f, role: e.target.value}))}>
-          <option value="All">All Roles</option>
-          <option value="Admin">Admin</option>
-          <option value="Editor">Editor</option>
-          <option value="Viewer">Viewer</option>
-        </select>
-      </div>
-
-      <table border="1" style={{ width: '100%', borderCollapse: 'collapse' }}>
-        <thead>
-          <tr>
-            {columns.map(col => <th key={col} onClick={() => requestSort(col)} style={{ cursor: 'pointer' }}>{col.toUpperCase()} {config.key === col ? (config.direction === 'asc' ? '▲' : '▼') : ''}</th>)}
-          </tr>
-        </thead>
-        <tbody>
-          {paginatedData.map(user => (
-            <tr key={user.id}>
-              {columns.map(col => <td key={col}>{user[col]}</td>)}
-            </tr>
-          ))}
-        </tbody>
-      </table>
-      
-      <Pagination page={page} size={size} total={filteredData.length} setPage={setPage} />
-    </div>
-  );
-};
-
-export default DataTable;
\ No newline at end of file
diff --git a/evals/data/experiments/019-js-express-api/metrics.json b/evals/data/experiments/019-js-express-api/metrics.json
deleted file mode 100644
index ef49a7b..0000000
--- a/evals/data/experiments/019-js-express-api/metrics.json
+++ /dev/null
@@ -1,228 +0,0 @@
-{
-  "experiment_id": "019-js-express-api",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:58:48.723648+00:00",
-  "format": "text/javascript",
-  "base_turn0": {
-    "input_tokens": 106,
-    "output_tokens": 897,
-    "latency_ms": 4022,
-    "artifact_bytes": 2769
-  },
-  "aap_turn0": {
-    "input_tokens": 445,
-    "output_tokens": 678,
-    "latency_ms": 3480,
-    "artifact_bytes": 1952
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'labels' field to the Task model with an array of strings, and add a P",
-        "input_tokens": 1033,
-        "output_tokens": 1014,
-        "latency_ms": 3633,
-        "output_bytes": 3127,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the auth token verification middleware to support both Bearer tokens and",
-        "input_tokens": 2072,
-        "output_tokens": 1111,
-        "latency_ms": 4301,
-        "output_bytes": 3484,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new route POST /projects/:id/archive that marks a project as archived and ",
-        "input_tokens": 3211,
-        "output_tokens": 1275,
-        "latency_ms": 4905,
-        "output_bytes": 4045,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 6316,
-    "total_output_tokens": 3400,
-    "total_latency_ms": 12839
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'labels' field to the Task model with an array of strings, and add a P",
-        "input_tokens": 1814,
-        "output_tokens": 828,
-        "latency_ms": 4002,
-        "output_bytes": 2253,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the auth token verification middleware to support both Bearer tokens and",
-        "input_tokens": 1915,
-        "output_tokens": 894,
-        "latency_ms": 4017,
-        "output_bytes": 2437,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new route POST /projects/:id/archive that marks a project as archived and ",
-        "input_tokens": 1971,
-        "output_tokens": 303,
-        "latency_ms": 2433,
-        "output_bytes": 715,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 5700,
-    "total_output_tokens": 2025,
-    "total_latency_ms": 10452,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 40.4,
-    "input_token_savings_pct": 9.8,
-    "latency_savings_pct": 18.6
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 106,
-        "base_output": 897,
-        "base_latency_ms": 4022,
-        "aap_input": 445,
-        "aap_output": 678,
-        "aap_latency_ms": 3480
-      },
-      {
-        "turn": 1,
-        "base_input": 1033,
-        "base_output": 1014,
-        "base_latency_ms": 3633,
-        "aap_input": 1814,
-        "aap_output": 828,
-        "aap_latency_ms": 4002,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 2072,
-        "base_output": 1111,
-        "base_latency_ms": 4301,
-        "aap_input": 1915,
-        "aap_output": 894,
-        "aap_latency_ms": 4017,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 3211,
-        "base_output": 1275,
-        "base_latency_ms": 4905,
-        "aap_input": 1971,
-        "aap_output": 303,
-        "aap_latency_ms": 2433,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 6422,
-      "base_output": 4297,
-      "base_combined": 10719,
-      "aap_input": 6145,
-      "aap_output": 2703,
-      "aap_combined": 8848,
-      "base_latency_ms": 16861,
-      "aap_latency_ms": 13932,
-      "output_savings_pct": 37.1,
-      "input_delta_pct": -4.3,
-      "combined_savings_pct": 17.5,
-      "latency_savings_pct": 17.4
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.4609,
-        "token_f1": 0.6929,
-        "base_char_count": 2769,
-        "aap_char_count": 1783,
-        "char_delta_pct": -35.6,
-        "lines_added": 38,
-        "lines_removed": 48,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.5181,
-        "token_f1": 0.7059,
-        "base_char_count": 3127,
-        "aap_char_count": 2084,
-        "char_delta_pct": -33.4,
-        "lines_added": 43,
-        "lines_removed": 54,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.4555,
-        "token_f1": 0.694,
-        "base_char_count": 3484,
-        "aap_char_count": 2268,
-        "char_delta_pct": -34.9,
-        "lines_added": 50,
-        "lines_removed": 60,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.1059,
-        "token_f1": 0.1401,
-        "base_char_count": 4045,
-        "aap_char_count": 715,
-        "char_delta_pct": -82.3,
-        "lines_added": 15,
-        "lines_removed": 105,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.3851,
-    "mean_token_f1": 0.5582,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/019-js-express-api/outputs/aap/turn-0.txt b/evals/data/experiments/019-js-express-api/outputs/aap/turn-0.txt
deleted file mode 100644
index 6e66576..0000000
--- a/evals/data/experiments/019-js-express-api/outputs/aap/turn-0.txt
+++ /dev/null
@@ -1,67 +0,0 @@
-const express = require('express');
-const cors = require('cors');
-const rateLimit = require('express-rate-limit');
-const { body, param, validationResult } = require('express-validator');
-
-const app = express();
-
-<aap:target id="middleware-stack">
-app.use(cors());
-app.use(express.json());
-app.use((req, res, next) => {
-  console.log(`[${new Date().toISOString()}] ${req.method} ${req.url}`);
-  next();
-});
-
-const auth = (req, res, next) => {
-  const token = req.headers['authorization'];
-  if (!token) return res.status(401).json({ error: 'Unauthorized' });
-  next();
-};
-
-const limiter = rateLimit({ windowMs: 15 * 60 * 1000, max: 100 });
-app.use(limiter);
-</aap:target>
-
-<aap:target id="data-store">
-const store = {
-  tasks: [],
-  projects: [],
-  users: []
-};
-</aap:target>
-
-<aap:target id="routes">
-app.post('/tasks', auth, [body('title').notEmpty()], (req, res) => {
-  const errors = validationResult(req);
-  if (!errors.isEmpty()) return res.status(400).json({ errors: errors.array() });
-  
-  const task = { id: Date.now(), ...req.body, status: 'pending', comments: [] };
-  store.tasks.push(task);
-  res.status(201).json(task);
-});
-
-app.patch('/tasks/:id/status', auth, [param('id').isInt()], (req, res) => {
-  const task = store.tasks.find(t => t.id == req.params.id);
-  if (!task) return res.status(404).json({ error: 'Task not found' });
-  task.status = req.body.status;
-  res.json(task);
-});
-
-app.post('/tasks/:id/comments', auth, (req, res) => {
-  const task = store.tasks.find(t => t.id == req.params.id);
-  if (!task) return res.status(404).json({ error: 'Task not found' });
-  task.comments.push({ text: req.body.text, date: new Date() });
-  res.json(task);
-});
-</aap:target>
-
-<aap:target id="error-handler">
-app.use((err, req, res, next) => {
-  console.error(err.stack);
-  res.status(500).json({ error: 'Internal Server Error' });
-});
-</aap:target>
-
-const PORT = 3000;
-app.listen(PORT, () => console.log(`Server running on port ${PORT}`));
\ No newline at end of file
diff --git a/evals/data/experiments/019-js-express-api/outputs/aap/turn-1.json b/evals/data/experiments/019-js-express-api/outputs/aap/turn-1.json
deleted file mode 100644
index 448a4ae..0000000
--- a/evals/data/experiments/019-js-express-api/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "task-api-service",
-  "version": 2,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "const express = require('express');\nconst cors = require('cors');\nconst rateLimit = require('express-rate-limit');\nconst { body, param, validationResult } = require('express-validator');\n\nconst app = express();\n\n<aap:target id=\"middleware-stack\">\napp.use(cors());\napp.use(express.json());\napp.use((req, res, next) => {\n  console.log(`[${new Date().toISOString()}] ${req.method} ${req.url}`);\n  next();\n});\n\nconst auth = (req, res, next) => {\n  const token = req.headers['authorization'];\n  if (!token) return res.status(401).json({ error: 'Unauthorized' });\n  next();\n};\n\nconst limiter = rateLimit({ windowMs: 15 * 60 * 1000, max: 100 });\napp.use(limiter);\n</aap:target>\n\n<aap:target id=\"data-store\">\nconst store = {\n  tasks: [],\n  projects: [],\n  users: []\n};\n</aap:target>\n\n<aap:target id=\"routes\">\napp.post('/tasks', auth, [body('title').notEmpty()], (req, res) => {\n  const errors = validationResult(req);\n  if (!errors.isEmpty()) return res.status(400).json({ errors: errors.array() });\n  \n  const task = { id: Date.now(), ...req.body, status: 'pending', comments: [], labels: [] };\n  store.tasks.push(task);\n  res.status(201).json(task);\n});\n\napp.patch('/tasks/:id/status', auth, [param('id').isInt()], (req, res) => {\n  const task = store.tasks.find(t => t.id == req.params.id);\n  if (!task) return res.status(404).json({ error: 'Task not found' });\n  task.status = req.body.status;\n  res.json(task);\n});\n\napp.put('/tasks/:id/labels', auth, [param('id').isInt(), body('labels').isArray()], (req, res) => {\n  const task = store.tasks.find(t => t.id == req.params.id);\n  if (!task) return res.status(404).json({ error: 'Task not found' });\n  task.labels = req.body.labels;\n  res.json(task);\n});\n\napp.post('/tasks/:id/comments', auth, (req, res) => {\n  const task = store.tasks.find(t => t.id == req.params.id);\n  if (!task) return res.status(404).json({ error: 'Task not found' });\n  task.comments.push({ text: req.body.text, date: new Date() });\n  res.json(task);\n});\n</aap:target>\n\n<aap:target id=\"error-handler\">\napp.use((err, req, res, next) => {\n  console.error(err.stack);\n  res.status(500).json({ error: 'Internal Server Error' });\n});\n</aap:target>\n\nconst PORT = 3000;\napp.listen(PORT, () => console.log(`Server running on port ${PORT}`));\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/019-js-express-api/outputs/aap/turn-1.txt b/evals/data/experiments/019-js-express-api/outputs/aap/turn-1.txt
deleted file mode 100644
index 447e9ff..0000000
--- a/evals/data/experiments/019-js-express-api/outputs/aap/turn-1.txt
+++ /dev/null
@@ -1,74 +0,0 @@
-const express = require('express');
-const cors = require('cors');
-const rateLimit = require('express-rate-limit');
-const { body, param, validationResult } = require('express-validator');
-
-const app = express();
-
-<aap:target id="middleware-stack">
-app.use(cors());
-app.use(express.json());
-app.use((req, res, next) => {
-  console.log(`[${new Date().toISOString()}] ${req.method} ${req.url}`);
-  next();
-});
-
-const auth = (req, res, next) => {
-  const token = req.headers['authorization'];
-  if (!token) return res.status(401).json({ error: 'Unauthorized' });
-  next();
-};
-
-const limiter = rateLimit({ windowMs: 15 * 60 * 1000, max: 100 });
-app.use(limiter);
-</aap:target>
-
-<aap:target id="data-store">
-const store = {
-  tasks: [],
-  projects: [],
-  users: []
-};
-</aap:target>
-
-<aap:target id="routes">
-app.post('/tasks', auth, [body('title').notEmpty()], (req, res) => {
-  const errors = validationResult(req);
-  if (!errors.isEmpty()) return res.status(400).json({ errors: errors.array() });
-  
-  const task = { id: Date.now(), ...req.body, status: 'pending', comments: [], labels: [] };
-  store.tasks.push(task);
-  res.status(201).json(task);
-});
-
-app.patch('/tasks/:id/status', auth, [param('id').isInt()], (req, res) => {
-  const task = store.tasks.find(t => t.id == req.params.id);
-  if (!task) return res.status(404).json({ error: 'Task not found' });
-  task.status = req.body.status;
-  res.json(task);
-});
-
-app.put('/tasks/:id/labels', auth, [param('id').isInt(), body('labels').isArray()], (req, res) => {
-  const task = store.tasks.find(t => t.id == req.params.id);
-  if (!task) return res.status(404).json({ error: 'Task not found' });
-  task.labels = req.body.labels;
-  res.json(task);
-});
-
-app.post('/tasks/:id/comments', auth, (req, res) => {
-  const task = store.tasks.find(t => t.id == req.params.id);
-  if (!task) return res.status(404).json({ error: 'Task not found' });
-  task.comments.push({ text: req.body.text, date: new Date() });
-  res.json(task);
-});
-</aap:target>
-
-<aap:target id="error-handler">
-app.use((err, req, res, next) => {
-  console.error(err.stack);
-  res.status(500).json({ error: 'Internal Server Error' });
-});
-</aap:target>
-
-const PORT = 3000;
-app.listen(PORT, () => console.log(`Server running on port ${PORT}`));
diff --git a/evals/data/experiments/019-js-express-api/outputs/aap/turn-2.json b/evals/data/experiments/019-js-express-api/outputs/aap/turn-2.json
deleted file mode 100644
index 5a417cd..0000000
--- a/evals/data/experiments/019-js-express-api/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "express-app-refactor-auth",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/javascript",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "const express = require('express');\nconst cors = require('cors');\nconst rateLimit = require('express-rate-limit');\nconst { body, param, validationResult } = require('express-validator');\n\nconst app = express();\n\n<aap:target id=\"middleware-stack\">\napp.use(cors());\napp.use(express.json());\napp.use((req, res, next) => {\n  console.log(`[${new Date().toISOString()}] ${req.method} ${req.url}`);\n  next();\n});\n\nconst auth = (req, res, next) => {\n  const bearerToken = req.headers['authorization'];\n  const apiKey = req.headers['x-api-key'];\n\n  if (bearerToken && bearerToken.startsWith('Bearer ')) {\n    return next();\n  }\n  \n  if (apiKey) {\n    return next();\n  }\n\n  return res.status(401).json({ error: 'Unauthorized: Missing or invalid credentials' });\n};\n\nconst limiter = rateLimit({ windowMs: 15 * 60 * 1000, max: 100 });\napp.use(limiter);\n</aap:target>\n\n<aap:target id=\"data-store\">\nconst store = {\n  tasks: [],\n  projects: [],\n  users: []\n};\n</aap:target>\n\n<aap:target id=\"routes\">\napp.post('/tasks', auth, [body('title').notEmpty()], (req, res) => {\n  const errors = validationResult(req);\n  if (!errors.isEmpty()) return res.status(400).json({ errors: errors.array() });\n  \n  const task = { id: Date.now(), ...req.body, status: 'pending', comments: [], labels: [] };\n  store.tasks.push(task);\n  res.status(201).json(task);\n});\n\napp.patch('/tasks/:id/status', auth, [param('id').isInt()], (req, res) => {\n  const task = store.tasks.find(t => t.id == req.params.id);\n  if (!task) return res.status(404).json({ error: 'Task not found' });\n  task.status = req.body.status;\n  res.json(task);\n});\n\napp.put('/tasks/:id/labels', auth, [param('id').isInt(), body('labels').isArray()], (req, res) => {\n  const task = store.tasks.find(t => t.id == req.params.id);\n  if (!task) return res.status(404).json({ error: 'Task not found' });\n  task.labels = req.body.labels;\n  res.json(task);\n});\n\napp.post('/tasks/:id/comments', auth, (req, res) => {\n  const task = store.tasks.find(t => t.id == req.params.id);\n  if (!task) return res.status(404).json({ error: 'Task not found' });\n  task.comments.push({ text: req.body.text, date: new Date() });\n  res.json(task);\n});\n</aap:target>\n\n<aap:target id=\"error-handler\">\napp.use((err, req, res, next) => {\n  console.error(err.stack);\n  res.status(500).json({ error: 'Internal Server Error' });\n});\n</aap:target>\n\nconst PORT = 3000;\napp.listen(PORT, () => console.log(`Server running on port ${PORT}`));\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/019-js-express-api/outputs/aap/turn-2.txt b/evals/data/experiments/019-js-express-api/outputs/aap/turn-2.txt
deleted file mode 100644
index 4997d09..0000000
--- a/evals/data/experiments/019-js-express-api/outputs/aap/turn-2.txt
+++ /dev/null
@@ -1,83 +0,0 @@
-const express = require('express');
-const cors = require('cors');
-const rateLimit = require('express-rate-limit');
-const { body, param, validationResult } = require('express-validator');
-
-const app = express();
-
-<aap:target id="middleware-stack">
-app.use(cors());
-app.use(express.json());
-app.use((req, res, next) => {
-  console.log(`[${new Date().toISOString()}] ${req.method} ${req.url}`);
-  next();
-});
-
-const auth = (req, res, next) => {
-  const bearerToken = req.headers['authorization'];
-  const apiKey = req.headers['x-api-key'];
-
-  if (bearerToken && bearerToken.startsWith('Bearer ')) {
-    return next();
-  }
-  
-  if (apiKey) {
-    return next();
-  }
-
-  return res.status(401).json({ error: 'Unauthorized: Missing or invalid credentials' });
-};
-
-const limiter = rateLimit({ windowMs: 15 * 60 * 1000, max: 100 });
-app.use(limiter);
-</aap:target>
-
-<aap:target id="data-store">
-const store = {
-  tasks: [],
-  projects: [],
-  users: []
-};
-</aap:target>
-
-<aap:target id="routes">
-app.post('/tasks', auth, [body('title').notEmpty()], (req, res) => {
-  const errors = validationResult(req);
-  if (!errors.isEmpty()) return res.status(400).json({ errors: errors.array() });
-  
-  const task = { id: Date.now(), ...req.body, status: 'pending', comments: [], labels: [] };
-  store.tasks.push(task);
-  res.status(201).json(task);
-});
-
-app.patch('/tasks/:id/status', auth, [param('id').isInt()], (req, res) => {
-  const task = store.tasks.find(t => t.id == req.params.id);
-  if (!task) return res.status(404).json({ error: 'Task not found' });
-  task.status = req.body.status;
-  res.json(task);
-});
-
-app.put('/tasks/:id/labels', auth, [param('id').isInt(), body('labels').isArray()], (req, res) => {
-  const task = store.tasks.find(t => t.id == req.params.id);
-  if (!task) return res.status(404).json({ error: 'Task not found' });
-  task.labels = req.body.labels;
-  res.json(task);
-});
-
-app.post('/tasks/:id/comments', auth, (req, res) => {
-  const task = store.tasks.find(t => t.id == req.params.id);
-  if (!task) return res.status(404).json({ error: 'Task not found' });
-  task.comments.push({ text: req.body.text, date: new Date() });
-  res.json(task);
-});
-</aap:target>
-
-<aap:target id="error-handler">
-app.use((err, req, res, next) => {
-  console.error(err.stack);
-  res.status(500).json({ error: 'Internal Server Error' });
-});
-</aap:target>
-
-const PORT = 3000;
-app.listen(PORT, () => console.log(`Server running on port ${PORT}`));
diff --git a/evals/data/experiments/019-js-express-api/outputs/aap/turn-3.json b/evals/data/experiments/019-js-express-api/outputs/aap/turn-3.json
deleted file mode 100644
index e24c3cb..0000000
--- a/evals/data/experiments/019-js-express-api/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "edit-artifact-001",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"artifact-id\",\n  \"version\": 1,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"insert_after\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"routes\"\n      },\n      \"content\": \"app.post('/projects/:id/archive', auth, [param('id').isInt()], (req, res) => {\\n  const project = store.projects.find(p => p.id == req.params.id);\\n  if (!project) return res.status(404).json({ error: 'Project not found' });\\n\\n  project.status = 'archived';\\n\\n  store.tasks\\n    .filter(t => t.projectId == req.params.id && t.status === 'pending')\\n    .forEach(t => t.status = 'cancelled');\\n\\n  res.json({ message: 'Project archived and pending tasks cancelled' });\\n});\\n\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/019-js-express-api/outputs/aap/turn-3.txt b/evals/data/experiments/019-js-express-api/outputs/aap/turn-3.txt
deleted file mode 100644
index 2a785a9..0000000
--- a/evals/data/experiments/019-js-express-api/outputs/aap/turn-3.txt
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "artifact-id",
-  "version": 1,
-  "name": "edit",
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "routes"
-      },
-      "content": "app.post('/projects/:id/archive', auth, [param('id').isInt()], (req, res) => {\n  const project = store.projects.find(p => p.id == req.params.id);\n  if (!project) return res.status(404).json({ error: 'Project not found' });\n\n  project.status = 'archived';\n\n  store.tasks\n    .filter(t => t.projectId == req.params.id && t.status === 'pending')\n    .forEach(t => t.status = 'cancelled');\n\n  res.json({ message: 'Project archived and pending tasks cancelled' });\n});\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/019-js-express-api/outputs/base/turn-0.txt b/evals/data/experiments/019-js-express-api/outputs/base/turn-0.txt
deleted file mode 100644
index 1e2f136..0000000
--- a/evals/data/experiments/019-js-express-api/outputs/base/turn-0.txt
+++ /dev/null
@@ -1,77 +0,0 @@
-const express = require('express');
-const cors = require('cors');
-const rateLimit = require('express-rate-limit');
-const { body, param, validationResult } = require('express-validator');
-
-const app = express();
-
-// --- In-Memory Models ---
-const db = {
-    users: [{ id: '1', token: 'secret-token', name: 'Admin' }],
-    projects: [{ id: '1', name: 'Main Project', ownerId: '1' }],
-    tasks: [{ id: '1', projectId: '1', title: 'Task 1', status: 'todo', comments: [] }]
-};
-
-// --- Middleware ---
-app.use(cors());
-app.use(express.json());
-app.use((req, res, next) => {
-    console.log(`${new Date().toISOString()} - ${req.method} ${req.url}`);
-    next();
-});
-
-const limiter = rateLimit({ windowMs: 15 * 60 * 1000, max: 100 });
-app.use(limiter);
-
-const authenticate = (req, res, next) => {
-    const token = req.headers['authorization'];
-    if (token && db.users.find(u => u.token === token)) return next();
-    res.status(401).json({ error: 'Unauthorized' });
-};
-
-const validate = (req, res, next) => {
-    const errors = validationResult(req);
-    if (!errors.isEmpty()) return res.status(400).json({ errors: errors.array() });
-    next();
-};
-
-// --- Routes ---
-
-// Projects
-app.get('/projects', authenticate, (req, res) => res.json(db.projects));
-app.post('/projects', authenticate, body('name').isString(), validate, (req, res) => {
-    const newProject = { id: Date.now().toString(), name: req.body.name };
-    db.projects.push(newProject);
-    res.status(201).json(newProject);
-});
-
-// Tasks
-app.get('/tasks', authenticate, (req, res) => res.json(db.tasks));
-
-app.post('/tasks', authenticate, body('title').isString(), body('projectId').isString(), validate, (req, res) => {
-    const task = { id: Date.now().toString(), ...req.body, status: 'todo', comments: [] };
-    db.tasks.push(task);
-    res.status(201).json(task);
-});
-
-app.patch('/tasks/:id/status', authenticate, param('id').isString(), body('status').isIn(['todo', 'in-progress', 'done']), validate, (req, res) => {
-    const task = db.tasks.find(t => t.id === req.params.id);
-    if (!task) return res.status(404).json({ error: 'Task not found' });
-    task.status = req.body.status;
-    res.json(task);
-});
-
-app.post('/tasks/:id/comments', authenticate, param('id').isString(), body('comment').isString(), validate, (req, res) => {
-    const task = db.tasks.find(t => t.id === req.params.id);
-    if (!task) return res.status(404).json({ error: 'Task not found' });
-    task.comments.push({ text: req.body.comment, timestamp: new Date() });
-    res.json(task);
-});
-
-// --- Error Handling ---
-app.use((err, req, res, next) => {
-    console.error(err.stack);
-    res.status(500).json({ error: 'Internal Server Error' });
-});
-
-app.listen(3000, () => console.log('API running on http://localhost:3000'));
\ No newline at end of file
diff --git a/evals/data/experiments/019-js-express-api/outputs/base/turn-1.txt b/evals/data/experiments/019-js-express-api/outputs/base/turn-1.txt
deleted file mode 100644
index cf1237f..0000000
--- a/evals/data/experiments/019-js-express-api/outputs/base/turn-1.txt
+++ /dev/null
@@ -1,85 +0,0 @@
-const express = require('express');
-const cors = require('cors');
-const rateLimit = require('express-rate-limit');
-const { body, param, validationResult } = require('express-validator');
-
-const app = express();
-
-// --- In-Memory Models ---
-const db = {
-    users: [{ id: '1', token: 'secret-token', name: 'Admin' }],
-    projects: [{ id: '1', name: 'Main Project', ownerId: '1' }],
-    tasks: [{ id: '1', projectId: '1', title: 'Task 1', status: 'todo', comments: [], labels: [] }]
-};
-
-// --- Middleware ---
-app.use(cors());
-app.use(express.json());
-app.use((req, res, next) => {
-    console.log(`${new Date().toISOString()} - ${req.method} ${req.url}`);
-    next();
-});
-
-const limiter = rateLimit({ windowMs: 15 * 60 * 1000, max: 100 });
-app.use(limiter);
-
-const authenticate = (req, res, next) => {
-    const token = req.headers['authorization'];
-    if (token && db.users.find(u => u.token === token)) return next();
-    res.status(401).json({ error: 'Unauthorized' });
-};
-
-const validate = (req, res, next) => {
-    const errors = validationResult(req);
-    if (!errors.isEmpty()) return res.status(400).json({ errors: errors.array() });
-    next();
-};
-
-// --- Routes ---
-
-// Projects
-app.get('/projects', authenticate, (req, res) => res.json(db.projects));
-app.post('/projects', authenticate, body('name').isString(), validate, (req, res) => {
-    const newProject = { id: Date.now().toString(), name: req.body.name };
-    db.projects.push(newProject);
-    res.status(201).json(newProject);
-});
-
-// Tasks
-app.get('/tasks', authenticate, (req, res) => res.json(db.tasks));
-
-app.post('/tasks', authenticate, body('title').isString(), body('projectId').isString(), validate, (req, res) => {
-    const task = { id: Date.now().toString(), ...req.body, status: 'todo', comments: [], labels: [] };
-    db.tasks.push(task);
-    res.status(201).json(task);
-});
-
-app.patch('/tasks/:id/status', authenticate, param('id').isString(), body('status').isIn(['todo', 'in-progress', 'done']), validate, (req, res) => {
-    const task = db.tasks.find(t => t.id === req.params.id);
-    if (!task) return res.status(404).json({ error: 'Task not found' });
-    task.status = req.body.status;
-    res.json(task);
-});
-
-// Add/Update Labels
-app.put('/tasks/:id/labels', authenticate, param('id').isString(), body('labels').isArray(), validate, (req, res) => {
-    const task = db.tasks.find(t => t.id === req.params.id);
-    if (!task) return res.status(404).json({ error: 'Task not found' });
-    task.labels = req.body.labels;
-    res.json(task);
-});
-
-app.post('/tasks/:id/comments', authenticate, param('id').isString(), body('comment').isString(), validate, (req, res) => {
-    const task = db.tasks.find(t => t.id === req.params.id);
-    if (!task) return res.status(404).json({ error: 'Task not found' });
-    task.comments.push({ text: req.body.comment, timestamp: new Date() });
-    res.json(task);
-});
-
-// --- Error Handling ---
-app.use((err, req, res, next) => {
-    console.error(err.stack);
-    res.status(500).json({ error: 'Internal Server Error' });
-});
-
-app.listen(3000, () => console.log('API running on http://localhost:3000'));
\ No newline at end of file
diff --git a/evals/data/experiments/019-js-express-api/outputs/base/turn-2.txt b/evals/data/experiments/019-js-express-api/outputs/base/turn-2.txt
deleted file mode 100644
index 1407f7b..0000000
--- a/evals/data/experiments/019-js-express-api/outputs/base/turn-2.txt
+++ /dev/null
@@ -1,93 +0,0 @@
-const express = require('express');
-const cors = require('cors');
-const rateLimit = require('express-rate-limit');
-const { body, param, validationResult } = require('express-validator');
-
-const app = express();
-
-// --- In-Memory Models ---
-const db = {
-    users: [{ id: '1', token: 'secret-token', apiKey: 'abc-123', name: 'Admin' }],
-    projects: [{ id: '1', name: 'Main Project', ownerId: '1' }],
-    tasks: [{ id: '1', projectId: '1', title: 'Task 1', status: 'todo', comments: [], labels: [] }]
-};
-
-// --- Middleware ---
-app.use(cors());
-app.use(express.json());
-app.use((req, res, next) => {
-    console.log(`${new Date().toISOString()} - ${req.method} ${req.url}`);
-    next();
-});
-
-const limiter = rateLimit({ windowMs: 15 * 60 * 1000, max: 100 });
-app.use(limiter);
-
-const authenticate = (req, res, next) => {
-    const authHeader = req.headers['authorization'];
-    const apiKey = req.headers['x-api-key'];
-    
-    let isAuthenticated = false;
-
-    if (authHeader && authHeader.startsWith('Bearer ')) {
-        const token = authHeader.split(' ')[1];
-        if (db.users.find(u => u.token === token)) isAuthenticated = true;
-    } else if (apiKey) {
-        if (db.users.find(u => u.apiKey === apiKey)) isAuthenticated = true;
-    }
-
-    if (isAuthenticated) return next();
-    res.status(401).json({ error: 'Unauthorized: Invalid or missing credentials' });
-};
-
-const validate = (req, res, next) => {
-    const errors = validationResult(req);
-    if (!errors.isEmpty()) return res.status(400).json({ errors: errors.array() });
-    next();
-};
-
-// --- Routes ---
-
-app.get('/projects', authenticate, (req, res) => res.json(db.projects));
-app.post('/projects', authenticate, body('name').isString(), validate, (req, res) => {
-    const newProject = { id: Date.now().toString(), name: req.body.name };
-    db.projects.push(newProject);
-    res.status(201).json(newProject);
-});
-
-app.get('/tasks', authenticate, (req, res) => res.json(db.tasks));
-
-app.post('/tasks', authenticate, body('title').isString(), body('projectId').isString(), validate, (req, res) => {
-    const task = { id: Date.now().toString(), ...req.body, status: 'todo', comments: [], labels: [] };
-    db.tasks.push(task);
-    res.status(201).json(task);
-});
-
-app.patch('/tasks/:id/status', authenticate, param('id').isString(), body('status').isIn(['todo', 'in-progress', 'done']), validate, (req, res) => {
-    const task = db.tasks.find(t => t.id === req.params.id);
-    if (!task) return res.status(404).json({ error: 'Task not found' });
-    task.status = req.body.status;
-    res.json(task);
-});
-
-app.put('/tasks/:id/labels', authenticate, param('id').isString(), body('labels').isArray(), validate, (req, res) => {
-    const task = db.tasks.find(t => t.id === req.params.id);
-    if (!task) return res.status(404).json({ error: 'Task not found' });
-    task.labels = req.body.labels;
-    res.json(task);
-});
-
-app.post('/tasks/:id/comments', authenticate, param('id').isString(), body('comment').isString(), validate, (req, res) => {
-    const task = db.tasks.find(t => t.id === req.params.id);
-    if (!task) return res.status(404).json({ error: 'Task not found' });
-    task.comments.push({ text: req.body.comment, timestamp: new Date() });
-    res.json(task);
-});
-
-// --- Error Handling ---
-app.use((err, req, res, next) => {
-    console.error(err.stack);
-    res.status(500).json({ error: 'Internal Server Error' });
-});
-
-app.listen(3000, () => console.log('API running on http://localhost:3000'));
\ No newline at end of file
diff --git a/evals/data/experiments/019-js-express-api/outputs/base/turn-3.txt b/evals/data/experiments/019-js-express-api/outputs/base/turn-3.txt
deleted file mode 100644
index 0c2c6ca..0000000
--- a/evals/data/experiments/019-js-express-api/outputs/base/turn-3.txt
+++ /dev/null
@@ -1,106 +0,0 @@
-const express = require('express');
-const cors = require('cors');
-const rateLimit = require('express-rate-limit');
-const { body, param, validationResult } = require('express-validator');
-
-const app = express();
-
-// --- In-Memory Models ---
-const db = {
-    users: [{ id: '1', token: 'secret-token', apiKey: 'abc-123', name: 'Admin' }],
-    projects: [{ id: '1', name: 'Main Project', ownerId: '1', archived: false }],
-    tasks: [{ id: '1', projectId: '1', title: 'Task 1', status: 'todo', comments: [], labels: [] }]
-};
-
-// --- Middleware ---
-app.use(cors());
-app.use(express.json());
-app.use((req, res, next) => {
-    console.log(`${new Date().toISOString()} - ${req.method} ${req.url}`);
-    next();
-});
-
-const limiter = rateLimit({ windowMs: 15 * 60 * 1000, max: 100 });
-app.use(limiter);
-
-const authenticate = (req, res, next) => {
-    const authHeader = req.headers['authorization'];
-    const apiKey = req.headers['x-api-key'];
-    
-    let isAuthenticated = false;
-    if (authHeader && authHeader.startsWith('Bearer ')) {
-        const token = authHeader.split(' ')[1];
-        if (db.users.find(u => u.token === token)) isAuthenticated = true;
-    } else if (apiKey) {
-        if (db.users.find(u => u.apiKey === apiKey)) isAuthenticated = true;
-    }
-
-    if (isAuthenticated) return next();
-    res.status(401).json({ error: 'Unauthorized: Invalid or missing credentials' });
-};
-
-const validate = (req, res, next) => {
-    const errors = validationResult(req);
-    if (!errors.isEmpty()) return res.status(400).json({ errors: errors.array() });
-    next();
-};
-
-// --- Routes ---
-
-app.get('/projects', authenticate, (req, res) => res.json(db.projects));
-
-app.post('/projects', authenticate, body('name').isString(), validate, (req, res) => {
-    const newProject = { id: Date.now().toString(), name: req.body.name, archived: false };
-    db.projects.push(newProject);
-    res.status(201).json(newProject);
-});
-
-app.post('/projects/:id/archive', authenticate, param('id').isString(), validate, (req, res) => {
-    const project = db.projects.find(p => p.id === req.params.id);
-    if (!project) return res.status(404).json({ error: 'Project not found' });
-    
-    project.archived = true;
-    
-    db.tasks.filter(t => t.projectId === project.id && t.status !== 'done').forEach(task => {
-        task.status = 'cancelled';
-    });
-    
-    res.json({ message: 'Project archived and pending tasks cancelled', project });
-});
-
-app.get('/tasks', authenticate, (req, res) => res.json(db.tasks));
-
-app.post('/tasks', authenticate, body('title').isString(), body('projectId').isString(), validate, (req, res) => {
-    const task = { id: Date.now().toString(), ...req.body, status: 'todo', comments: [], labels: [] };
-    db.tasks.push(task);
-    res.status(201).json(task);
-});
-
-app.patch('/tasks/:id/status', authenticate, param('id').isString(), body('status').isIn(['todo', 'in-progress', 'done', 'cancelled']), validate, (req, res) => {
-    const task = db.tasks.find(t => t.id === req.params.id);
-    if (!task) return res.status(404).json({ error: 'Task not found' });
-    task.status = req.body.status;
-    res.json(task);
-});
-
-app.put('/tasks/:id/labels', authenticate, param('id').isString(), body('labels').isArray(), validate, (req, res) => {
-    const task = db.tasks.find(t => t.id === req.params.id);
-    if (!task) return res.status(404).json({ error: 'Task not found' });
-    task.labels = req.body.labels;
-    res.json(task);
-});
-
-app.post('/tasks/:id/comments', authenticate, param('id').isString(), body('comment').isString(), validate, (req, res) => {
-    const task = db.tasks.find(t => t.id === req.params.id);
-    if (!task) return res.status(404).json({ error: 'Task not found' });
-    task.comments.push({ text: req.body.comment, timestamp: new Date() });
-    res.json(task);
-});
-
-// --- Error Handling ---
-app.use((err, req, res, next) => {
-    console.error(err.stack);
-    res.status(500).json({ error: 'Internal Server Error' });
-});
-
-app.listen(3000, () => console.log('API running on http://localhost:3000'));
\ No newline at end of file
diff --git a/evals/data/experiments/020-ts-react-form/metrics.json b/evals/data/experiments/020-ts-react-form/metrics.json
deleted file mode 100644
index 912d1b6..0000000
--- a/evals/data/experiments/020-ts-react-form/metrics.json
+++ /dev/null
@@ -1,228 +0,0 @@
-{
-  "experiment_id": "020-ts-react-form",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:59:19.570894+00:00",
-  "format": "text/typescript",
-  "base_turn0": {
-    "input_tokens": 125,
-    "output_tokens": 1539,
-    "latency_ms": 6296,
-    "artifact_bytes": 5081
-  },
-  "aap_turn0": {
-    "input_tokens": 464,
-    "output_tokens": 684,
-    "latency_ms": 3272,
-    "artifact_bytes": 2284
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new ShippingOption interface with fields: id, name, price, estimated_days,",
-        "input_tokens": 1687,
-        "output_tokens": 151,
-        "latency_ms": 2771,
-        "output_bytes": 460,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the form-fields section to add a promo code input with a 'Apply' button ",
-        "input_tokens": 1870,
-        "output_tokens": 760,
-        "latency_ms": 4195,
-        "output_bytes": 2553,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Update the validation functions to show inline error messages below each field i",
-        "input_tokens": 2653,
-        "output_tokens": 1287,
-        "latency_ms": 6247,
-        "output_bytes": 4256,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 6210,
-    "total_output_tokens": 2198,
-    "total_latency_ms": 13213
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new ShippingOption interface with fields: id, name, price, estimated_days,",
-        "input_tokens": 1813,
-        "output_tokens": 884,
-        "latency_ms": 3349,
-        "output_bytes": 2683,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the form-fields section to add a promo code input with a 'Apply' button ",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 4988,
-        "output_bytes": 2683,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Update the validation functions to show inline error messages below each field i",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 2254,
-        "output_bytes": 2683,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 1813,
-    "total_output_tokens": 884,
-    "total_latency_ms": 10591,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.3333333333333333
-  },
-  "comparison": {
-    "output_token_savings_pct": 59.8,
-    "input_token_savings_pct": 70.8,
-    "latency_savings_pct": 19.8
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 125,
-        "base_output": 1539,
-        "base_latency_ms": 6296,
-        "aap_input": 464,
-        "aap_output": 684,
-        "aap_latency_ms": 3272
-      },
-      {
-        "turn": 1,
-        "base_input": 1687,
-        "base_output": 151,
-        "base_latency_ms": 2771,
-        "aap_input": 1813,
-        "aap_output": 884,
-        "aap_latency_ms": 3349,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1870,
-        "base_output": 760,
-        "base_latency_ms": 4195,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 4988,
-        "envelope_name": "edit",
-        "apply_ok": false
-      },
-      {
-        "turn": 3,
-        "base_input": 2653,
-        "base_output": 1287,
-        "base_latency_ms": 6247,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 2254,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 6335,
-      "base_output": 3737,
-      "base_combined": 10072,
-      "aap_input": 2277,
-      "aap_output": 1568,
-      "aap_combined": 3845,
-      "base_latency_ms": 19509,
-      "aap_latency_ms": 13863,
-      "output_savings_pct": 58.0,
-      "input_delta_pct": -64.1,
-      "combined_savings_pct": 61.8,
-      "latency_savings_pct": 28.9
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.1035,
-        "token_f1": 0.3966,
-        "base_char_count": 5081,
-        "aap_char_count": 2012,
-        "char_delta_pct": -60.4,
-        "lines_added": 40,
-        "lines_removed": 101,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.0993,
-        "token_f1": 0.0863,
-        "base_char_count": 460,
-        "aap_char_count": 2399,
-        "char_delta_pct": 421.5,
-        "lines_added": 15,
-        "lines_removed": 17,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.149,
-        "token_f1": 0.3313,
-        "base_char_count": 2553,
-        "aap_char_count": 2399,
-        "char_delta_pct": -6.0,
-        "lines_added": 15,
-        "lines_removed": 75,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.1103,
-        "token_f1": 0.2557,
-        "base_char_count": 4256,
-        "aap_char_count": 2399,
-        "char_delta_pct": -43.6,
-        "lines_added": 15,
-        "lines_removed": 113,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.1155,
-    "mean_token_f1": 0.2675,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/020-ts-react-form/outputs/aap/turn-0.ts b/evals/data/experiments/020-ts-react-form/outputs/aap/turn-0.ts
deleted file mode 100644
index 9dc8acc..0000000
--- a/evals/data/experiments/020-ts-react-form/outputs/aap/turn-0.ts
+++ /dev/null
@@ -1,77 +0,0 @@
-<aap:target id="checkout-component">
-interface CartItem {
-  id: string;
-  name: string;
-  price: number;
-}
-
-interface ShippingOption {
-  id: string;
-  label: string;
-  price: number;
-}
-
-interface FormData {
-  email: string;
-  cardNumber: string;
-  expiry: string;
-  cvv: string;
-}
-
-interface ValidationErrors {
-  [key: string]: string;
-}
-
-const CheckoutForm: React.FC<{ items: CartItem[]; shippingOptions: ShippingOption[] }> = ({ items, shippingOptions }) => {
-  <aap:target id="form-state">
-  const [formData, setFormData] = React.useState<FormData>({ email: '', cardNumber: '', expiry: '', cvv: '' });
-  const [errors, setErrors] = React.useState<ValidationErrors>({});
-  const [loading, setLoading] = React.useState(false);
-  </aap:target>
-
-  const validate = (): boolean => {
-    const newErrors: ValidationErrors = {};
-    if (!/^\S+@\S+\.\S+$/.test(formData.email)) newErrors.email = "Invalid email";
-    // Luhn check logic here
-    setErrors(newErrors);
-    return Object.keys(newErrors).length === 0;
-  };
-
-  const handleSubmit = async (e: React.FormEvent) => {
-    e.preventDefault();
-    if (!validate()) return;
-    setLoading(true);
-    // Submit logic
-    setLoading(false);
-  };
-
-  return (
-    <div style={{ display: 'flex', gap: '2rem', padding: '2rem' }}>
-      <form onSubmit={handleSubmit} style={{ flex: 2 }}>
-        <aap:target id="form-fields">
-          <input 
-            type="email" 
-            placeholder="Email" 
-            onChange={(e) => setFormData({...formData, email: e.target.value})} 
-          />
-          {errors.email && <span style={{ color: 'red' }}>{errors.email}</span>}
-        </aap:target>
-        <button type="submit" disabled={loading}>
-          <aap:target id="submit-button-text">Place Order</aap:target>
-        </button>
-      </form>
-
-      <aside style={{ flex: 1, border: '1px solid #ccc', padding: '1rem' }}>
-        <h3>Order Summary</h3>
-        <aap:target id="order-summary-list">
-          {items.map(item => <div key={item.id}>{item.name}: ${item.price}</div>)}
-        </aap:target>
-        <div style={{ marginTop: '1rem', borderTop: '1px solid #000' }}>
-          <strong>Total: </strong>
-          <aap:target id="total-price">$0.00</aap:target>
-        </div>
-      </aside>
-    </div>
-  );
-};
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/020-ts-react-form/outputs/aap/turn-1.json b/evals/data/experiments/020-ts-react-form/outputs/aap/turn-1.json
deleted file mode 100644
index 50a58f7..0000000
--- a/evals/data/experiments/020-ts-react-form/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "checkout-component-update",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"checkout-component\",\n  \"version\": 2,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"replace\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"checkout-component\"\n      },\n      \"content\": \"<aap:target id=\\\"checkout-component\\\">\\ninterface CartItem {\\n  id: string;\\n  name: string;\\n  price: number;\\n}\\n\\ninterface ShippingOption {\\n  id: string;\\n  name: string;\\n  price: number;\\n  estimated_days: number;\\n  carrier: string;\\n}\\n\\ninterface FormData {\\n  email: string;\\n  cardNumber: string;\\n  expiry: string;\\n  cvv: string;\\n}\\n\\ninterface ValidationErrors {\\n  [key: string]: string;\\n}\\n\\nconst CheckoutForm: React.FC<{ items: CartItem[]; shippingOptions: ShippingOption[] }> = ({ items, shippingOptions }) => {\\n  <aap:target id=\\\"form-state\\\">\\n  const [formData, setFormData] = React.useState<FormData>({ email: '', cardNumber: '', expiry: '', cvv: '' });\\n  const [errors, setErrors] = React.useState<ValidationErrors>({});\\n  const [loading, setLoading] = React.useState(false);\\n  </aap:target>\\n\\n  const validate = (): boolean => {\\n    const newErrors: ValidationErrors = {};\\n    if (!/^\\\\S+@\\\\S+\\\\.\\\\S+$/.test(formData.email)) newErrors.email = \\\"Invalid email\\\";\\n    // Luhn check logic here\\n    setErrors(newErrors);\\n    return Object.keys(newErrors).length === 0;\\n  };\\n\\n  const handleSubmit = async (e: React.FormEvent) => {\\n    e.preventDefault();\\n    if (!validate()) return;\\n    setLoading(true);\\n    // Submit logic\\n    setLoading(false);\\n  };\\n\\n  return (\\n    <div style={{ display: 'flex', gap: '2rem', padding: '2rem' }}>\\n      <form onSubmit={handleSubmit} style={{ flex: 2 }}>\\n        <aap:target id=\\\"form-fields\\\">\\n          <input \\n            type=\\\"email\\\" \\n            placeholder=\\\"Email\\\" \\n            onChange={(e) => setFormData({...formData, email: e.target.value})} \\n          />\\n          {errors.email && <span style={{ color: 'red' }}>{errors.email}</span>}\\n        </aap:target>\\n        <button type=\\\"submit\\\" disabled={loading}>\\n          <aap:target id=\\\"submit-button-text\\\">Place Order</aap:target>\\n        </button>\\n      </form>\\n\\n      <aside style={{ flex: 1, border: '1px solid #ccc', padding: '1rem' }}>\\n        <h3>Order Summary</h3>\\n        <aap:target id=\\\"order-summary-list\\\">\\n          {items.map(item => <div key={item.id}>{item.name}: ${item.price}</div>)}\\n        </aap:target>\\n        <div style={{ marginTop: '1rem', borderTop: '1px solid #000' }}>\\n          <strong>Total: </strong>\\n          <aap:target id=\\\"total-price\\\">$0.00</aap:target>\\n        </div>\\n      </aside>\\n    </div>\\n  );\\n};\\n</aap:target>\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/020-ts-react-form/outputs/aap/turn-1.ts b/evals/data/experiments/020-ts-react-form/outputs/aap/turn-1.ts
deleted file mode 100644
index 9625a86..0000000
--- a/evals/data/experiments/020-ts-react-form/outputs/aap/turn-1.ts
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "checkout-component",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "checkout-component"
-      },
-      "content": "<aap:target id=\"checkout-component\">\ninterface CartItem {\n  id: string;\n  name: string;\n  price: number;\n}\n\ninterface ShippingOption {\n  id: string;\n  name: string;\n  price: number;\n  estimated_days: number;\n  carrier: string;\n}\n\ninterface FormData {\n  email: string;\n  cardNumber: string;\n  expiry: string;\n  cvv: string;\n}\n\ninterface ValidationErrors {\n  [key: string]: string;\n}\n\nconst CheckoutForm: React.FC<{ items: CartItem[]; shippingOptions: ShippingOption[] }> = ({ items, shippingOptions }) => {\n  <aap:target id=\"form-state\">\n  const [formData, setFormData] = React.useState<FormData>({ email: '', cardNumber: '', expiry: '', cvv: '' });\n  const [errors, setErrors] = React.useState<ValidationErrors>({});\n  const [loading, setLoading] = React.useState(false);\n  </aap:target>\n\n  const validate = (): boolean => {\n    const newErrors: ValidationErrors = {};\n    if (!/^\\S+@\\S+\\.\\S+$/.test(formData.email)) newErrors.email = \"Invalid email\";\n    // Luhn check logic here\n    setErrors(newErrors);\n    return Object.keys(newErrors).length === 0;\n  };\n\n  const handleSubmit = async (e: React.FormEvent) => {\n    e.preventDefault();\n    if (!validate()) return;\n    setLoading(true);\n    // Submit logic\n    setLoading(false);\n  };\n\n  return (\n    <div style={{ display: 'flex', gap: '2rem', padding: '2rem' }}>\n      <form onSubmit={handleSubmit} style={{ flex: 2 }}>\n        <aap:target id=\"form-fields\">\n          <input \n            type=\"email\" \n            placeholder=\"Email\" \n            onChange={(e) => setFormData({...formData, email: e.target.value})} \n          />\n          {errors.email && <span style={{ color: 'red' }}>{errors.email}</span>}\n        </aap:target>\n        <button type=\"submit\" disabled={loading}>\n          <aap:target id=\"submit-button-text\">Place Order</aap:target>\n        </button>\n      </form>\n\n      <aside style={{ flex: 1, border: '1px solid #ccc', padding: '1rem' }}>\n        <h3>Order Summary</h3>\n        <aap:target id=\"order-summary-list\">\n          {items.map(item => <div key={item.id}>{item.name}: ${item.price}</div>)}\n        </aap:target>\n        <div style={{ marginTop: '1rem', borderTop: '1px solid #000' }}>\n          <strong>Total: </strong>\n          <aap:target id=\"total-price\">$0.00</aap:target>\n        </div>\n      </aside>\n    </div>\n  );\n};\n</aap:target>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/020-ts-react-form/outputs/aap/turn-2.json b/evals/data/experiments/020-ts-react-form/outputs/aap/turn-2.json
deleted file mode 100644
index 93fd52d..0000000
--- a/evals/data/experiments/020-ts-react-form/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "checkout-component",
-  "version": 3,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "checkout-component"
-      },
-      "content": "interface CartItem {\n  id: string;\n  name: string;\n  price: number;\n}\n\ninterface ShippingOption {\n  id: string;\n  name: string;\n  price: number;\n  estimated_days: number;\n  carrier: string;\n}\n\ninterface FormData {\n  email: string;\n  cardNumber: string;\n  expiry: string;\n  cvv: string;\n  promoCode: string;\n}\n\ninterface ValidationErrors {\n  [key: string]: string;\n}\n\nconst CheckoutForm: React.FC<{ items: CartItem[]; shippingOptions: ShippingOption[] }> = ({ items, shippingOptions }) => {\n  <aap:target id=\"form-state\">\n  const [formData, setFormData] = React.useState<FormData>({ email: '', cardNumber: '', expiry: '', cvv: '', promoCode: '' });\n  const [errors, setErrors] = React.useState<ValidationErrors>({});\n  const [loading, setLoading] = React.useState(false);\n  const [discount, setDiscount] = React.useState(0);\n  </aap:target>\n\n  const validate = (): boolean => {\n    const newErrors: ValidationErrors = {};\n    if (!/^\\S+@\\S+\\.\\S+$/.test(formData.email)) newErrors.email = \"Invalid email\";\n    // Luhn check logic here\n    setErrors(newErrors);\n    return Object.keys(newErrors).length === 0;\n  };\n\n  const applyPromo = () => {\n    if (formData.promoCode === 'SAVE10') setDiscount(10);\n    else alert('Invalid promo code');\n  };\n\n  const handleSubmit = async (e: React.FormEvent) => {\n    e.preventDefault();\n    if (!validate()) return;\n    setLoading(true);\n    // Submit logic\n    setLoading(false);\n  };\n\n  const subtotal = items.reduce((sum, item) => sum + item.price, 0);\n  const total = Math.max(0, subtotal - discount);\n\n  return (\n    <div style={{ display: 'flex', gap: '2rem', padding: '2rem' }}>\n      <form onSubmit={handleSubmit} style={{ flex: 2 }}>\n        <aap:target id=\"form-fields\">\n          <input \n            type=\"email\" \n            placeholder=\"Email\" \n            onChange={(e) => setFormData({...formData, email: e.target.value})} \n          />\n          {errors.email && <span style={{ color: 'red' }}>{errors.email}</span>}\n          <div style={{ marginTop: '1rem' }}>\n            <input \n              type=\"text\" \n              placeholder=\"Promo Code\" \n              value={formData.promoCode}\n              onChange={(e) => setFormData({...formData, promoCode: e.target.value})}\n            />\n            <button type=\"button\" onClick={applyPromo}>Apply</button>\n          </div>\n        </aap:target>\n        <button type=\"submit\" disabled={loading}>\n          <aap:target id=\"submit-button-text\">Place Order</aap:target>\n        </button>\n      </form>\n\n      <aside style={{ flex: 1, border: '1px solid #ccc', padding: '1rem' }}>\n        <h3>Order Summary</h3>\n        <aap:target id=\"order-summary-list\">\n          {items.map(item => <div key={item.id}>{item.name}: ${item.price}</div>)}\n        </aap:target>\n        {discount > 0 && <div>Discount: -${discount}</div>}\n        <div style={{ marginTop: '1rem', borderTop: '1px solid #000' }}>\n          <strong>Total: </strong>\n          <aap:target id=\"total-price\">${total.toFixed(2)}</aap:target>\n        </div>\n      </aside>\n    </div>\n  );\n};"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/020-ts-react-form/outputs/aap/turn-2.ts b/evals/data/experiments/020-ts-react-form/outputs/aap/turn-2.ts
deleted file mode 100644
index 9625a86..0000000
--- a/evals/data/experiments/020-ts-react-form/outputs/aap/turn-2.ts
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "checkout-component",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "checkout-component"
-      },
-      "content": "<aap:target id=\"checkout-component\">\ninterface CartItem {\n  id: string;\n  name: string;\n  price: number;\n}\n\ninterface ShippingOption {\n  id: string;\n  name: string;\n  price: number;\n  estimated_days: number;\n  carrier: string;\n}\n\ninterface FormData {\n  email: string;\n  cardNumber: string;\n  expiry: string;\n  cvv: string;\n}\n\ninterface ValidationErrors {\n  [key: string]: string;\n}\n\nconst CheckoutForm: React.FC<{ items: CartItem[]; shippingOptions: ShippingOption[] }> = ({ items, shippingOptions }) => {\n  <aap:target id=\"form-state\">\n  const [formData, setFormData] = React.useState<FormData>({ email: '', cardNumber: '', expiry: '', cvv: '' });\n  const [errors, setErrors] = React.useState<ValidationErrors>({});\n  const [loading, setLoading] = React.useState(false);\n  </aap:target>\n\n  const validate = (): boolean => {\n    const newErrors: ValidationErrors = {};\n    if (!/^\\S+@\\S+\\.\\S+$/.test(formData.email)) newErrors.email = \"Invalid email\";\n    // Luhn check logic here\n    setErrors(newErrors);\n    return Object.keys(newErrors).length === 0;\n  };\n\n  const handleSubmit = async (e: React.FormEvent) => {\n    e.preventDefault();\n    if (!validate()) return;\n    setLoading(true);\n    // Submit logic\n    setLoading(false);\n  };\n\n  return (\n    <div style={{ display: 'flex', gap: '2rem', padding: '2rem' }}>\n      <form onSubmit={handleSubmit} style={{ flex: 2 }}>\n        <aap:target id=\"form-fields\">\n          <input \n            type=\"email\" \n            placeholder=\"Email\" \n            onChange={(e) => setFormData({...formData, email: e.target.value})} \n          />\n          {errors.email && <span style={{ color: 'red' }}>{errors.email}</span>}\n        </aap:target>\n        <button type=\"submit\" disabled={loading}>\n          <aap:target id=\"submit-button-text\">Place Order</aap:target>\n        </button>\n      </form>\n\n      <aside style={{ flex: 1, border: '1px solid #ccc', padding: '1rem' }}>\n        <h3>Order Summary</h3>\n        <aap:target id=\"order-summary-list\">\n          {items.map(item => <div key={item.id}>{item.name}: ${item.price}</div>)}\n        </aap:target>\n        <div style={{ marginTop: '1rem', borderTop: '1px solid #000' }}>\n          <strong>Total: </strong>\n          <aap:target id=\"total-price\">$0.00</aap:target>\n        </div>\n      </aside>\n    </div>\n  );\n};\n</aap:target>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/020-ts-react-form/outputs/aap/turn-3.json b/evals/data/experiments/020-ts-react-form/outputs/aap/turn-3.json
deleted file mode 100644
index 64487be..0000000
--- a/evals/data/experiments/020-ts-react-form/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,30 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "checkout-component",
-  "version": 3,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "form-state"
-      },
-      "content": "  const validate = (): boolean => {\n    const newErrors: ValidationErrors = {};\n    if (!/^\\S+@\\S+\\.\\S+$/.test(formData.email)) newErrors.email = \"Invalid email\";\n    \n    // Add card number validation\n    if (formData.cardNumber.length < 16) newErrors.cardNumber = \"Invalid card number\";\n    \n    setErrors(newErrors);\n    return Object.keys(newErrors).length === 0;\n  };"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "form-fields"
-      },
-      "content": "          <input \n            type=\\\"email\\\" \n            placeholder=\\\"Email\\\" \n            value={formData.email}\n            onChange={(e) => setFormData({...formData, email: e.target.value})} \n          />\n          {errors.email && <div style={{ color: 'red', fontSize: '0.8rem' }}>{errors.email}</div>}\n\n          <input \n            type=\\\"text\\\" \n            placeholder=\\\"Card Number\\\" \n            value={formData.cardNumber}\n            onChange={(e) => setFormData({...formData, cardNumber: e.target.value})} \n          />\n          {errors.cardNumber && <div style={{ color: 'red', fontSize: '0.8rem' }}>{errors.cardNumber}</div>}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/020-ts-react-form/outputs/aap/turn-3.ts b/evals/data/experiments/020-ts-react-form/outputs/aap/turn-3.ts
deleted file mode 100644
index 9625a86..0000000
--- a/evals/data/experiments/020-ts-react-form/outputs/aap/turn-3.ts
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "checkout-component",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "checkout-component"
-      },
-      "content": "<aap:target id=\"checkout-component\">\ninterface CartItem {\n  id: string;\n  name: string;\n  price: number;\n}\n\ninterface ShippingOption {\n  id: string;\n  name: string;\n  price: number;\n  estimated_days: number;\n  carrier: string;\n}\n\ninterface FormData {\n  email: string;\n  cardNumber: string;\n  expiry: string;\n  cvv: string;\n}\n\ninterface ValidationErrors {\n  [key: string]: string;\n}\n\nconst CheckoutForm: React.FC<{ items: CartItem[]; shippingOptions: ShippingOption[] }> = ({ items, shippingOptions }) => {\n  <aap:target id=\"form-state\">\n  const [formData, setFormData] = React.useState<FormData>({ email: '', cardNumber: '', expiry: '', cvv: '' });\n  const [errors, setErrors] = React.useState<ValidationErrors>({});\n  const [loading, setLoading] = React.useState(false);\n  </aap:target>\n\n  const validate = (): boolean => {\n    const newErrors: ValidationErrors = {};\n    if (!/^\\S+@\\S+\\.\\S+$/.test(formData.email)) newErrors.email = \"Invalid email\";\n    // Luhn check logic here\n    setErrors(newErrors);\n    return Object.keys(newErrors).length === 0;\n  };\n\n  const handleSubmit = async (e: React.FormEvent) => {\n    e.preventDefault();\n    if (!validate()) return;\n    setLoading(true);\n    // Submit logic\n    setLoading(false);\n  };\n\n  return (\n    <div style={{ display: 'flex', gap: '2rem', padding: '2rem' }}>\n      <form onSubmit={handleSubmit} style={{ flex: 2 }}>\n        <aap:target id=\"form-fields\">\n          <input \n            type=\"email\" \n            placeholder=\"Email\" \n            onChange={(e) => setFormData({...formData, email: e.target.value})} \n          />\n          {errors.email && <span style={{ color: 'red' }}>{errors.email}</span>}\n        </aap:target>\n        <button type=\"submit\" disabled={loading}>\n          <aap:target id=\"submit-button-text\">Place Order</aap:target>\n        </button>\n      </form>\n\n      <aside style={{ flex: 1, border: '1px solid #ccc', padding: '1rem' }}>\n        <h3>Order Summary</h3>\n        <aap:target id=\"order-summary-list\">\n          {items.map(item => <div key={item.id}>{item.name}: ${item.price}</div>)}\n        </aap:target>\n        <div style={{ marginTop: '1rem', borderTop: '1px solid #000' }}>\n          <strong>Total: </strong>\n          <aap:target id=\"total-price\">$0.00</aap:target>\n        </div>\n      </aside>\n    </div>\n  );\n};\n</aap:target>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/020-ts-react-form/outputs/base/turn-0.ts b/evals/data/experiments/020-ts-react-form/outputs/base/turn-0.ts
deleted file mode 100644
index 1c61d9c..0000000
--- a/evals/data/experiments/020-ts-react-form/outputs/base/turn-0.ts
+++ /dev/null
@@ -1,137 +0,0 @@
-import React, { useState, useMemo } from 'react';
-
-interface CartItem {
-  id: string;
-  name: string;
-  price: number;
-}
-
-interface ShippingOption {
-  id: string;
-  label: string;
-  cost: number;
-}
-
-interface FormData {
-  email: string;
-  cardNumber: string;
-  expiry: string;
-  shippingMethod: string;
-}
-
-interface ValidationErrors {
-  email?: string;
-  cardNumber?: string;
-  expiry?: string;
-}
-
-const validateEmail = (email: string) => /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(email);
-
-const validateLuhn = (number: string) => {
-  const digits = number.replace(/\s+/g, '').split('').map(Number);
-  let sum = 0;
-  let shouldDouble = false;
-  for (let i = digits.length - 1; i >= 0; i--) {
-    let digit = digits[i];
-    if (shouldDouble) {
-      digit *= 2;
-      if (digit > 9) digit -= 9;
-    }
-    sum += digit;
-    shouldDouble = !shouldDouble;
-  }
-  return sum % 10 === 0;
-};
-
-const validateExpiry = (expiry: string) => {
-  const [mm, yy] = expiry.split('/').map(Number);
-  if (!mm || !yy || mm < 1 || mm > 12) return false;
-  const now = new Date();
-  const currentMonth = now.getMonth() + 1;
-  const currentYear = parseInt(now.getFullYear().toString().slice(-2));
-  return yy > currentYear || (yy === currentYear && mm >= currentMonth);
-};
-
-const styles: Record<string, React.CSSProperties> = {
-  container: { display: 'flex', gap: '40px', padding: '20px', maxWidth: '900px', margin: '0 auto' },
-  form: { flex: 2 },
-  sidebar: { flex: 1, backgroundColor: '#f9f9f9', padding: '20px', borderRadius: '8px' },
-  inputGroup: { marginBottom: '15px', display: 'flex', flexDirection: 'column' },
-  input: { padding: '8px', fontSize: '16px', borderRadius: '4px', border: '1px solid #ccc' },
-  error: { color: 'red', fontSize: '12px', marginTop: '4px' }
-};
-
-export const CheckoutForm: React.FC<{ items: CartItem[], shipping: ShippingOption[] }> = ({ items, shipping }) => {
-  const [formData, setFormData] = useState<FormData>({ email: '', cardNumber: '', expiry: '', shippingMethod: shipping[0].id });
-  const [errors, setErrors] = useState<ValidationErrors>({});
-  const [loading, setLoading] = useState(false);
-
-  const subtotal = items.reduce((acc, item) => acc + item.price, 0);
-  const shippingCost = shipping.find(s => s.id === formData.shippingMethod)?.cost || 0;
-  const tax = subtotal * 0.08;
-  const total = subtotal + shippingCost + tax;
-
-  const handleSubmit = async (e: React.FormEvent) => {
-    e.preventDefault();
-    const newErrors: ValidationErrors = {};
-    if (!validateEmail(formData.email)) newErrors.email = 'Invalid email';
-    if (!validateLuhn(formData.cardNumber)) newErrors.cardNumber = 'Invalid card number';
-    if (!validateExpiry(formData.expiry)) newErrors.expiry = 'Invalid expiry';
-    
-    if (Object.keys(newErrors).length > 0) {
-      setErrors(newErrors);
-      return;
-    }
-
-    setLoading(true);
-    await new Promise(resolve => setTimeout(resolve, 1500));
-    setLoading(false);
-    alert('Order placed successfully!');
-  };
-
-  const handleCardChange = (e: React.ChangeEvent<HTMLInputElement>) => {
-    let val = e.target.value.replace(/\D/g, '').slice(0, 16);
-    val = val.replace(/(\d{4})(?=\d)/g, '$1 ');
-    setFormData({ ...formData, cardNumber: val });
-  };
-
-  return (
-    <div style={styles.container}>
-      <form style={styles.form} onSubmit={handleSubmit}>
-        <h2>Checkout</h2>
-        <div style={styles.inputGroup}>
-          <label>Email</label>
-          <input style={styles.input} type="email" onChange={e => setFormData({...formData, email: e.target.value})} />
-          {errors.email && <span style={styles.error}>{errors.email}</span>}
-        </div>
-        <div style={styles.inputGroup}>
-          <label>Card Number</label>
-          <input style={styles.input} value={formData.cardNumber} onChange={handleCardChange} placeholder="0000 0000 0000 0000" />
-          {errors.cardNumber && <span style={styles.error}>{errors.cardNumber}</span>}
-        </div>
-        <div style={styles.inputGroup}>
-          <label>Expiry (MM/YY)</label>
-          <input style={styles.input} maxLength={5} onChange={e => setFormData({...formData, expiry: e.target.value})} placeholder="MM/YY" />
-          {errors.expiry && <span style={styles.error}>{errors.expiry}</span>}
-        </div>
-        <div style={styles.inputGroup}>
-          <label>Shipping</label>
-          <select style={styles.input} onChange={e => setFormData({...formData, shippingMethod: e.target.value})}>
-            {shipping.map(s => <option key={s.id} value={s.id}>{s.label} (+${s.cost})</option>)}
-          </select>
-        </div>
-        <button type="submit" disabled={loading}>{loading ? 'Processing...' : 'Pay Now'}</button>
-      </form>
-
-      <div style={styles.sidebar}>
-        <h3>Order Summary</h3>
-        {items.map(item => <div key={item.id}>{item.name}: ${item.price.toFixed(2)}</div>)}
-        <hr />
-        <div>Subtotal: ${subtotal.toFixed(2)}</div>
-        <div>Shipping: ${shippingCost.toFixed(2)}</div>
-        <div>Tax: ${tax.toFixed(2)}</div>
-        <strong>Total: ${total.toFixed(2)}</strong>
-      </div>
-    </div>
-  );
-};
\ No newline at end of file
diff --git a/evals/data/experiments/020-ts-react-form/outputs/base/turn-1.ts b/evals/data/experiments/020-ts-react-form/outputs/base/turn-1.ts
deleted file mode 100644
index d888637..0000000
--- a/evals/data/experiments/020-ts-react-form/outputs/base/turn-1.ts
+++ /dev/null
@@ -1,18 +0,0 @@
-interface ShippingOption {
-  id: string;
-  name: string;
-  price: number;
-  estimated_days: number;
-  carrier: string;
-}
-
-// Updated usage example within the component for context:
-/*
-<select style={styles.input} onChange={e => setFormData({...formData, shippingMethod: e.target.value})}>
-  {shipping.map(s => (
-    <option key={s.id} value={s.id}>
-      {s.carrier} - {s.name} ({s.estimated_days} days) - ${s.price.toFixed(2)}
-    </option>
-  ))}
-</select>
-*/
\ No newline at end of file
diff --git a/evals/data/experiments/020-ts-react-form/outputs/base/turn-2.ts b/evals/data/experiments/020-ts-react-form/outputs/base/turn-2.ts
deleted file mode 100644
index a3e03e3..0000000
--- a/evals/data/experiments/020-ts-react-form/outputs/base/turn-2.ts
+++ /dev/null
@@ -1,76 +0,0 @@
-import React, { useState } from 'react';
-
-interface CartItem {
-  id: string;
-  name: string;
-  price: number;
-}
-
-interface ShippingOption {
-  id: string;
-  name: string;
-  price: number;
-  estimated_days: number;
-  carrier: string;
-}
-
-interface FormData {
-  email: string;
-  cardNumber: string;
-  expiry: string;
-  shippingMethod: string;
-  promoCode: string;
-}
-
-const styles: Record<string, React.CSSProperties> = {
-  container: { display: 'flex', gap: '40px', padding: '20px', maxWidth: '900px', margin: '0 auto' },
-  form: { flex: 2 },
-  sidebar: { flex: 1, backgroundColor: '#f9f9f9', padding: '20px', borderRadius: '8px' },
-  inputGroup: { marginBottom: '15px', display: 'flex', flexDirection: 'column' },
-  inlineGroup: { display: 'flex', gap: '10px' },
-  input: { padding: '8px', fontSize: '16px', borderRadius: '4px', border: '1px solid #ccc', flex: 1 },
-  button: { padding: '8px 16px', cursor: 'pointer' }
-};
-
-export const CheckoutForm: React.FC<{ items: CartItem[], shipping: ShippingOption[] }> = ({ items, shipping }) => {
-  const [formData, setFormData] = useState<FormData>({ email: '', cardNumber: '', expiry: '', shippingMethod: shipping[0].id, promoCode: '' });
-  const [discount, setDiscount] = useState(0);
-  const [promoInput, setPromoInput] = useState('');
-
-  const applyPromo = () => {
-    if (promoInput.toUpperCase() === 'SAVE10') setDiscount(10);
-    else alert('Invalid Promo Code');
-  };
-
-  const subtotal = items.reduce((acc, item) => acc + item.price, 0);
-  const selectedShipping = shipping.find(s => s.id === formData.shippingMethod);
-  const shippingCost = selectedShipping?.price || 0;
-  const total = Math.max(0, subtotal + shippingCost - discount);
-
-  return (
-    <div style={styles.container}>
-      <form style={styles.form}>
-        <div style={styles.inputGroup}>
-          <label>Promo Code</label>
-          <div style={styles.inlineGroup}>
-            <input 
-              style={styles.input} 
-              value={promoInput} 
-              onChange={(e) => setPromoInput(e.target.value)} 
-              placeholder="Enter code" 
-            />
-            <button type="button" style={styles.button} onClick={applyPromo}>Apply</button>
-          </div>
-        </div>
-      </form>
-
-      <div style={styles.sidebar}>
-        <h3>Summary</h3>
-        <div>Subtotal: ${subtotal.toFixed(2)}</div>
-        {discount > 0 && <div>Discount: -${discount.toFixed(2)}</div>}
-        <div>Shipping: ${shippingCost.toFixed(2)}</div>
-        <strong>Total: ${total.toFixed(2)}</strong>
-      </div>
-    </div>
-  );
-};
\ No newline at end of file
diff --git a/evals/data/experiments/020-ts-react-form/outputs/base/turn-3.ts b/evals/data/experiments/020-ts-react-form/outputs/base/turn-3.ts
deleted file mode 100644
index 50d7c13..0000000
--- a/evals/data/experiments/020-ts-react-form/outputs/base/turn-3.ts
+++ /dev/null
@@ -1,114 +0,0 @@
-import React, { useState } from 'react';
-
-interface CartItem {
-  id: string;
-  name: string;
-  price: number;
-}
-
-interface ShippingOption {
-  id: string;
-  name: string;
-  price: number;
-  estimated_days: number;
-  carrier: string;
-}
-
-interface FormData {
-  email: string;
-  cardNumber: string;
-  expiry: string;
-  shippingMethod: string;
-}
-
-interface ValidationErrors {
-  email?: string;
-  cardNumber?: string;
-  expiry?: string;
-}
-
-const validateEmail = (email: string) => /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(email);
-
-const validateLuhn = (number: string) => {
-  const digits = number.replace(/\s+/g, '').split('').map(Number);
-  let sum = 0, shouldDouble = false;
-  for (let i = digits.length - 1; i >= 0; i--) {
-    let digit = digits[i];
-    if (shouldDouble) {
-      digit *= 2;
-      if (digit > 9) digit -= 9;
-    }
-    sum += digit;
-    shouldDouble = !shouldDouble;
-  }
-  return sum % 10 === 0 && digits.length > 0;
-};
-
-const validateExpiry = (expiry: string) => {
-  const [mm, yy] = expiry.split('/').map(Number);
-  if (!mm || !yy || mm < 1 || mm > 12) return false;
-  const now = new Date();
-  const currentMonth = now.getMonth() + 1;
-  const currentYear = parseInt(now.getFullYear().toString().slice(-2));
-  return yy > currentYear || (yy === currentYear && mm >= currentMonth);
-};
-
-const styles: Record<string, React.CSSProperties> = {
-  container: { display: 'flex', gap: '40px', padding: '20px', maxWidth: '900px', margin: '0 auto' },
-  form: { flex: 2 },
-  sidebar: { flex: 1, backgroundColor: '#f9f9f9', padding: '20px', borderRadius: '8px' },
-  inputGroup: { marginBottom: '15px', display: 'flex', flexDirection: 'column' },
-  input: { padding: '8px', fontSize: '16px', borderRadius: '4px', border: '1px solid #ccc' },
-  error: { color: 'red', fontSize: '12px', marginTop: '4px' }
-};
-
-export const CheckoutForm: React.FC<{ items: CartItem[], shipping: ShippingOption[] }> = ({ items, shipping }) => {
-  const [formData, setFormData] = useState<FormData>({ email: '', cardNumber: '', expiry: '', shippingMethod: shipping[0].id });
-  const [errors, setErrors] = useState<ValidationErrors>({});
-  const [promoInput, setPromoInput] = useState('');
-  const [discount, setDiscount] = useState(0);
-
-  const validateField = (name: keyof ValidationErrors, value: string) => {
-    let error = '';
-    if (name === 'email' && !validateEmail(value)) error = 'Invalid email address';
-    if (name === 'cardNumber' && !validateLuhn(value)) error = 'Invalid card number';
-    if (name === 'expiry' && !validateExpiry(value)) error = 'Invalid MM/YY';
-    setErrors(prev => ({ ...prev, [name]: error }));
-  };
-
-  const subtotal = items.reduce((acc, item) => acc + item.price, 0);
-  const ship = shipping.find(s => s.id === formData.shippingMethod);
-  const total = Math.max(0, subtotal + (ship?.price || 0) - discount);
-
-  return (
-    <div style={styles.container}>
-      <div style={styles.form}>
-        <div style={styles.inputGroup}>
-          <label>Email</label>
-          <input style={styles.input} onBlur={(e) => validateField('email', e.target.value)} onChange={e => setFormData({...formData, email: e.target.value})} />
-          {errors.email && <span style={styles.error}>{errors.email}</span>}
-        </div>
-
-        <div style={styles.inputGroup}>
-          <label>Card Number</label>
-          <input style={styles.input} onBlur={(e) => validateField('cardNumber', e.target.value)} onChange={e => setFormData({...formData, cardNumber: e.target.value})} />
-          {errors.cardNumber && <span style={styles.error}>{errors.cardNumber}</span>}
-        </div>
-
-        <div style={styles.inputGroup}>
-          <label>Expiry (MM/YY)</label>
-          <input style={styles.input} onBlur={(e) => validateField('expiry', e.target.value)} onChange={e => setFormData({...formData, expiry: e.target.value})} />
-          {errors.expiry && <span style={styles.error}>{errors.expiry}</span>}
-        </div>
-      </div>
-
-      <div style={styles.sidebar}>
-        <h3>Order Summary</h3>
-        <div>Subtotal: ${subtotal.toFixed(2)}</div>
-        {discount > 0 && <div>Discount: -${discount.toFixed(2)}</div>}
-        <div>Shipping: ${ship?.price.toFixed(2)}</div>
-        <strong>Total: ${total.toFixed(2)}</strong>
-      </div>
-    </div>
-  );
-};
\ No newline at end of file
diff --git a/evals/data/experiments/021-js-utility-library/metrics.json b/evals/data/experiments/021-js-utility-library/metrics.json
deleted file mode 100644
index 024a0d6..0000000
--- a/evals/data/experiments/021-js-utility-library/metrics.json
+++ /dev/null
@@ -1,228 +0,0 @@
-{
-  "experiment_id": "021-js-utility-library",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T06:59:52.995706+00:00",
-  "format": "text/javascript",
-  "base_turn0": {
-    "input_tokens": 137,
-    "output_tokens": 1682,
-    "latency_ms": 7087,
-    "artifact_bytes": 4621
-  },
-  "aap_turn0": {
-    "input_tokens": 476,
-    "output_tokens": 1668,
-    "latency_ms": 7465,
-    "artifact_bytes": 4703
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add three new string utilities: maskEmail (show first 2 chars + ***@domain), plu",
-        "input_tokens": 1850,
-        "output_tokens": 245,
-        "latency_ms": 1839,
-        "output_bytes": 779,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the date-utils section to add a formatDuration function that converts mi",
-        "input_tokens": 2130,
-        "output_tokens": 603,
-        "latency_ms": 7344,
-        "output_bytes": 1643,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new 'object-utils' section with functions: deepClone, deepMerge, pick, omi",
-        "input_tokens": 2759,
-        "output_tokens": 560,
-        "latency_ms": 3037,
-        "output_bytes": 1629,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 6739,
-    "total_output_tokens": 1408,
-    "total_latency_ms": 12220
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add three new string utilities: maskEmail (show first 2 chars + ***@domain), plu",
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-        "output_tokens": 264,
-        "latency_ms": 1994,
-        "output_bytes": 5255,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the date-utils section to add a formatDuration function that converts mi",
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-        "output_tokens": 255,
-        "latency_ms": 1641,
-        "output_bytes": 5767,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new 'object-utils' section with functions: deepClone, deepMerge, pick, omi",
-        "input_tokens": 3177,
-        "output_tokens": 465,
-        "latency_ms": 2553,
-        "output_bytes": 6947,
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-    "total_output_tokens": 984,
-    "total_latency_ms": 6188,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 30.1,
-    "input_token_savings_pct": -33.2,
-    "latency_savings_pct": 49.4
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
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-        "aap_latency_ms": 2553,
-        "envelope_name": "edit",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 6876,
-      "base_output": 3090,
-      "base_combined": 9966,
-      "aap_input": 9455,
-      "aap_output": 2652,
-      "aap_combined": 12107,
-      "base_latency_ms": 19307,
-      "aap_latency_ms": 13653,
-      "output_savings_pct": 14.2,
-      "input_delta_pct": 37.5,
-      "combined_savings_pct": -21.5,
-      "latency_savings_pct": 29.3
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.166,
-        "token_f1": 0.3989,
-        "base_char_count": 4621,
-        "aap_char_count": 3439,
-        "char_delta_pct": -25.6,
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-        "lines_removed": 133,
-        "rouge_l": null,
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-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.0155,
-        "token_f1": 0.1481,
-        "base_char_count": 779,
-        "aap_char_count": 3856,
-        "char_delta_pct": 395.0,
-        "lines_added": 68,
-        "lines_removed": 15,
-        "rouge_l": null,
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-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0277,
-        "token_f1": 0.2228,
-        "base_char_count": 1643,
-        "aap_char_count": 4272,
-        "char_delta_pct": 160.0,
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-      },
-      {
-        "turn": 3,
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-        "token_f1": 0.1971,
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-        "char_delta_pct": 221.6,
-        "lines_added": 84,
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-      }
-    ],
-    "mean_sequence_similarity": 0.0751,
-    "mean_token_f1": 0.2417,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/021-js-utility-library/outputs/aap/turn-0.txt b/evals/data/experiments/021-js-utility-library/outputs/aap/turn-0.txt
deleted file mode 100644
index d7d7d0b..0000000
--- a/evals/data/experiments/021-js-utility-library/outputs/aap/turn-0.txt
+++ /dev/null
@@ -1,73 +0,0 @@
-<aap:target id="utility-library">
-/**
- * String Utilities
- */
-const StringUtils = {
-  /** @param {string} str @returns {string} Slugified string */
-  slugify: (str) => <aap:target id="slugify-impl">str.toLowerCase().replace(/[^a-z0-9]+/g, '-').replace(/(^-|-$)/g, '')</aap:target>,
-  /** @param {string} str @param {number} len @returns {string} Truncated string */
-  truncate: (str, len) => <aap:target id="truncate-impl">str.length > len ? str.substring(0, len) + '...' : str</aap:target>,
-  /** @param {string} str @returns {string} Capitalized string */
-  capitalize: (str) => <aap:target id="capitalize-impl">str.charAt(0).toUpperCase() + str.slice(1)</aap:target>,
-  /** @param {string} str @returns {string} CamelCased string */
-  camelCase: (str) => <aap:target id="camelcase-impl">str.replace(/[-_](\w)/g, (_, c) => c.toUpperCase())</aap:target>,
-  /** @param {string} str @returns {string} SnakeCased string */
-  snakeCase: (str) => <aap:target id="snakecase-impl">str.replace(/([A-Z])/g, '_$1').toLowerCase().replace(/^_/, '')</aap:target>,
-  /** @param {string} str @returns {string} Escaped HTML */
-  escapeHtml: (str) => <aap:target id="escapehtml-impl">str.replace(/[&<>"']/g, (m) => ({'&': '&amp;', '<': '&lt;', '>': '&gt;', '"': '&quot;', "'": '&#039;'}[m]))</aap:target>,
-  /** @returns {string} Random ID */
-  generateId: () => <aap:target id="generateid-impl">Math.random().toString(36).substr(2, 9)</aap:target>
-};
-
-/**
- * Date Utilities
- */
-const DateUtils = {
-  /** @param {Date} date @param {string} format @returns {string} */
-  formatDate: (date, fmt) => <aap:target id="formatdate-impl">/* Implementation */</aap:target>,
-  /** @param {Date} date @returns {string} Relative time string */
-  timeAgo: (date) => <aap:target id="timeago-impl">/* Implementation */</aap:target>,
-  /** @param {Date} date @param {number} days @returns {Date} */
-  addDays: (date, days) => <aap:target id="adddays-impl">new Date(date.getTime() + days * 86400000)</aap:target>,
-  /** @param {Date} date @returns {boolean} */
-  isWeekend: (date) => <aap:target id="isweekend-impl">[0, 6].includes(date.getDay())</aap:target>,
-  /** @param {Date} start @param {Date} end @returns {Date[]} */
-  getDateRange: (start, end) => <aap:target id="getdaterange-impl">/* Implementation */</aap:target>,
-  /** @param {string} str @returns {Date} */
-  parseRelativeDate: (str) => <aap:target id="parserelativedate-impl">/* Implementation */</aap:target>
-};
-
-/**
- * Array Utilities
- */
-const ArrayUtils = {
-  /** @param {Array} arr @param {number} size @returns {Array[]} */
-  chunk: (arr, size) => <aap:target id="chunk-impl">Array.from({ length: Math.ceil(arr.length / size) }, (v, i) => arr.slice(i * size, i * size + size))</aap:target>,
-  /** @param {Array} arr @param {Function} key @returns {Object} */
-  groupBy: (arr, key) => <aap:target id="groupby-impl">arr.reduce((acc, x) => ((acc[key(x)] = acc[key(x)] || []).push(x), acc), {})</aap:target>,
-  /** @param {Array} arr @param {Function} key @returns {Array} */
-  uniqueBy: (arr, key) => <aap:target id="uniqueby-impl">[...new Map(arr.map(x => [key(x), x])).values()]</aap:target>,
-  /** @param {Array} arr @param {Function} fn @returns {Array} */
-  sortBy: (arr, fn) => <aap:target id="sortby-impl">[...arr].sort((a, b) => fn(a) - fn(b))</aap:target>,
-  /** @param {Array} arr @returns {Array} */
-  flatten: (arr) => <aap:target id="flatten-impl">arr.reduce((acc, val) => Array.isArray(val) ? acc.concat(ArrayUtils.flatten(val)) : acc.concat(val), [])</aap:target>,
-  /** @param {Array} a @param {Array} b @returns {Array} */
-  intersection: (a, b) => <aap:target id="intersection-impl">a.filter(x => b.includes(x))</aap:target>,
-  /** @param {Array} a @param {Array} b @returns {Array} */
-  difference: (a, b) => <aap:target id="difference-impl">a.filter(x => !b.includes(x))</aap:target>,
-  /** @param {Array} arr @returns {Array} */
-  shuffle: (arr) => <aap:target id="shuffle-impl">[...arr].sort(() => Math.random() - 0.5)</aap:target>
-};
-
-/**
- * Validation Utilities
- */
-const ValidateUtils = {
-  isEmail: (str) => <aap:target id="isemail-impl">/^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(str)</aap:target>,
-  isURL: (str) => <aap:target id="isurl-impl">/^https?:\/\/\S+$/.test(str)</aap:target>,
-  isStrongPassword: (str) => <aap:target id="isstrongpassword-impl">/^(?=.*[A-Z])(?=.*[0-9])(?=.{8,})/.test(str)</aap:target>,
-  isPhoneNumber: (str) => <aap:target id="isphonenumber-impl">/^\+?[\d\s-]{10,}$/.test(str)</aap:target>,
-  isCreditCard: (str) => <aap:target id="iscreditcard-impl">/^\d{16}$/.test(str.replace(/\s/g, ''))</aap:target>,
-  isIPv4: (str) => <aap:target id="isipv4-impl">/^(\d{1,3}\.){3}\d{1,3}$/.test(str)</aap:target>
-};
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/021-js-utility-library/outputs/aap/turn-1.json b/evals/data/experiments/021-js-utility-library/outputs/aap/turn-1.json
deleted file mode 100644
index 3244797..0000000
--- a/evals/data/experiments/021-js-utility-library/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "utility-library",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "generateid-impl"
-      },
-      "content": ",\n  /** @param {string} email @returns {string} Masked email */\n  maskEmail: (email) => <aap:target id=\"maskemail-impl\">email.replace(/(^.{2})[^@]+@/, '$1***@')</aap:target>,\n  /** @param {string} word @param {number} count @returns {string} Pluralized string */\n  pluralize: (word, count) => <aap:target id=\"pluralize-impl\">count === 1 ? word : word + 's'</aap:target>,\n  /** @param {string} str @returns {number} Word count */\n  wordCount: (str) => <aap:target id=\"wordcount-impl\">str.trim().split(/\\s+/).filter(w => w.length > 0).length</aap:target>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/021-js-utility-library/outputs/aap/turn-1.txt b/evals/data/experiments/021-js-utility-library/outputs/aap/turn-1.txt
deleted file mode 100644
index a28c58a..0000000
--- a/evals/data/experiments/021-js-utility-library/outputs/aap/turn-1.txt
+++ /dev/null
@@ -1,79 +0,0 @@
-<aap:target id="utility-library">
-/**
- * String Utilities
- */
-const StringUtils = {
-  /** @param {string} str @returns {string} Slugified string */
-  slugify: (str) => <aap:target id="slugify-impl">str.toLowerCase().replace(/[^a-z0-9]+/g, '-').replace(/(^-|-$)/g, '')</aap:target>,
-  /** @param {string} str @param {number} len @returns {string} Truncated string */
-  truncate: (str, len) => <aap:target id="truncate-impl">str.length > len ? str.substring(0, len) + '...' : str</aap:target>,
-  /** @param {string} str @returns {string} Capitalized string */
-  capitalize: (str) => <aap:target id="capitalize-impl">str.charAt(0).toUpperCase() + str.slice(1)</aap:target>,
-  /** @param {string} str @returns {string} CamelCased string */
-  camelCase: (str) => <aap:target id="camelcase-impl">str.replace(/[-_](\w)/g, (_, c) => c.toUpperCase())</aap:target>,
-  /** @param {string} str @returns {string} SnakeCased string */
-  snakeCase: (str) => <aap:target id="snakecase-impl">str.replace(/([A-Z])/g, '_$1').toLowerCase().replace(/^_/, '')</aap:target>,
-  /** @param {string} str @returns {string} Escaped HTML */
-  escapeHtml: (str) => <aap:target id="escapehtml-impl">str.replace(/[&<>"']/g, (m) => ({'&': '&amp;', '<': '&lt;', '>': '&gt;', '"': '&quot;', "'": '&#039;'}[m]))</aap:target>,
-  /** @returns {string} Random ID */
-  generateId: () => <aap:target id="generateid-impl">Math.random().toString(36).substr(2, 9),
-  /** @param {string} email @returns {string} Masked email */
-  maskEmail: (email) => <aap:target id="maskemail-impl">email.replace(/(^.{2})[^@]+@/, '$1***@')</aap:target>,
-  /** @param {string} word @param {number} count @returns {string} Pluralized string */
-  pluralize: (word, count) => <aap:target id="pluralize-impl">count === 1 ? word : word + 's'</aap:target>,
-  /** @param {string} str @returns {number} Word count */
-  wordCount: (str) => <aap:target id="wordcount-impl">str.trim().split(/\s+/).filter(w => w.length > 0).length</aap:target></aap:target>
-};
-
-/**
- * Date Utilities
- */
-const DateUtils = {
-  /** @param {Date} date @param {string} format @returns {string} */
-  formatDate: (date, fmt) => <aap:target id="formatdate-impl">/* Implementation */</aap:target>,
-  /** @param {Date} date @returns {string} Relative time string */
-  timeAgo: (date) => <aap:target id="timeago-impl">/* Implementation */</aap:target>,
-  /** @param {Date} date @param {number} days @returns {Date} */
-  addDays: (date, days) => <aap:target id="adddays-impl">new Date(date.getTime() + days * 86400000)</aap:target>,
-  /** @param {Date} date @returns {boolean} */
-  isWeekend: (date) => <aap:target id="isweekend-impl">[0, 6].includes(date.getDay())</aap:target>,
-  /** @param {Date} start @param {Date} end @returns {Date[]} */
-  getDateRange: (start, end) => <aap:target id="getdaterange-impl">/* Implementation */</aap:target>,
-  /** @param {string} str @returns {Date} */
-  parseRelativeDate: (str) => <aap:target id="parserelativedate-impl">/* Implementation */</aap:target>
-};
-
-/**
- * Array Utilities
- */
-const ArrayUtils = {
-  /** @param {Array} arr @param {number} size @returns {Array[]} */
-  chunk: (arr, size) => <aap:target id="chunk-impl">Array.from({ length: Math.ceil(arr.length / size) }, (v, i) => arr.slice(i * size, i * size + size))</aap:target>,
-  /** @param {Array} arr @param {Function} key @returns {Object} */
-  groupBy: (arr, key) => <aap:target id="groupby-impl">arr.reduce((acc, x) => ((acc[key(x)] = acc[key(x)] || []).push(x), acc), {})</aap:target>,
-  /** @param {Array} arr @param {Function} key @returns {Array} */
-  uniqueBy: (arr, key) => <aap:target id="uniqueby-impl">[...new Map(arr.map(x => [key(x), x])).values()]</aap:target>,
-  /** @param {Array} arr @param {Function} fn @returns {Array} */
-  sortBy: (arr, fn) => <aap:target id="sortby-impl">[...arr].sort((a, b) => fn(a) - fn(b))</aap:target>,
-  /** @param {Array} arr @returns {Array} */
-  flatten: (arr) => <aap:target id="flatten-impl">arr.reduce((acc, val) => Array.isArray(val) ? acc.concat(ArrayUtils.flatten(val)) : acc.concat(val), [])</aap:target>,
-  /** @param {Array} a @param {Array} b @returns {Array} */
-  intersection: (a, b) => <aap:target id="intersection-impl">a.filter(x => b.includes(x))</aap:target>,
-  /** @param {Array} a @param {Array} b @returns {Array} */
-  difference: (a, b) => <aap:target id="difference-impl">a.filter(x => !b.includes(x))</aap:target>,
-  /** @param {Array} arr @returns {Array} */
-  shuffle: (arr) => <aap:target id="shuffle-impl">[...arr].sort(() => Math.random() - 0.5)</aap:target>
-};
-
-/**
- * Validation Utilities
- */
-const ValidateUtils = {
-  isEmail: (str) => <aap:target id="isemail-impl">/^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(str)</aap:target>,
-  isURL: (str) => <aap:target id="isurl-impl">/^https?:\/\/\S+$/.test(str)</aap:target>,
-  isStrongPassword: (str) => <aap:target id="isstrongpassword-impl">/^(?=.*[A-Z])(?=.*[0-9])(?=.{8,})/.test(str)</aap:target>,
-  isPhoneNumber: (str) => <aap:target id="isphonenumber-impl">/^\+?[\d\s-]{10,}$/.test(str)</aap:target>,
-  isCreditCard: (str) => <aap:target id="iscreditcard-impl">/^\d{16}$/.test(str.replace(/\s/g, ''))</aap:target>,
-  isIPv4: (str) => <aap:target id="isipv4-impl">/^(\d{1,3}\.){3}\d{1,3}$/.test(str)</aap:target>
-};
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/021-js-utility-library/outputs/aap/turn-2.json b/evals/data/experiments/021-js-utility-library/outputs/aap/turn-2.json
deleted file mode 100644
index 3402f03..0000000
--- a/evals/data/experiments/021-js-utility-library/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "utility-library",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "formatdate-impl"
-      },
-      "content": "  /** @param {Date} date @param {string} format @returns {string} */\n  formatDate: (date, fmt) => <aap:target id=\"formatdate-impl\">/* Implementation */</aap:target>,\n  /** @param {number} ms @returns {string} Human readable duration */\n  formatDuration: (ms) => <aap:target id=\"formatduration-impl\">const h = Math.floor(ms / 3600000); const m = Math.floor((ms % 3600000) / 60000); const s = Math.floor((ms % 60000) / 1000); return `${h}h ${m}m ${s}s`;</aap:target>,\n  /** @param {Date} date @returns {string} Relative time string */"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/021-js-utility-library/outputs/aap/turn-2.txt b/evals/data/experiments/021-js-utility-library/outputs/aap/turn-2.txt
deleted file mode 100644
index 95be05d..0000000
--- a/evals/data/experiments/021-js-utility-library/outputs/aap/turn-2.txt
+++ /dev/null
@@ -1,83 +0,0 @@
-<aap:target id="utility-library">
-/**
- * String Utilities
- */
-const StringUtils = {
-  /** @param {string} str @returns {string} Slugified string */
-  slugify: (str) => <aap:target id="slugify-impl">str.toLowerCase().replace(/[^a-z0-9]+/g, '-').replace(/(^-|-$)/g, '')</aap:target>,
-  /** @param {string} str @param {number} len @returns {string} Truncated string */
-  truncate: (str, len) => <aap:target id="truncate-impl">str.length > len ? str.substring(0, len) + '...' : str</aap:target>,
-  /** @param {string} str @returns {string} Capitalized string */
-  capitalize: (str) => <aap:target id="capitalize-impl">str.charAt(0).toUpperCase() + str.slice(1)</aap:target>,
-  /** @param {string} str @returns {string} CamelCased string */
-  camelCase: (str) => <aap:target id="camelcase-impl">str.replace(/[-_](\w)/g, (_, c) => c.toUpperCase())</aap:target>,
-  /** @param {string} str @returns {string} SnakeCased string */
-  snakeCase: (str) => <aap:target id="snakecase-impl">str.replace(/([A-Z])/g, '_$1').toLowerCase().replace(/^_/, '')</aap:target>,
-  /** @param {string} str @returns {string} Escaped HTML */
-  escapeHtml: (str) => <aap:target id="escapehtml-impl">str.replace(/[&<>"']/g, (m) => ({'&': '&amp;', '<': '&lt;', '>': '&gt;', '"': '&quot;', "'": '&#039;'}[m]))</aap:target>,
-  /** @returns {string} Random ID */
-  generateId: () => <aap:target id="generateid-impl">Math.random().toString(36).substr(2, 9),
-  /** @param {string} email @returns {string} Masked email */
-  maskEmail: (email) => <aap:target id="maskemail-impl">email.replace(/(^.{2})[^@]+@/, '$1***@')</aap:target>,
-  /** @param {string} word @param {number} count @returns {string} Pluralized string */
-  pluralize: (word, count) => <aap:target id="pluralize-impl">count === 1 ? word : word + 's'</aap:target>,
-  /** @param {string} str @returns {number} Word count */
-  wordCount: (str) => <aap:target id="wordcount-impl">str.trim().split(/\s+/).filter(w => w.length > 0).length</aap:target></aap:target>
-};
-
-/**
- * Date Utilities
- */
-const DateUtils = {
-  /** @param {Date} date @param {string} format @returns {string} */
-  formatDate: (date, fmt) => <aap:target id="formatdate-impl">  /** @param {Date} date @param {string} format @returns {string} */
-  formatDate: (date, fmt) => <aap:target id="formatdate-impl">/* Implementation */</aap:target>,
-  /** @param {number} ms @returns {string} Human readable duration */
-  formatDuration: (ms) => <aap:target id="formatduration-impl">const h = Math.floor(ms / 3600000); const m = Math.floor((ms % 3600000) / 60000); const s = Math.floor((ms % 60000) / 1000); return `${h}h ${m}m ${s}s`;</aap:target>,
-  /** @param {Date} date @returns {string} Relative time string */</aap:target>,
-  /** @param {Date} date @returns {string} Relative time string */
-  timeAgo: (date) => <aap:target id="timeago-impl">/* Implementation */</aap:target>,
-  /** @param {Date} date @param {number} days @returns {Date} */
-  addDays: (date, days) => <aap:target id="adddays-impl">new Date(date.getTime() + days * 86400000)</aap:target>,
-  /** @param {Date} date @returns {boolean} */
-  isWeekend: (date) => <aap:target id="isweekend-impl">[0, 6].includes(date.getDay())</aap:target>,
-  /** @param {Date} start @param {Date} end @returns {Date[]} */
-  getDateRange: (start, end) => <aap:target id="getdaterange-impl">/* Implementation */</aap:target>,
-  /** @param {string} str @returns {Date} */
-  parseRelativeDate: (str) => <aap:target id="parserelativedate-impl">/* Implementation */</aap:target>
-};
-
-/**
- * Array Utilities
- */
-const ArrayUtils = {
-  /** @param {Array} arr @param {number} size @returns {Array[]} */
-  chunk: (arr, size) => <aap:target id="chunk-impl">Array.from({ length: Math.ceil(arr.length / size) }, (v, i) => arr.slice(i * size, i * size + size))</aap:target>,
-  /** @param {Array} arr @param {Function} key @returns {Object} */
-  groupBy: (arr, key) => <aap:target id="groupby-impl">arr.reduce((acc, x) => ((acc[key(x)] = acc[key(x)] || []).push(x), acc), {})</aap:target>,
-  /** @param {Array} arr @param {Function} key @returns {Array} */
-  uniqueBy: (arr, key) => <aap:target id="uniqueby-impl">[...new Map(arr.map(x => [key(x), x])).values()]</aap:target>,
-  /** @param {Array} arr @param {Function} fn @returns {Array} */
-  sortBy: (arr, fn) => <aap:target id="sortby-impl">[...arr].sort((a, b) => fn(a) - fn(b))</aap:target>,
-  /** @param {Array} arr @returns {Array} */
-  flatten: (arr) => <aap:target id="flatten-impl">arr.reduce((acc, val) => Array.isArray(val) ? acc.concat(ArrayUtils.flatten(val)) : acc.concat(val), [])</aap:target>,
-  /** @param {Array} a @param {Array} b @returns {Array} */
-  intersection: (a, b) => <aap:target id="intersection-impl">a.filter(x => b.includes(x))</aap:target>,
-  /** @param {Array} a @param {Array} b @returns {Array} */
-  difference: (a, b) => <aap:target id="difference-impl">a.filter(x => !b.includes(x))</aap:target>,
-  /** @param {Array} arr @returns {Array} */
-  shuffle: (arr) => <aap:target id="shuffle-impl">[...arr].sort(() => Math.random() - 0.5)</aap:target>
-};
-
-/**
- * Validation Utilities
- */
-const ValidateUtils = {
-  isEmail: (str) => <aap:target id="isemail-impl">/^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(str)</aap:target>,
-  isURL: (str) => <aap:target id="isurl-impl">/^https?:\/\/\S+$/.test(str)</aap:target>,
-  isStrongPassword: (str) => <aap:target id="isstrongpassword-impl">/^(?=.*[A-Z])(?=.*[0-9])(?=.{8,})/.test(str)</aap:target>,
-  isPhoneNumber: (str) => <aap:target id="isphonenumber-impl">/^\+?[\d\s-]{10,}$/.test(str)</aap:target>,
-  isCreditCard: (str) => <aap:target id="iscreditcard-impl">/^\d{16}$/.test(str.replace(/\s/g, ''))</aap:target>,
-  isIPv4: (str) => <aap:target id="isipv4-impl">/^(\d{1,3}\.){3}\d{1,3}$/.test(str)</aap:target>
-};
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/021-js-utility-library/outputs/aap/turn-3.json b/evals/data/experiments/021-js-utility-library/outputs/aap/turn-3.json
deleted file mode 100644
index 11aee1e..0000000
--- a/evals/data/experiments/021-js-utility-library/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "utility-library-id",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "utility-library"
-      },
-      "content": "\n/**\n * Object Utilities\n */\nconst ObjectUtils = {\n  /** @param {Object} obj @returns {Object} */\n  deepClone: (obj) => <aap:target id=\"deepclone-impl\">JSON.parse(JSON.stringify(obj))</aap:target>,\n  /** @param {Object} target @param {Object} source @returns {Object} */\n  deepMerge: (target, source) => <aap:target id=\"deepmerge-impl\">Object.keys(source).forEach(key => { if (source[key] instanceof Object) Object.assign(source[key], ObjectUtils.deepMerge(target[key] || {}, source[key])); }); return Object.assign(target || {}, source);</aap:target>,\n  /** @param {Object} obj @param {string[]} keys @returns {Object} */\n  pick: (obj, keys) => <aap:target id=\"pick-impl\">keys.reduce((acc, key) => (key in obj ? { ...acc, [key]: obj[key] } : acc), {})</aap:target>,\n  /** @param {Object} obj @param {string[]} keys @returns {Object} */\n  omit: (obj, keys) => <aap:target id=\"omit-impl\">Object.keys(obj).filter(key => !keys.includes(key)).reduce((acc, key) => ({ ...acc, [key]: obj[key] }), {})</aap:target>,\n  /** @param {Object} a @param {Object} b @returns {boolean} */\n  isEqual: (a, b) => <aap:target id=\"isequal-impl\">JSON.stringify(a) === JSON.stringify(b)</aap:target>\n};\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/021-js-utility-library/outputs/aap/turn-3.txt b/evals/data/experiments/021-js-utility-library/outputs/aap/turn-3.txt
deleted file mode 100644
index d220fa9..0000000
--- a/evals/data/experiments/021-js-utility-library/outputs/aap/turn-3.txt
+++ /dev/null
@@ -1,99 +0,0 @@
-<aap:target id="utility-library">
-/**
- * String Utilities
- */
-const StringUtils = {
-  /** @param {string} str @returns {string} Slugified string */
-  slugify: (str) => <aap:target id="slugify-impl">str.toLowerCase().replace(/[^a-z0-9]+/g, '-').replace(/(^-|-$)/g, '')
-/**
- * Object Utilities
- */
-const ObjectUtils = {
-  /** @param {Object} obj @returns {Object} */
-  deepClone: (obj) => <aap:target id="deepclone-impl">JSON.parse(JSON.stringify(obj))</aap:target>,
-  /** @param {Object} target @param {Object} source @returns {Object} */
-  deepMerge: (target, source) => <aap:target id="deepmerge-impl">Object.keys(source).forEach(key => { if (source[key] instanceof Object) Object.assign(source[key], ObjectUtils.deepMerge(target[key] || {}, source[key])); }); return Object.assign(target || {}, source);</aap:target>,
-  /** @param {Object} obj @param {string[]} keys @returns {Object} */
-  pick: (obj, keys) => <aap:target id="pick-impl">keys.reduce((acc, key) => (key in obj ? { ...acc, [key]: obj[key] } : acc), {})</aap:target>,
-  /** @param {Object} obj @param {string[]} keys @returns {Object} */
-  omit: (obj, keys) => <aap:target id="omit-impl">Object.keys(obj).filter(key => !keys.includes(key)).reduce((acc, key) => ({ ...acc, [key]: obj[key] }), {})</aap:target>,
-  /** @param {Object} a @param {Object} b @returns {boolean} */
-  isEqual: (a, b) => <aap:target id="isequal-impl">JSON.stringify(a) === JSON.stringify(b)</aap:target>
-};
-</aap:target>,
-  /** @param {string} str @param {number} len @returns {string} Truncated string */
-  truncate: (str, len) => <aap:target id="truncate-impl">str.length > len ? str.substring(0, len) + '...' : str</aap:target>,
-  /** @param {string} str @returns {string} Capitalized string */
-  capitalize: (str) => <aap:target id="capitalize-impl">str.charAt(0).toUpperCase() + str.slice(1)</aap:target>,
-  /** @param {string} str @returns {string} CamelCased string */
-  camelCase: (str) => <aap:target id="camelcase-impl">str.replace(/[-_](\w)/g, (_, c) => c.toUpperCase())</aap:target>,
-  /** @param {string} str @returns {string} SnakeCased string */
-  snakeCase: (str) => <aap:target id="snakecase-impl">str.replace(/([A-Z])/g, '_$1').toLowerCase().replace(/^_/, '')</aap:target>,
-  /** @param {string} str @returns {string} Escaped HTML */
-  escapeHtml: (str) => <aap:target id="escapehtml-impl">str.replace(/[&<>"']/g, (m) => ({'&': '&amp;', '<': '&lt;', '>': '&gt;', '"': '&quot;', "'": '&#039;'}[m]))</aap:target>,
-  /** @returns {string} Random ID */
-  generateId: () => <aap:target id="generateid-impl">Math.random().toString(36).substr(2, 9),
-  /** @param {string} email @returns {string} Masked email */
-  maskEmail: (email) => <aap:target id="maskemail-impl">email.replace(/(^.{2})[^@]+@/, '$1***@')</aap:target>,
-  /** @param {string} word @param {number} count @returns {string} Pluralized string */
-  pluralize: (word, count) => <aap:target id="pluralize-impl">count === 1 ? word : word + 's'</aap:target>,
-  /** @param {string} str @returns {number} Word count */
-  wordCount: (str) => <aap:target id="wordcount-impl">str.trim().split(/\s+/).filter(w => w.length > 0).length</aap:target></aap:target>
-};
-
-/**
- * Date Utilities
- */
-const DateUtils = {
-  /** @param {Date} date @param {string} format @returns {string} */
-  formatDate: (date, fmt) => <aap:target id="formatdate-impl">  /** @param {Date} date @param {string} format @returns {string} */
-  formatDate: (date, fmt) => <aap:target id="formatdate-impl">/* Implementation */</aap:target>,
-  /** @param {number} ms @returns {string} Human readable duration */
-  formatDuration: (ms) => <aap:target id="formatduration-impl">const h = Math.floor(ms / 3600000); const m = Math.floor((ms % 3600000) / 60000); const s = Math.floor((ms % 60000) / 1000); return `${h}h ${m}m ${s}s`;</aap:target>,
-  /** @param {Date} date @returns {string} Relative time string */</aap:target>,
-  /** @param {Date} date @returns {string} Relative time string */
-  timeAgo: (date) => <aap:target id="timeago-impl">/* Implementation */</aap:target>,
-  /** @param {Date} date @param {number} days @returns {Date} */
-  addDays: (date, days) => <aap:target id="adddays-impl">new Date(date.getTime() + days * 86400000)</aap:target>,
-  /** @param {Date} date @returns {boolean} */
-  isWeekend: (date) => <aap:target id="isweekend-impl">[0, 6].includes(date.getDay())</aap:target>,
-  /** @param {Date} start @param {Date} end @returns {Date[]} */
-  getDateRange: (start, end) => <aap:target id="getdaterange-impl">/* Implementation */</aap:target>,
-  /** @param {string} str @returns {Date} */
-  parseRelativeDate: (str) => <aap:target id="parserelativedate-impl">/* Implementation */</aap:target>
-};
-
-/**
- * Array Utilities
- */
-const ArrayUtils = {
-  /** @param {Array} arr @param {number} size @returns {Array[]} */
-  chunk: (arr, size) => <aap:target id="chunk-impl">Array.from({ length: Math.ceil(arr.length / size) }, (v, i) => arr.slice(i * size, i * size + size))</aap:target>,
-  /** @param {Array} arr @param {Function} key @returns {Object} */
-  groupBy: (arr, key) => <aap:target id="groupby-impl">arr.reduce((acc, x) => ((acc[key(x)] = acc[key(x)] || []).push(x), acc), {})</aap:target>,
-  /** @param {Array} arr @param {Function} key @returns {Array} */
-  uniqueBy: (arr, key) => <aap:target id="uniqueby-impl">[...new Map(arr.map(x => [key(x), x])).values()]</aap:target>,
-  /** @param {Array} arr @param {Function} fn @returns {Array} */
-  sortBy: (arr, fn) => <aap:target id="sortby-impl">[...arr].sort((a, b) => fn(a) - fn(b))</aap:target>,
-  /** @param {Array} arr @returns {Array} */
-  flatten: (arr) => <aap:target id="flatten-impl">arr.reduce((acc, val) => Array.isArray(val) ? acc.concat(ArrayUtils.flatten(val)) : acc.concat(val), [])</aap:target>,
-  /** @param {Array} a @param {Array} b @returns {Array} */
-  intersection: (a, b) => <aap:target id="intersection-impl">a.filter(x => b.includes(x))</aap:target>,
-  /** @param {Array} a @param {Array} b @returns {Array} */
-  difference: (a, b) => <aap:target id="difference-impl">a.filter(x => !b.includes(x))</aap:target>,
-  /** @param {Array} arr @returns {Array} */
-  shuffle: (arr) => <aap:target id="shuffle-impl">[...arr].sort(() => Math.random() - 0.5)</aap:target>
-};
-
-/**
- * Validation Utilities
- */
-const ValidateUtils = {
-  isEmail: (str) => <aap:target id="isemail-impl">/^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(str)</aap:target>,
-  isURL: (str) => <aap:target id="isurl-impl">/^https?:\/\/\S+$/.test(str)</aap:target>,
-  isStrongPassword: (str) => <aap:target id="isstrongpassword-impl">/^(?=.*[A-Z])(?=.*[0-9])(?=.{8,})/.test(str)</aap:target>,
-  isPhoneNumber: (str) => <aap:target id="isphonenumber-impl">/^\+?[\d\s-]{10,}$/.test(str)</aap:target>,
-  isCreditCard: (str) => <aap:target id="iscreditcard-impl">/^\d{16}$/.test(str.replace(/\s/g, ''))</aap:target>,
-  isIPv4: (str) => <aap:target id="isipv4-impl">/^(\d{1,3}\.){3}\d{1,3}$/.test(str)</aap:target>
-};
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/021-js-utility-library/outputs/base/turn-0.txt b/evals/data/experiments/021-js-utility-library/outputs/base/turn-0.txt
deleted file mode 100644
index 9d126a6..0000000
--- a/evals/data/experiments/021-js-utility-library/outputs/base/turn-0.txt
+++ /dev/null
@@ -1,150 +0,0 @@
-/**
- * String Utilities
- */
-
-/**
- * Converts a string into a URL-friendly slug.
- * @example slugify("Hello World!") // "hello-world"
- */
-const slugify = (str) => str.toLowerCase().replace(/[^\w ]+/g, '').replace(/ +/g, '-');
-
-/**
- * Truncates a string to a specified length.
- * @example truncate("Hello World", 5) // "Hello..."
- */
-const truncate = (str, len) => str.length > len ? str.slice(0, len) + '...' : str;
-
-/**
- * Capitalizes the first letter of a string.
- * @example capitalize("hello") // "Hello"
- */
-const capitalize = (str) => str.charAt(0).toUpperCase() + str.slice(1);
-
-/**
- * Converts string to camelCase.
- * @example camelCase("hello_world") // "helloWorld"
- */
-const camelCase = (str) => str.replace(/([-_][a-z])/ig, ($1) => $1.toUpperCase().replace('-', '').replace('_', ''));
-
-/**
- * Converts string to snake_case.
- * @example snakeCase("helloWorld") // "hello_world"
- */
-const snakeCase = (str) => str.replace(/[A-Z]/g, letter => `_${letter.toLowerCase()}`).replace(/^_/, '');
-
-/**
- * Escapes HTML characters.
- * @example escapeHtml("<script>") // "&lt;script&gt;"
- */
-const escapeHtml = (str) => str.replace(/[&<>"']/g, (m) => ({ '&': '&amp;', '<': '&lt;', '>': '&gt;', '"': '&quot;', "'": '&#039;' }[m]));
-
-/**
- * Generates a random alphanumeric ID.
- * @example generateId(8) // "a1b2c3d4"
- */
-const generateId = (len = 16) => Math.random().toString(36).substring(2, 2 + len);
-
-/**
- * Date Utilities
- */
-
-/**
- * Formats date to YYYY-MM-DD.
- */
-const formatDate = (date) => date.toISOString().split('T')[0];
-
-/**
- * Returns a human-readable relative time string.
- * @example timeAgo(new Date(Date.now() - 60000)) // "1 minute ago"
- */
-const timeAgo = (date) => {
-    const diff = (new Date() - date) / 1000;
-    const intervals = { year: 31536000, month: 2592000, day: 86400, hour: 3600, minute: 60 };
-    for (const [key, val] of Object.entries(intervals)) {
-        const count = Math.floor(diff / val);
-        if (count >= 1) return `${count} ${key}${count > 1 ? 's' : ''} ago`;
-    }
-    return "just now";
-};
-
-/**
- * Adds days to a date.
- */
-const addDays = (date, days) => { const d = new Date(date); d.setDate(d.getDate() + days); return d; };
-
-/**
- * Checks if date is a weekend.
- */
-const isWeekend = (date) => date.getDay() === 0 || date.getDay() === 6;
-
-/**
- * Generates array of dates between start and end.
- */
-const getDateRange = (start, end) => {
-    const arr = [];
-    for (let d = new Date(start); d <= end; d.setDate(d.getDate() + 1)) arr.push(new Date(d));
-    return arr;
-};
-
-/**
- * Array Utilities
- */
-
-/**
- * Chunks an array into smaller arrays.
- * @example chunk([1, 2, 3, 4], 2) // [[1, 2], [3, 4]]
- */
-const chunk = (arr, size) => Array.from({ length: Math.ceil(arr.length / size) }, (v, i) => arr.slice(i * size, i * size + size));
-
-/**
- * Groups an array by a key function.
- */
-const groupBy = (arr, fn) => arr.reduce((acc, item) => ((acc[fn(item)] = acc[fn(item)] || []).push(item), acc), {});
-
-/**
- * Returns unique items based on a property.
- */
-const uniqueBy = (arr, key) => [...new Map(arr.map(item => [item[key], item])).values()];
-
-/**
- * Sorts array of objects by property.
- */
-const sortBy = (arr, key, asc = true) => [...arr].sort((a, b) => asc ? (a[key] > b[key] ? 1 : -1) : (a[key] < b[key] ? 1 : -1));
-
-/**
- * Flattens deep arrays.
- */
-const flatten = (arr) => arr.reduce((acc, val) => Array.isArray(val) ? acc.concat(flatten(val)) : acc.concat(val), []);
-
-/**
- * Returns intersection of two arrays.
- */
-const intersection = (a, b) => a.filter(x => b.includes(x));
-
-/**
- * Returns difference of two arrays.
- */
-const difference = (a, b) => a.filter(x => !b.includes(x));
-
-/**
- * Shuffles an array.
- */
-const shuffle = (arr) => [...arr].sort(() => Math.random() - 0.5);
-
-/**
- * Validation Utilities
- */
-
-const isEmail = (str) => /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(str);
-const isURL = (str) => /^(https?:\/\/)?([\da-z.-]+)\.([a-z.]{2,6})([/\w .-]*)*\/?$/.test(str);
-const isStrongPassword = (str) => /^(?=.*[a-z])(?=.*[A-Z])(?=.*\d)[a-zA-Z\d]{8,}$/.test(str);
-const isPhoneNumber = (str) => /^\+?[1-9]\d{1,14}$/.test(str);
-const isCreditCard = (str) => /^(?:4[0-9]{12}(?:[0-9]{3})?|5[1-5][0-9]{14}|3[47][0-9]{13})$/.test(str);
-const isIPv4 = (str) => /^(?:25[0-5]|2[0-4]\d|1\d\d|[1-9]\d|\d)(?:\.(?:25[0-5]|2[0-4]\d|1\d\d|[1-9]\d|\d)){3}$/.test(str);
-
-export {
-    slugify, truncate, capitalize, camelCase, snakeCase, escapeHtml, generateId,
-    formatDate, timeAgo, addDays, isWeekend, getDateRange,
-    chunk, groupBy, uniqueBy, sortBy, flatten, intersection, difference, shuffle,
-    isEmail, isURL, isStrongPassword, isPhoneNumber, isCreditCard, isIPv4
-};
\ No newline at end of file
diff --git a/evals/data/experiments/021-js-utility-library/outputs/base/turn-1.txt b/evals/data/experiments/021-js-utility-library/outputs/base/turn-1.txt
deleted file mode 100644
index b826e66..0000000
--- a/evals/data/experiments/021-js-utility-library/outputs/base/turn-1.txt
+++ /dev/null
@@ -1,25 +0,0 @@
-/**
- * Masks an email address, showing only the first two characters and the domain.
- * @example maskEmail("john.doe@example.com") // "jo***@example.com"
- */
-const maskEmail = (email) => {
-    const [local, domain] = email.split('@');
-    if (!local || !domain) return email;
-    return `${local.slice(0, 2)}***@${domain}`;
-};
-
-/**
- * Returns the pluralized form of a word based on the count.
- * @example pluralize("apple", 1) // "apple"
- * @example pluralize("apple", 5) // "apples"
- */
-const pluralize = (word, count) => (count === 1 ? word : `${word}s`);
-
-/**
- * Counts the number of words in a string.
- * @example wordCount("Hello world, this is a test") // 6
- */
-const wordCount = (str) => {
-    const matches = str.match(/\S+/g);
-    return matches ? matches.length : 0;
-};
\ No newline at end of file
diff --git a/evals/data/experiments/021-js-utility-library/outputs/base/turn-2.txt b/evals/data/experiments/021-js-utility-library/outputs/base/turn-2.txt
deleted file mode 100644
index 0c21f49..0000000
--- a/evals/data/experiments/021-js-utility-library/outputs/base/turn-2.txt
+++ /dev/null
@@ -1,58 +0,0 @@
-/**
- * Date Utilities
- */
-
-/**
- * Formats date to YYYY-MM-DD.
- */
-const formatDate = (date) => date.toISOString().split('T')[0];
-
-/**
- * Returns a human-readable relative time string.
- * @example timeAgo(new Date(Date.now() - 60000)) // "1 minute ago"
- */
-const timeAgo = (date) => {
-    const diff = (new Date() - date) / 1000;
-    const intervals = { year: 31536000, month: 2592000, day: 86400, hour: 3600, minute: 60 };
-    for (const [key, val] of Object.entries(intervals)) {
-        const count = Math.floor(diff / val);
-        if (count >= 1) return `${count} ${key}${count > 1 ? 's' : ''} ago`;
-    }
-    return "just now";
-};
-
-/**
- * Converts milliseconds to a human-readable duration string.
- * @example formatDuration(8130000) // "2h 15m 30s"
- */
-const formatDuration = (ms) => {
-    const seconds = Math.floor((ms / 1000) % 60);
-    const minutes = Math.floor((ms / (1000 * 60)) % 60);
-    const hours = Math.floor((ms / (1000 * 60 * 60)));
-
-    const parts = [];
-    if (hours > 0) parts.push(`${hours}h`);
-    if (minutes > 0) parts.push(`${minutes}m`);
-    if (seconds > 0) parts.push(`${seconds}s`);
-    
-    return parts.join(' ') || "0s";
-};
-
-/**
- * Adds days to a date.
- */
-const addDays = (date, days) => { const d = new Date(date); d.setDate(d.getDate() + days); return d; };
-
-/**
- * Checks if date is a weekend.
- */
-const isWeekend = (date) => date.getDay() === 0 || date.getDay() === 6;
-
-/**
- * Generates array of dates between start and end.
- */
-const getDateRange = (start, end) => {
-    const arr = [];
-    for (let d = new Date(start); d <= end; d.setDate(d.getDate() + 1)) arr.push(new Date(d));
-    return arr;
-};
\ No newline at end of file
diff --git a/evals/data/experiments/021-js-utility-library/outputs/base/turn-3.txt b/evals/data/experiments/021-js-utility-library/outputs/base/turn-3.txt
deleted file mode 100644
index 398c784..0000000
--- a/evals/data/experiments/021-js-utility-library/outputs/base/turn-3.txt
+++ /dev/null
@@ -1,49 +0,0 @@
-/**
- * Object Utilities
- */
-
-/**
- * Creates a deep clone of an object.
- * @example deepClone({ a: 1, b: { c: 2 } })
- */
-const deepClone = (obj) => JSON.parse(JSON.stringify(obj));
-
-/**
- * Deeply merges two objects.
- * @example deepMerge({ a: 1, b: { c: 2 } }, { b: { d: 3 } }) // { a: 1, b: { c: 2, d: 3 } }
- */
-const deepMerge = (target, source) => {
-    for (const key in source) {
-        if (source[key] instanceof Object && key in target) {
-            deepMerge(target[key], source[key]);
-        } else {
-            target[key] = source[key];
-        }
-    }
-    return target;
-};
-
-/**
- * Creates an object composed of the picked object properties.
- * @example pick({ a: 1, b: 2, c: 3 }, ['a', 'c']) // { a: 1, c: 3 }
- */
-const pick = (obj, keys) => keys.reduce((acc, key) => (key in obj ? { ...acc, [key]: obj[key] } : acc), {});
-
-/**
- * Creates an object composed of the properties not omitted.
- * @example omit({ a: 1, b: 2, c: 3 }, ['b']) // { a: 1, c: 3 }
- */
-const omit = (obj, keys) => Object.fromEntries(Object.entries(obj).filter(([key]) => !keys.includes(key)));
-
-/**
- * Performs a deep equality comparison between two values.
- * @example isEqual({ a: 1 }, { a: 1 }) // true
- */
-const isEqual = (a, b) => {
-    if (a === b) return true;
-    if (a instanceof Date && b instanceof Date) return a.getTime() === b.getTime();
-    if (typeof a !== 'object' || a === null || typeof b !== 'object' || b === null) return false;
-    const keysA = Object.keys(a), keysB = Object.keys(b);
-    if (keysA.length !== keysB.length) return false;
-    return keysA.every(key => keysB.includes(key) && isEqual(a[key], b[key]));
-};
\ No newline at end of file
diff --git a/evals/data/experiments/022-ts-state-store/metrics.json b/evals/data/experiments/022-ts-state-store/metrics.json
deleted file mode 100644
index 6b347c7..0000000
--- a/evals/data/experiments/022-ts-state-store/metrics.json
+++ /dev/null
@@ -1,182 +0,0 @@
-{
-  "experiment_id": "022-ts-state-store",
-  "model": "",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:00:26.020566+00:00",
-  "format": "text/typescript",
-  "base_turn0": {
-    "input_tokens": 112,
-    "output_tokens": 997,
-    "latency_ms": 4729,
-    "artifact_bytes": 3368
-  },
-  "aap_turn0": {
-    "input_tokens": 451,
-    "output_tokens": 793,
-    "latency_ms": 4335,
-    "artifact_bytes": 2469
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'applyBulkDiscount' action that applies a 15% discount when the cart h",
-        "input_tokens": 1137,
-        "output_tokens": 1096,
-        "latency_ms": 9780,
-        "output_bytes": 3658,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the getTaxAmount selector to accept a state tax rate parameter instead of",
-        "input_tokens": 2255,
-        "output_tokens": 1129,
-        "latency_ms": 4886,
-        "output_bytes": 3788,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 3392,
-    "total_output_tokens": 2225,
-    "total_latency_ms": 14666
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'applyBulkDiscount' action that applies a 15% discount when the cart h",
-        "input_tokens": 1927,
-        "output_tokens": 686,
-        "latency_ms": 3066,
-        "output_bytes": 1814,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the getTaxAmount selector to accept a state tax rate parameter instead of",
-        "input_tokens": 1759,
-        "output_tokens": 448,
-        "latency_ms": 2661,
-        "output_bytes": 1256,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 3686,
-    "total_output_tokens": 1134,
-    "total_latency_ms": 5727,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 49.0,
-    "input_token_savings_pct": -8.7,
-    "latency_savings_pct": 61.0
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 112,
-        "base_output": 997,
-        "base_latency_ms": 4729,
-        "aap_input": 451,
-        "aap_output": 793,
-        "aap_latency_ms": 4335
-      },
-      {
-        "turn": 1,
-        "base_input": 1137,
-        "base_output": 1096,
-        "base_latency_ms": 9780,
-        "aap_input": 1927,
-        "aap_output": 686,
-        "aap_latency_ms": 3066,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 2255,
-        "base_output": 1129,
-        "base_latency_ms": 4886,
-        "aap_input": 1759,
-        "aap_output": 448,
-        "aap_latency_ms": 2661,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 3504,
-      "base_output": 3222,
-      "base_combined": 6726,
-      "aap_input": 4137,
-      "aap_output": 1927,
-      "aap_combined": 6064,
-      "base_latency_ms": 19395,
-      "aap_latency_ms": 10062,
-      "output_savings_pct": 40.2,
-      "input_delta_pct": 18.1,
-      "combined_savings_pct": 9.8,
-      "latency_savings_pct": 48.1
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.3219,
-        "token_f1": 0.6723,
-        "base_char_count": 3368,
-        "aap_char_count": 2311,
-        "char_delta_pct": -31.4,
-        "lines_added": 26,
-        "lines_removed": 48,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.0913,
-        "token_f1": 0.1591,
-        "base_char_count": 3658,
-        "aap_char_count": 1706,
-        "char_delta_pct": -53.4,
-        "lines_added": 52,
-        "lines_removed": 95,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.2298,
-        "token_f1": 0.4092,
-        "base_char_count": 3788,
-        "aap_char_count": 1137,
-        "char_delta_pct": -70.0,
-        "lines_added": 18,
-        "lines_removed": 80,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.2143,
-    "mean_token_f1": 0.4135,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/022-ts-state-store/outputs/aap/turn-0.ts b/evals/data/experiments/022-ts-state-store/outputs/aap/turn-0.ts
deleted file mode 100644
index 98f5c7a..0000000
--- a/evals/data/experiments/022-ts-state-store/outputs/aap/turn-0.ts
+++ /dev/null
@@ -1,75 +0,0 @@
-<aap:target id="cart-store">
-export interface Product {
-  id: string;
-  name: string;
-  price: number;
-}
-
-export interface CartItem extends Product {
-  quantity: number;
-}
-
-export interface CartState {
-  <aap:target id="items">items: CartItem[];</aap:target>
-  <aap:target id="coupon-code">couponCode: string | null;</aap:target>
-  <aap:target id="tax-rate">taxRate: number;</aap:target>
-}
-
-export type CartAction =
-  | { type: 'ADD_ITEM'; payload: Product }
-  | { type: 'REMOVE_ITEM'; payload: string }
-  | { type: 'UPDATE_QUANTITY'; payload: { id: string; quantity: number } }
-  | { type: 'APPLY_COUPON'; payload: string | null }
-  | { type: 'CLEAR_CART' };
-
-export const initialState: CartState = {
-  items: [],
-  couponCode: null,
-  taxRate: 0.08,
-};
-
-export const cartReducer = (state: CartState, action: CartAction): CartState => {
-  switch (action.type) {
-    case 'ADD_ITEM':
-      const existing = state.items.find(i => i.id === action.payload.id);
-      return {
-        ...state,
-        items: existing
-          ? state.items.map(i => i.id === action.payload.id ? { ...i, quantity: i.quantity + 1 } : i)
-          : [...state.items, { ...action.payload, quantity: 1 }]
-      };
-    case 'REMOVE_ITEM':
-      return { ...state, items: state.items.filter(i => i.id !== action.payload) };
-    case 'UPDATE_QUANTITY':
-      return {
-        ...state,
-        items: state.items.map(i => i.id === action.payload.id ? { ...i, quantity: action.payload.quantity } : i)
-      };
-    case 'APPLY_COUPON':
-      return { ...state, couponCode: action.payload };
-    case 'CLEAR_CART':
-      return { ...initialState };
-    default:
-      return state;
-  }
-};
-
-export const selectors = {
-  getCartItems: (state: CartState) => state.items,
-  getItemCount: (state: CartState) => state.items.reduce((acc, item) => acc + item.quantity, 0),
-  getCartTotal: (state: CartState) => state.items.reduce((acc, item) => acc + (item.price * item.quantity), 0),
-  getCouponDiscount: (state: CartState) => state.couponCode === 'SAVE10' ? 0.10 : 0,
-  getTaxAmount: (state: CartState) => {
-    const subtotal = state.items.reduce((acc, item) => acc + (item.price * item.quantity), 0);
-    return subtotal * state.taxRate;
-  }
-};
-
-export const persistence = {
-  save: (state: CartState) => localStorage.setItem('cart', JSON.stringify(state)),
-  load: (): CartState | null => {
-    const data = localStorage.getItem('cart');
-    return data ? JSON.parse(data) : null;
-  }
-};
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/022-ts-state-store/outputs/aap/turn-1.json b/evals/data/experiments/022-ts-state-store/outputs/aap/turn-1.json
deleted file mode 100644
index ec37f6f..0000000
--- a/evals/data/experiments/022-ts-state-store/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "cart-store-edit-1",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"cart-store\",\n  \"version\": 2,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"insert_after\",\n      \"target\": { \"type\": \"id\", \"value\": \"coupon-code\" },\n      \"content\": \"  <aap:target id=\\\"bulk-discount-applied\\\">bulkDiscountApplied: boolean;</aap:target>\"\n    },\n    {\n      \"op\": \"insert_after\",\n      \"target\": { \"type\": \"id\", \"value\": \"items\" },\n      \"content\": \"  <aap:target id=\\\"bulk-discount-applied\\\">bulkDiscountApplied: boolean;</aap:target>\"\n    },\n    {\n      \"op\": \"replace\",\n      \"target\": { \"type\": \"id\", \"value\": \"items\" },\n      \"content\": \"items: CartItem[];\\n  bulkDiscountApplied: boolean;\"\n    },\n    {\n      \"op\": \"insert_before\",\n      \"target\": { \"type\": \"id\", \"value\": \"coupon-code\" },\n      \"content\": \"  bulkDiscountApplied: boolean;\"\n    },\n    {\n      \"op\": \"replace\",\n      \"target\": { \"type\": \"id\", \"value\": \"items\" },\n      \"content\": \"items: CartItem[];\"\n    },\n    {\n      \"op\": \"replace\",\n      \"target\": { \"type\": \"id\", \"value\": \"coupon-code\" },\n      \"content\": \"couponCode: string | null;\\n  bulkDiscountApplied: boolean;\"\n    },\n    {\n      \"op\": \"insert_before\",\n      \"target\": { \"type\": \"id\", \"value\": \"CLEAR_CART\" },\n      \"content\": \"  | { type: 'APPLY_BULK_DISCOUNT' }\"\n    },\n    {\n      \"op\": \"replace\",\n      \"target\": { \"type\": \"id\", \"value\": \"initialState\" },\n      \"content\": \"export const initialState: CartState = {\\n  items: [],\\n  couponCode: null,\\n  bulkDiscountApplied: false,\\n  taxRate: 0.08,\\n};\"\n    },\n    {\n      \"op\": \"insert_before\",\n      \"target\": { \"type\": \"id\", \"value\": \"case 'APPLY_COUPON'\" },\n      \"content\": \"    case 'APPLY_BULK_DISCOUNT':\\n      const totalItems = state.items.reduce((acc, i) => acc + i.quantity, 0);\\n      return { ...state, bulkDiscountApplied: totalItems >= 5 };\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/022-ts-state-store/outputs/aap/turn-1.ts b/evals/data/experiments/022-ts-state-store/outputs/aap/turn-1.ts
deleted file mode 100644
index 9da4db4..0000000
--- a/evals/data/experiments/022-ts-state-store/outputs/aap/turn-1.ts
+++ /dev/null
@@ -1,53 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "cart-store",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "insert_after",
-      "target": { "type": "id", "value": "coupon-code" },
-      "content": "  <aap:target id=\"bulk-discount-applied\">bulkDiscountApplied: boolean;</aap:target>"
-    },
-    {
-      "op": "insert_after",
-      "target": { "type": "id", "value": "items" },
-      "content": "  <aap:target id=\"bulk-discount-applied\">bulkDiscountApplied: boolean;</aap:target>"
-    },
-    {
-      "op": "replace",
-      "target": { "type": "id", "value": "items" },
-      "content": "items: CartItem[];\n  bulkDiscountApplied: boolean;"
-    },
-    {
-      "op": "insert_before",
-      "target": { "type": "id", "value": "coupon-code" },
-      "content": "  bulkDiscountApplied: boolean;"
-    },
-    {
-      "op": "replace",
-      "target": { "type": "id", "value": "items" },
-      "content": "items: CartItem[];"
-    },
-    {
-      "op": "replace",
-      "target": { "type": "id", "value": "coupon-code" },
-      "content": "couponCode: string | null;\n  bulkDiscountApplied: boolean;"
-    },
-    {
-      "op": "insert_before",
-      "target": { "type": "id", "value": "CLEAR_CART" },
-      "content": "  | { type: 'APPLY_BULK_DISCOUNT' }"
-    },
-    {
-      "op": "replace",
-      "target": { "type": "id", "value": "initialState" },
-      "content": "export const initialState: CartState = {\n  items: [],\n  couponCode: null,\n  bulkDiscountApplied: false,\n  taxRate: 0.08,\n};"
-    },
-    {
-      "op": "insert_before",
-      "target": { "type": "id", "value": "case 'APPLY_COUPON'" },
-      "content": "    case 'APPLY_BULK_DISCOUNT':\n      const totalItems = state.items.reduce((acc, i) => acc + i.quantity, 0);\n      return { ...state, bulkDiscountApplied: totalItems >= 5 };"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/022-ts-state-store/outputs/aap/turn-2.json b/evals/data/experiments/022-ts-state-store/outputs/aap/turn-2.json
deleted file mode 100644
index 772e400..0000000
--- a/evals/data/experiments/022-ts-state-store/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "cart-store-updated",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "interface CartState {\n  <aap:target id=\"items\">items: CartItem[];</aap:target>\n  <aap:target id=\"coupon-code\">couponCode: string | null;\n  bulkDiscountApplied: boolean;</aap:target>\n  taxRate: number;\n}\n\nexport const initialState: CartState = {\n  items: [],\n  couponCode: null,\n  bulkDiscountApplied: false,\n  taxRate: 0.08,\n};\n\ntype CartAction =\n  | { type: 'ADD_ITEM'; payload: CartItem }\n  | { type: 'REMOVE_ITEM'; payload: string }\n  | { type: 'APPLY_COUPON'; payload: string }\n  | { type: 'APPLY_BULK_DISCOUNT' }\n  | <aap:target id=\"CLEAR_CART\">{ type: 'CLEAR_CART' }</aap:target>;\n\nexport function cartReducer(state: CartState, action: CartAction): CartState {\n  switch (action.type) {\n    case 'APPLY_BULK_DISCOUNT':\n      const totalItems = state.items.reduce((acc, i) => acc + i.quantity, 0);\n      return { ...state, bulkDiscountApplied: totalItems >= 5 };\n    case 'APPLY_COUPON':\n      return { ...state, couponCode: action.payload };\n    case 'CLEAR_CART':\n      return initialState;\n    default:\n      return state;\n  }\n}\n\nexport const getSubtotal = (items: CartItem[]) => items.reduce((sum, item) => sum + item.price * item.quantity, 0);\n\nexport const getTaxAmount = (state: CartState, taxRate: number) => getSubtotal(state.items) * taxRate;"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/022-ts-state-store/outputs/aap/turn-2.ts b/evals/data/experiments/022-ts-state-store/outputs/aap/turn-2.ts
deleted file mode 100644
index 88a579d..0000000
--- a/evals/data/experiments/022-ts-state-store/outputs/aap/turn-2.ts
+++ /dev/null
@@ -1,38 +0,0 @@
-interface CartState {
-  <aap:target id="items">items: CartItem[];</aap:target>
-  <aap:target id="coupon-code">couponCode: string | null;
-  bulkDiscountApplied: boolean;</aap:target>
-  taxRate: number;
-}
-
-export const initialState: CartState = {
-  items: [],
-  couponCode: null,
-  bulkDiscountApplied: false,
-  taxRate: 0.08,
-};
-
-type CartAction =
-  | { type: 'ADD_ITEM'; payload: CartItem }
-  | { type: 'REMOVE_ITEM'; payload: string }
-  | { type: 'APPLY_COUPON'; payload: string }
-  | { type: 'APPLY_BULK_DISCOUNT' }
-  | <aap:target id="CLEAR_CART">{ type: 'CLEAR_CART' }</aap:target>;
-
-export function cartReducer(state: CartState, action: CartAction): CartState {
-  switch (action.type) {
-    case 'APPLY_BULK_DISCOUNT':
-      const totalItems = state.items.reduce((acc, i) => acc + i.quantity, 0);
-      return { ...state, bulkDiscountApplied: totalItems >= 5 };
-    case 'APPLY_COUPON':
-      return { ...state, couponCode: action.payload };
-    case 'CLEAR_CART':
-      return initialState;
-    default:
-      return state;
-  }
-}
-
-export const getSubtotal = (items: CartItem[]) => items.reduce((sum, item) => sum + item.price * item.quantity, 0);
-
-export const getTaxAmount = (state: CartState, taxRate: number) => getSubtotal(state.items) * taxRate;
\ No newline at end of file
diff --git a/evals/data/experiments/022-ts-state-store/outputs/base/turn-0.ts b/evals/data/experiments/022-ts-state-store/outputs/base/turn-0.ts
deleted file mode 100644
index c9a9a02..0000000
--- a/evals/data/experiments/022-ts-state-store/outputs/base/turn-0.ts
+++ /dev/null
@@ -1,96 +0,0 @@
-export interface Product {
-  id: string;
-  name: string;
-  price: number;
-}
-
-export interface CartItem extends Product {
-  quantity: number;
-}
-
-export interface CartState {
-  items: CartItem[];
-  couponCode: string | null;
-  discountRate: number;
-  taxRate: number;
-}
-
-export type CartAction =
-  | { type: 'ADD_ITEM'; payload: Product }
-  | { type: 'REMOVE_ITEM'; payload: string }
-  | { type: 'UPDATE_QUANTITY'; payload: { id: string; quantity: number } }
-  | { type: 'APPLY_COUPON'; payload: { code: string; discount: number } }
-  | { type: 'CLEAR_CART' };
-
-export const initialState: CartState = {
-  items: [],
-  couponCode: null,
-  discountRate: 0,
-  taxRate: 0.08,
-};
-
-export const addItem = (product: Product): CartAction => ({ type: 'ADD_ITEM', payload: product });
-export const removeItem = (id: string): CartAction => ({ type: 'REMOVE_ITEM', payload: id });
-export const updateQuantity = (id: string, quantity: number): CartAction => ({ type: 'UPDATE_QUANTITY', payload: { id, quantity } });
-export const applyCoupon = (code: string, discount: number): CartAction => ({ type: 'APPLY_COUPON', payload: { code, discount } });
-export const clearCart = (): CartAction => ({ type: 'CLEAR_CART' });
-
-export const cartReducer = (state: CartState, action: CartAction): CartState => {
-  switch (action.type) {
-    case 'ADD_ITEM': {
-      const existingItem = state.items.find((item) => item.id === action.payload.id);
-      if (existingItem) {
-        return {
-          ...state,
-          items: state.items.map((item) =>
-            item.id === action.payload.id ? { ...item, quantity: item.quantity + 1 } : item
-          ),
-        };
-      }
-      return { ...state, items: [...state.items, { ...action.payload, quantity: 1 }] };
-    }
-    case 'REMOVE_ITEM':
-      return { ...state, items: state.items.filter((item) => item.id !== action.payload) };
-    case 'UPDATE_QUANTITY':
-      return {
-        ...state,
-        items: state.items.map((item) =>
-          item.id === action.payload.id ? { ...item, quantity: action.payload.quantity } : item
-        ),
-      };
-    case 'APPLY_COUPON':
-      return { ...state, couponCode: action.payload.code, discountRate: action.payload.discount };
-    case 'CLEAR_CART':
-      return { ...initialState };
-    default:
-      return state;
-  }
-};
-
-export const getCartItems = (state: CartState) => state.items;
-export const getItemCount = (state: CartState) => state.items.reduce((acc, item) => acc + item.quantity, 0);
-export const getCartTotal = (state: CartState) => {
-  const subtotal = state.items.reduce((acc, item) => acc + item.price * item.quantity, 0);
-  const discount = subtotal * state.discountRate;
-  return subtotal - discount;
-};
-export const getCouponDiscount = (state: CartState) => 
-  state.items.reduce((acc, item) => acc + item.price * item.quantity, 0) * state.discountRate;
-export const getTaxAmount = (state: CartState) => getCartTotal(state) * state.taxRate;
-
-export const loadState = (): CartState => {
-  try {
-    const serializedState = localStorage.getItem('cart_state');
-    return serializedState ? JSON.parse(serializedState) : initialState;
-  } catch (err) {
-    return initialState;
-  }
-};
-
-export const saveState = (state: CartState) => {
-  try {
-    localStorage.setItem('cart_state', JSON.stringify(state));
-  } catch (err) {
-    console.error("Could not save state", err);
-  }
-};
\ No newline at end of file
diff --git a/evals/data/experiments/022-ts-state-store/outputs/base/turn-1.ts b/evals/data/experiments/022-ts-state-store/outputs/base/turn-1.ts
deleted file mode 100644
index 2a84c32..0000000
--- a/evals/data/experiments/022-ts-state-store/outputs/base/turn-1.ts
+++ /dev/null
@@ -1,96 +0,0 @@
-export interface Product {
-  id: string;
-  name: string;
-  price: number;
-}
-
-export interface CartItem extends Product {
-  quantity: number;
-}
-
-export interface CartState {
-  items: CartItem[];
-  couponCode: string | null;
-  discountRate: number;
-  taxRate: number;
-  bulkDiscountApplied: boolean;
-}
-
-export type CartAction =
-  | { type: 'ADD_ITEM'; payload: Product }
-  | { type: 'REMOVE_ITEM'; payload: string }
-  | { type: 'UPDATE_QUANTITY'; payload: { id: string; quantity: number } }
-  | { type: 'APPLY_COUPON'; payload: { code: string; discount: number } }
-  | { type: 'APPLY_BULK_DISCOUNT' }
-  | { type: 'CLEAR_CART' };
-
-export const initialState: CartState = {
-  items: [],
-  couponCode: null,
-  discountRate: 0,
-  taxRate: 0.08,
-  bulkDiscountApplied: false,
-};
-
-export const addItem = (product: Product): CartAction => ({ type: 'ADD_ITEM', payload: product });
-export const removeItem = (id: string): CartAction => ({ type: 'REMOVE_ITEM', payload: id });
-export const updateQuantity = (id: string, quantity: number): CartAction => ({ type: 'UPDATE_QUANTITY', payload: { id, quantity } });
-export const applyCoupon = (code: string, discount: number): CartAction => ({ type: 'APPLY_COUPON', payload: { code, discount } });
-export const applyBulkDiscount = (): CartAction => ({ type: 'APPLY_BULK_DISCOUNT' });
-export const clearCart = (): CartAction => ({ type: 'CLEAR_CART' });
-
-export const cartReducer = (state: CartState, action: CartAction): CartState => {
-  switch (action.type) {
-    case 'ADD_ITEM': {
-      const existingItem = state.items.find((item) => item.id === action.payload.id);
-      return {
-        ...state,
-        items: existingItem 
-          ? state.items.map((item) => item.id === action.payload.id ? { ...item, quantity: item.quantity + 1 } : item)
-          : [...state.items, { ...action.payload, quantity: 1 }]
-      };
-    }
-    case 'REMOVE_ITEM':
-      return { ...state, items: state.items.filter((item) => item.id !== action.payload) };
-    case 'UPDATE_QUANTITY':
-      return {
-        ...state,
-        items: state.items.map((item) => item.id === action.payload.id ? { ...item, quantity: action.payload.quantity } : item)
-      };
-    case 'APPLY_COUPON':
-      return { ...state, couponCode: action.payload.code, discountRate: action.payload.discount };
-    case 'APPLY_BULK_DISCOUNT': {
-      const totalItems = state.items.reduce((acc, item) => acc + item.quantity, 0);
-      return totalItems >= 5 
-        ? { ...state, discountRate: 0.15, bulkDiscountApplied: true }
-        : state;
-    }
-    case 'CLEAR_CART':
-      return { ...initialState };
-    default:
-      return state;
-  }
-};
-
-export const getCartItems = (state: CartState) => state.items;
-export const getItemCount = (state: CartState) => state.items.reduce((acc, item) => acc + item.quantity, 0);
-export const getCartTotal = (state: CartState) => {
-  const subtotal = state.items.reduce((acc, item) => acc + item.price * item.quantity, 0);
-  return subtotal * (1 - state.discountRate);
-};
-export const getCouponDiscount = (state: CartState) => 
-  state.items.reduce((acc, item) => acc + item.price * item.quantity, 0) * state.discountRate;
-export const getTaxAmount = (state: CartState) => getCartTotal(state) * state.taxRate;
-
-export const loadState = (): CartState => {
-  try {
-    const serializedState = localStorage.getItem('cart_state');
-    return serializedState ? JSON.parse(serializedState) : initialState;
-  } catch { return initialState; }
-};
-
-export const saveState = (state: CartState) => {
-  try {
-    localStorage.setItem('cart_state', JSON.stringify(state));
-  } catch (err) { console.error("Could not save state", err); }
-};
\ No newline at end of file
diff --git a/evals/data/experiments/022-ts-state-store/outputs/base/turn-2.ts b/evals/data/experiments/022-ts-state-store/outputs/base/turn-2.ts
deleted file mode 100644
index 4ec0880..0000000
--- a/evals/data/experiments/022-ts-state-store/outputs/base/turn-2.ts
+++ /dev/null
@@ -1,100 +0,0 @@
-export interface Product {
-  id: string;
-  name: string;
-  price: number;
-}
-
-export interface CartItem extends Product {
-  quantity: number;
-}
-
-export interface CartState {
-  items: CartItem[];
-  couponCode: string | null;
-  discountRate: number;
-  taxRate: number;
-  bulkDiscountApplied: boolean;
-}
-
-export type CartAction =
-  | { type: 'ADD_ITEM'; payload: Product }
-  | { type: 'REMOVE_ITEM'; payload: string }
-  | { type: 'UPDATE_QUANTITY'; payload: { id: string; quantity: number } }
-  | { type: 'APPLY_COUPON'; payload: { code: string; discount: number } }
-  | { type: 'APPLY_BULK_DISCOUNT' }
-  | { type: 'CLEAR_CART' };
-
-export const initialState: CartState = {
-  items: [],
-  couponCode: null,
-  discountRate: 0,
-  taxRate: 0.08,
-  bulkDiscountApplied: false,
-};
-
-export const addItem = (product: Product): CartAction => ({ type: 'ADD_ITEM', payload: product });
-export const removeItem = (id: string): CartAction => ({ type: 'REMOVE_ITEM', payload: id });
-export const updateQuantity = (id: string, quantity: number): CartAction => ({ type: 'UPDATE_QUANTITY', payload: { id, quantity } });
-export const applyCoupon = (code: string, discount: number): CartAction => ({ type: 'APPLY_COUPON', payload: { code, discount } });
-export const applyBulkDiscount = (): CartAction => ({ type: 'APPLY_BULK_DISCOUNT' });
-export const clearCart = (): CartAction => ({ type: 'CLEAR_CART' });
-
-export const cartReducer = (state: CartState, action: CartAction): CartState => {
-  switch (action.type) {
-    case 'ADD_ITEM': {
-      const existingItem = state.items.find((item) => item.id === action.payload.id);
-      return {
-        ...state,
-        items: existingItem 
-          ? state.items.map((item) => item.id === action.payload.id ? { ...item, quantity: item.quantity + 1 } : item)
-          : [...state.items, { ...action.payload, quantity: 1 }]
-      };
-    }
-    case 'REMOVE_ITEM':
-      return { ...state, items: state.items.filter((item) => item.id !== action.payload) };
-    case 'UPDATE_QUANTITY':
-      return {
-        ...state,
-        items: state.items.map((item) => item.id === action.payload.id ? { ...item, quantity: action.payload.quantity } : item)
-      };
-    case 'APPLY_COUPON':
-      return { ...state, couponCode: action.payload.code, discountRate: action.payload.discount };
-    case 'APPLY_BULK_DISCOUNT': {
-      const totalItems = state.items.reduce((acc, item) => acc + item.quantity, 0);
-      return totalItems >= 5 
-        ? { ...state, discountRate: 0.15, bulkDiscountApplied: true }
-        : state;
-    }
-    case 'CLEAR_CART':
-      return { ...initialState };
-    default:
-      return state;
-  }
-};
-
-export const getCartItems = (state: CartState) => state.items;
-export const getItemCount = (state: CartState) => state.items.reduce((acc, item) => acc + item.quantity, 0);
-export const getCartTotal = (state: CartState) => {
-  const subtotal = state.items.reduce((acc, item) => acc + item.price * item.quantity, 0);
-  return subtotal * (1 - state.discountRate);
-};
-export const getCouponDiscount = (state: CartState) => 
-  state.items.reduce((acc, item) => acc + item.price * item.quantity, 0) * state.discountRate;
-
-export const getTaxAmount = (state: CartState, customTaxRate?: number) => {
-  const effectiveTaxRate = customTaxRate !== undefined ? customTaxRate : state.taxRate;
-  return getCartTotal(state) * effectiveTaxRate;
-};
-
-export const loadState = (): CartState => {
-  try {
-    const serializedState = localStorage.getItem('cart_state');
-    return serializedState ? JSON.parse(serializedState) : initialState;
-  } catch { return initialState; }
-};
-
-export const saveState = (state: CartState) => {
-  try {
-    localStorage.setItem('cart_state', JSON.stringify(state));
-  } catch (err) { console.error("Could not save state", err); }
-};
\ No newline at end of file
diff --git a/evals/data/experiments/023-json-openapi-spec/metrics.json b/evals/data/experiments/023-json-openapi-spec/metrics.json
deleted file mode 100644
index 7a300d4..0000000
--- a/evals/data/experiments/023-json-openapi-spec/metrics.json
+++ /dev/null
@@ -1,334 +0,0 @@
-{
-  "experiment_id": "023-json-openapi-spec",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:13:20.887089+00:00",
-  "format": "application/json",
-  "base_turn0": {
-    "input_tokens": 163,
-    "output_tokens": 1230,
-    "latency_ms": 7089,
-    "artifact_bytes": 3647,
-    "ttft_ms": 0,
-    "ttlt_ms": 5138,
-    "median_itl_ms": 92.58
-  },
-  "aap_turn0": {
-    "input_tokens": 502,
-    "output_tokens": 835,
-    "latency_ms": 3570,
-    "artifact_bytes": 2478,
-    "ttft_ms": 0,
-    "ttlt_ms": 2833,
-    "median_itl_ms": 77.26
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new /wishlist endpoint group with POST /wishlist (add item), GET /wishlist",
-        "input_tokens": 1438,
-        "output_tokens": 891,
-        "latency_ms": 3890,
-        "output_bytes": 2851,
-        "ttft_ms": 0,
-        "ttlt_ms": 2781,
-        "median_itl_ms": 78.41,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the Book schema to include a 'format' enum field with values 'hardcover',",
-        "input_tokens": 2360,
-        "output_tokens": 946,
-        "latency_ms": 3824,
-        "output_bytes": 3075,
-        "ttft_ms": 0,
-        "ttlt_ms": 2931,
-        "median_itl_ms": 74.48,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add rate limiting information to the API info section: 100 requests per minute f",
-        "input_tokens": 3334,
-        "output_tokens": 980,
-        "latency_ms": 4541,
-        "output_bytes": 3189,
-        "ttft_ms": 0,
-        "ttlt_ms": 3576,
-        "median_itl_ms": 91.85,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 4,
-        "edit": "Add a new /search endpoint that accepts query, category, price_min, price_max, a",
-        "input_tokens": 4341,
-        "output_tokens": 1275,
-        "latency_ms": 5252,
-        "output_bytes": 4151,
-        "ttft_ms": 0,
-        "ttlt_ms": 4383,
-        "median_itl_ms": 81.03,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 11473,
-    "total_output_tokens": 4092,
-    "total_latency_ms": 17507
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new /wishlist endpoint group with POST /wishlist (add item), GET /wishlist",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 105409,
-        "output_bytes": 2478,
-        "ttft_ms": null,
-        "ttlt_ms": null,
-        "median_itl_ms": null,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": false,
-        "apply_succeeded": false,
-        "envelope_name": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the Book schema to include a 'format' enum field with values 'hardcover',",
-        "input_tokens": 1972,
-        "output_tokens": 114,
-        "latency_ms": 1330,
-        "output_bytes": 2478,
-        "ttft_ms": 0,
-        "ttlt_ms": 0,
-        "median_itl_ms": 0.5,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Add rate limiting information to the API info section: 100 requests per minute f",
-        "input_tokens": 1969,
-        "output_tokens": 152,
-        "latency_ms": 4264,
-        "output_bytes": 2478,
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diff --git a/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-0.json b/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-0.json
deleted file mode 100644
index be89b60..0000000
--- a/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-0.json
+++ /dev/null
@@ -1,79 +0,0 @@
-{
-  "openapi": "3.0.0",
-  "info": {
-    "title": "<aap:target id=\"api-title\">Bookstore API</aap:target>",
-    "version": "<aap:target id=\"api-version\">1.0.0</aap:target>",
-    "description": "API for managing bookstore operations.",
-    "contact": {
-      "name": "Support",
-      "email": "support@bookstore.api"
-    }
-  },
-  "security": [
-    {
-      "bearerAuth": []
-    }
-  ],
-  "components": {
-    "securitySchemes": {
-      "bearerAuth": {
-        "type": "http",
-        "scheme": "bearer",
-        "bearerFormat": "JWT"
-      }
-    },
-    "schemas": {
-      "Book": {
-        "type": "object",
-        "properties": {
-          "id": { "type": "string" },
-          "title": { "type": "string" },
-          "authorId": { "type": "string" }
-        }
-      },
-      "ErrorResponse": {
-        "type": "object",
-        "properties": {
-          "code": { "type": "integer" },
-          "message": { "type": "string" }
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-      }
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-  },
-  "paths": {
-    "/books": {
-      "get": {
-        "summary": "List books",
-        "responses": {
-          "200": { "description": "Success" },
-          "500": { "$ref": "#/components/schemas/ErrorResponse" }
-        }
-      },
-      "post": {
-        "summary": "Create book",
-        "responses": {
-          "201": { "description": "Created" },
-          "400": { "$ref": "#/components/schemas/ErrorResponse" }
-        }
-      }
-    },
-    "/books/{id}": {
-      "get": {
-        "parameters": [{ "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }],
-        "responses": { "200": { "$ref": "#/components/schemas/Book" }, "404": { "$ref": "#/components/schemas/ErrorResponse" } }
-      },
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-        "responses": { "200": { "$ref": "#/components/schemas/Book" }, "400": { "$ref": "#/components/schemas/ErrorResponse" } }
-      },
-      "delete": {
-        "parameters": [{ "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }],
-        "responses": { "204": { "description": "Deleted" } }
-      }
-    },
-    "/authors": { "get": { "responses": { "200": { "description": "OK" } } } },
-    "/categories": { "get": { "responses": { "200": { "description": "OK" } } } },
-    "/orders": { "post": { "responses": { "201": { "description": "Created" } } } },
-    "/reviews": { "post": { "responses": { "201": { "description": "Created" } } } }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-1.json b/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-1.json
deleted file mode 100644
index be89b60..0000000
--- a/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,79 +0,0 @@
-{
-  "openapi": "3.0.0",
-  "info": {
-    "title": "<aap:target id=\"api-title\">Bookstore API</aap:target>",
-    "version": "<aap:target id=\"api-version\">1.0.0</aap:target>",
-    "description": "API for managing bookstore operations.",
-    "contact": {
-      "name": "Support",
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-    }
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-        "type": "http",
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-        "bearerFormat": "JWT"
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-        "type": "object",
-        "properties": {
-          "id": { "type": "string" },
-          "title": { "type": "string" },
-          "authorId": { "type": "string" }
-        }
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-        "type": "object",
-        "properties": {
-          "code": { "type": "integer" },
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-  },
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-    "/books": {
-      "get": {
-        "summary": "List books",
-        "responses": {
-          "200": { "description": "Success" },
-          "500": { "$ref": "#/components/schemas/ErrorResponse" }
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-        "responses": { "200": { "$ref": "#/components/schemas/Book" }, "400": { "$ref": "#/components/schemas/ErrorResponse" } }
-      },
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-        "parameters": [{ "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }],
-        "responses": { "204": { "description": "Deleted" } }
-      }
-    },
-    "/authors": { "get": { "responses": { "200": { "description": "OK" } } } },
-    "/categories": { "get": { "responses": { "200": { "description": "OK" } } } },
-    "/orders": { "post": { "responses": { "201": { "description": "Created" } } } },
-    "/reviews": { "post": { "responses": { "201": { "description": "Created" } } } }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-2.json b/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-2.json
deleted file mode 100644
index be89b60..0000000
--- a/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,79 +0,0 @@
-{
-  "openapi": "3.0.0",
-  "info": {
-    "title": "<aap:target id=\"api-title\">Bookstore API</aap:target>",
-    "version": "<aap:target id=\"api-version\">1.0.0</aap:target>",
-    "description": "API for managing bookstore operations.",
-    "contact": {
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-    }
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-  "security": [
-    {
-      "bearerAuth": []
-    }
-  ],
-  "components": {
-    "securitySchemes": {
-      "bearerAuth": {
-        "type": "http",
-        "scheme": "bearer",
-        "bearerFormat": "JWT"
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-    "schemas": {
-      "Book": {
-        "type": "object",
-        "properties": {
-          "id": { "type": "string" },
-          "title": { "type": "string" },
-          "authorId": { "type": "string" }
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-          "500": { "$ref": "#/components/schemas/ErrorResponse" }
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-        "responses": {
-          "201": { "description": "Created" },
-          "400": { "$ref": "#/components/schemas/ErrorResponse" }
-        }
-      }
-    },
-    "/books/{id}": {
-      "get": {
-        "parameters": [{ "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }],
-        "responses": { "200": { "$ref": "#/components/schemas/Book" }, "404": { "$ref": "#/components/schemas/ErrorResponse" } }
-      },
-      "put": {
-        "parameters": [{ "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }],
-        "responses": { "200": { "$ref": "#/components/schemas/Book" }, "400": { "$ref": "#/components/schemas/ErrorResponse" } }
-      },
-      "delete": {
-        "parameters": [{ "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }],
-        "responses": { "204": { "description": "Deleted" } }
-      }
-    },
-    "/authors": { "get": { "responses": { "200": { "description": "OK" } } } },
-    "/categories": { "get": { "responses": { "200": { "description": "OK" } } } },
-    "/orders": { "post": { "responses": { "201": { "description": "Created" } } } },
-    "/reviews": { "post": { "responses": { "201": { "description": "Created" } } } }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-3.json b/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-3.json
deleted file mode 100644
index be89b60..0000000
--- a/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,79 +0,0 @@
-{
-  "openapi": "3.0.0",
-  "info": {
-    "title": "<aap:target id=\"api-title\">Bookstore API</aap:target>",
-    "version": "<aap:target id=\"api-version\">1.0.0</aap:target>",
-    "description": "API for managing bookstore operations.",
-    "contact": {
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-      "email": "support@bookstore.api"
-    }
-  },
-  "security": [
-    {
-      "bearerAuth": []
-    }
-  ],
-  "components": {
-    "securitySchemes": {
-      "bearerAuth": {
-        "type": "http",
-        "scheme": "bearer",
-        "bearerFormat": "JWT"
-      }
-    },
-    "schemas": {
-      "Book": {
-        "type": "object",
-        "properties": {
-          "id": { "type": "string" },
-          "title": { "type": "string" },
-          "authorId": { "type": "string" }
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-      }
-    }
-  },
-  "paths": {
-    "/books": {
-      "get": {
-        "summary": "List books",
-        "responses": {
-          "200": { "description": "Success" },
-          "500": { "$ref": "#/components/schemas/ErrorResponse" }
-        }
-      },
-      "post": {
-        "summary": "Create book",
-        "responses": {
-          "201": { "description": "Created" },
-          "400": { "$ref": "#/components/schemas/ErrorResponse" }
-        }
-      }
-    },
-    "/books/{id}": {
-      "get": {
-        "parameters": [{ "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }],
-        "responses": { "200": { "$ref": "#/components/schemas/Book" }, "404": { "$ref": "#/components/schemas/ErrorResponse" } }
-      },
-      "put": {
-        "parameters": [{ "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }],
-        "responses": { "200": { "$ref": "#/components/schemas/Book" }, "400": { "$ref": "#/components/schemas/ErrorResponse" } }
-      },
-      "delete": {
-        "parameters": [{ "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }],
-        "responses": { "204": { "description": "Deleted" } }
-      }
-    },
-    "/authors": { "get": { "responses": { "200": { "description": "OK" } } } },
-    "/categories": { "get": { "responses": { "200": { "description": "OK" } } } },
-    "/orders": { "post": { "responses": { "201": { "description": "Created" } } } },
-    "/reviews": { "post": { "responses": { "201": { "description": "Created" } } } }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-4.json b/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-4.json
deleted file mode 100644
index be89b60..0000000
--- a/evals/data/experiments/023-json-openapi-spec/outputs/aap/turn-4.json
+++ /dev/null
@@ -1,79 +0,0 @@
-{
-  "openapi": "3.0.0",
-  "info": {
-    "title": "<aap:target id=\"api-title\">Bookstore API</aap:target>",
-    "version": "<aap:target id=\"api-version\">1.0.0</aap:target>",
-    "description": "API for managing bookstore operations.",
-    "contact": {
-      "name": "Support",
-      "email": "support@bookstore.api"
-    }
-  },
-  "security": [
-    {
-      "bearerAuth": []
-    }
-  ],
-  "components": {
-    "securitySchemes": {
-      "bearerAuth": {
-        "type": "http",
-        "scheme": "bearer",
-        "bearerFormat": "JWT"
-      }
-    },
-    "schemas": {
-      "Book": {
-        "type": "object",
-        "properties": {
-          "id": { "type": "string" },
-          "title": { "type": "string" },
-          "authorId": { "type": "string" }
-        }
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-          "code": { "type": "integer" },
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-        }
-      }
-    }
-  },
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-    "/books": {
-      "get": {
-        "summary": "List books",
-        "responses": {
-          "200": { "description": "Success" },
-          "500": { "$ref": "#/components/schemas/ErrorResponse" }
-        }
-      },
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-        "summary": "Create book",
-        "responses": {
-          "201": { "description": "Created" },
-          "400": { "$ref": "#/components/schemas/ErrorResponse" }
-        }
-      }
-    },
-    "/books/{id}": {
-      "get": {
-        "parameters": [{ "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }],
-        "responses": { "200": { "$ref": "#/components/schemas/Book" }, "404": { "$ref": "#/components/schemas/ErrorResponse" } }
-      },
-      "put": {
-        "parameters": [{ "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }],
-        "responses": { "200": { "$ref": "#/components/schemas/Book" }, "400": { "$ref": "#/components/schemas/ErrorResponse" } }
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-    "/authors": { "get": { "responses": { "200": { "description": "OK" } } } },
-    "/categories": { "get": { "responses": { "200": { "description": "OK" } } } },
-    "/orders": { "post": { "responses": { "201": { "description": "Created" } } } },
-    "/reviews": { "post": { "responses": { "201": { "description": "Created" } } } }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-0.json b/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-0.json
deleted file mode 100644
index 550360a..0000000
--- a/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-0.json
+++ /dev/null
@@ -1,106 +0,0 @@
-{
-  "openapi": "3.0.0",
-  "info": {
-    "title": "Bookstore API",
-    "description": "API for managing books, authors, categories, orders, and reviews.",
-    "version": "1.0.0",
-    "contact": {
-      "name": "API Support",
-      "email": "support@bookstore.com"
-    }
-  },
-  "servers": [
-    {
-      "url": "https://api.bookstore.com/v1"
-    }
-  ],
-  "security": [
-    {
-      "BearerAuth": []
-    }
-  ],
-  "components": {
-    "securitySchemes": {
-      "BearerAuth": {
-        "type": "http",
-        "scheme": "bearer",
-        "bearerFormat": "JWT"
-      }
-    },
-    "schemas": {
-      "Book": {
-        "type": "object",
-        "properties": {
-          "id": { "type": "string" },
-          "title": { "type": "string" },
-          "authorId": { "type": "string" },
-          "price": { "type": "number" }
-        }
-      },
-      "Author": {
-        "type": "object",
-        "properties": { "id": { "type": "string" }, "name": { "type": "string" } }
-      },
-      "Category": {
-        "type": "object",
-        "properties": { "id": { "type": "string" }, "name": { "type": "string" } }
-      },
-      "Order": {
-        "type": "object",
-        "properties": { "id": { "type": "string" }, "bookIds": { "type": "array", "items": { "type": "string" } } }
-      },
-      "Review": {
-        "type": "object",
-        "properties": { "id": { "type": "string" }, "bookId": { "type": "string" }, "rating": { "type": "integer" } }
-      },
-      "PaginatedResponse": {
-        "type": "object",
-        "properties": { "data": { "type": "array", "items": { "type": "object" } }, "total": { "type": "integer" } }
-      },
-      "ErrorResponse": {
-        "type": "object",
-        "properties": { "message": { "type": "string" }, "code": { "type": "integer" } }
-      }
-    }
-  },
-  "paths": {
-    "/books": {
-      "get": {
-        "summary": "List books",
-        "responses": { "200": { "description": "Success", "content": { "application/json": { "schema": { "$ref": "#/components/schemas/PaginatedResponse" } } } } }
-      },
-      "post": {
-        "summary": "Create book",
-        "requestBody": { "content": { "application/json": { "schema": { "$ref": "#/components/schemas/Book" } } } },
-        "responses": { "201": { "description": "Created" }, "400": { "description": "Bad Request" } }
-      }
-    },
-    "/books/{id}": {
-      "get": {
-        "parameters": [{ "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }],
-        "responses": { "200": { "description": "Found", "content": { "application/json": { "schema": { "$ref": "#/components/schemas/Book" } } } }, "404": { "description": "Not Found" } }
-      },
-      "put": {
-        "parameters": [{ "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }],
-        "requestBody": { "content": { "application/json": { "schema": { "$ref": "#/components/schemas/Book" } } } },
-        "responses": { "200": { "description": "Updated" }, "400": { "description": "Bad Request" } }
-      },
-      "delete": {
-        "parameters": [{ "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }],
-        "responses": { "204": { "description": "Deleted" }, "500": { "description": "Internal Server Error" } }
-      }
-    },
-    "/authors": {
-      "get": { "responses": { "200": { "description": "Success" } } }
-    },
-    "/categories": {
-      "get": { "responses": { "200": { "description": "Success" } } }
-    },
-    "/orders": {
-      "post": { "responses": { "201": { "description": "Created" } } }
-    },
-    "/reviews": {
-      "post": { "responses": { "201": { "description": "Created" } } }
-    }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-1.json b/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-1.json
deleted file mode 100644
index 48e3c52..0000000
--- a/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-1.json
+++ /dev/null
@@ -1,110 +0,0 @@
-{
-  "openapi": "3.0.0",
-  "info": {
-    "title": "Bookstore API",
-    "description": "API for managing books, authors, categories, orders, reviews, and wishlists.",
-    "version": "1.0.0",
-    "contact": {
-      "name": "API Support",
-      "email": "support@bookstore.com"
-    }
-  },
-  "servers": [
-    {
-      "url": "https://api.bookstore.com/v1"
-    }
-  ],
-  "security": [
-    {
-      "BearerAuth": []
-    }
-  ],
-  "components": {
-    "securitySchemes": {
-      "BearerAuth": {
-        "type": "http",
-        "scheme": "bearer",
-        "bearerFormat": "JWT"
-      }
-    },
-    "schemas": {
-      "Book": {
-        "type": "object",
-        "properties": {
-          "id": { "type": "string" },
-          "title": { "type": "string" },
-          "authorId": { "type": "string" },
-          "price": { "type": "number" }
-        }
-      },
-      "WishlistItem": {
-        "type": "object",
-        "required": ["bookId"],
-        "properties": {
-          "id": { "type": "string", "readOnly": true },
-          "bookId": { "type": "string" },
-          "addedAt": { "type": "string", "format": "date-time" }
-        }
-      },
-      "PaginatedResponse": {
-        "type": "object",
-        "properties": {
-          "data": { "type": "array", "items": { "type": "object" } },
-          "total": { "type": "integer" }
-        }
-      },
-      "ErrorResponse": {
-        "type": "object",
-        "properties": {
-          "message": { "type": "string" },
-          "code": { "type": "integer" }
-        }
-      }
-    }
-  },
-  "paths": {
-    "/wishlist": {
-      "get": {
-        "summary": "List wishlist items",
-        "responses": {
-          "200": {
-            "description": "Success",
-            "content": {
-              "application/json": {
-                "schema": { "$ref": "#/components/schemas/PaginatedResponse" }
-              }
-            }
-          },
-          "500": { "description": "Internal Server Error" }
-        }
-      },
-      "post": {
-        "summary": "Add item to wishlist",
-        "requestBody": {
-          "required": true,
-          "content": {
-            "application/json": { "schema": { "$ref": "#/components/schemas/WishlistItem" } }
-          }
-        },
-        "responses": {
-          "201": { "description": "Added to wishlist" },
-          "400": { "description": "Bad Request" },
-          "500": { "description": "Internal Server Error" }
-        }
-      }
-    },
-    "/wishlist/{id}": {
-      "delete": {
-        "summary": "Remove item from wishlist",
-        "parameters": [
-          { "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }
-        ],
-        "responses": {
-          "204": { "description": "Deleted" },
-          "404": { "description": "Not Found" },
-          "500": { "description": "Internal Server Error" }
-        }
-      }
-    }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-2.json b/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-2.json
deleted file mode 100644
index d9d3614..0000000
--- a/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-2.json
+++ /dev/null
@@ -1,121 +0,0 @@
-{
-  "openapi": "3.0.0",
-  "info": {
-    "title": "Bookstore API",
-    "description": "API for managing books, authors, categories, orders, reviews, and wishlists.",
-    "version": "1.0.0",
-    "contact": {
-      "name": "API Support",
-      "email": "support@bookstore.com"
-    }
-  },
-  "servers": [
-    {
-      "url": "https://api.bookstore.com/v1"
-    }
-  ],
-  "security": [
-    {
-      "BearerAuth": []
-    }
-  ],
-  "components": {
-    "securitySchemes": {
-      "BearerAuth": {
-        "type": "http",
-        "scheme": "bearer",
-        "bearerFormat": "JWT"
-      }
-    },
-    "schemas": {
-      "Book": {
-        "type": "object",
-        "properties": {
-          "id": { "type": "string" },
-          "title": { "type": "string" },
-          "authorId": { "type": "string" },
-          "price": { "type": "number" },
-          "format": {
-            "type": "string",
-            "enum": [
-              "hardcover",
-              "paperback",
-              "ebook",
-              "audiobook"
-            ]
-          }
-        }
-      },
-      "WishlistItem": {
-        "type": "object",
-        "required": [
-          "bookId"
-        ],
-        "properties": {
-          "id": { "type": "string", "readOnly": true },
-          "bookId": { "type": "string" },
-          "addedAt": { "type": "string", "format": "date-time" }
-        }
-      },
-      "PaginatedResponse": {
-        "type": "object",
-        "properties": {
-          "data": { "type": "array", "items": { "type": "object" } },
-          "total": { "type": "integer" }
-        }
-      },
-      "ErrorResponse": {
-        "type": "object",
-        "properties": {
-          "message": { "type": "string" },
-          "code": { "type": "integer" }
-        }
-      }
-    }
-  },
-  "paths": {
-    "/wishlist": {
-      "get": {
-        "summary": "List wishlist items",
-        "responses": {
-          "200": {
-            "description": "Success",
-            "content": {
-              "application/json": {
-                "schema": { "$ref": "#/components/schemas/PaginatedResponse" }
-              }
-            }
-          },
-          "500": { "description": "Internal Server Error" }
-        }
-      },
-      "post": {
-        "summary": "Add item to wishlist",
-        "requestBody": {
-          "required": true,
-          "content": {
-            "application/json": { "schema": { "$ref": "#/components/schemas/WishlistItem" } }
-          }
-        },
-        "responses": {
-          "201": { "description": "Added to wishlist" },
-          "400": { "description": "Bad Request" },
-          "500": { "description": "Internal Server Error" }
-        }
-      }
-    },
-    "/wishlist/{id}": {
-      "delete": {
-        "summary": "Remove item from wishlist",
-        "parameters": [
-          { "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }
-        ],
-        "responses": {
-          "204": { "description": "Deleted" },
-          "404": { "description": "Not Found" },
-          "500": { "description": "Internal Server Error" }
-        }
-      }
-    }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-3.json b/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-3.json
deleted file mode 100644
index a2843b8..0000000
--- a/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-3.json
+++ /dev/null
@@ -1,121 +0,0 @@
-{
-  "openapi": "3.0.0",
-  "info": {
-    "title": "Bookstore API",
-    "description": "API for managing books, authors, categories, orders, reviews, and wishlists.\n\n### Rate Limiting\n- Authenticated users: 100 requests per minute.\n- Anonymous users: 20 requests per minute.",
-    "version": "1.0.0",
-    "contact": {
-      "name": "API Support",
-      "email": "support@bookstore.com"
-    }
-  },
-  "servers": [
-    {
-      "url": "https://api.bookstore.com/v1"
-    }
-  ],
-  "security": [
-    {
-      "BearerAuth": []
-    }
-  ],
-  "components": {
-    "securitySchemes": {
-      "BearerAuth": {
-        "type": "http",
-        "scheme": "bearer",
-        "bearerFormat": "JWT"
-      }
-    },
-    "schemas": {
-      "Book": {
-        "type": "object",
-        "properties": {
-          "id": { "type": "string" },
-          "title": { "type": "string" },
-          "authorId": { "type": "string" },
-          "price": { "type": "number" },
-          "format": {
-            "type": "string",
-            "enum": [
-              "hardcover",
-              "paperback",
-              "ebook",
-              "audiobook"
-            ]
-          }
-        }
-      },
-      "WishlistItem": {
-        "type": "object",
-        "required": [
-          "bookId"
-        ],
-        "properties": {
-          "id": { "type": "string", "readOnly": true },
-          "bookId": { "type": "string" },
-          "addedAt": { "type": "string", "format": "date-time" }
-        }
-      },
-      "PaginatedResponse": {
-        "type": "object",
-        "properties": {
-          "data": { "type": "array", "items": { "type": "object" } },
-          "total": { "type": "integer" }
-        }
-      },
-      "ErrorResponse": {
-        "type": "object",
-        "properties": {
-          "message": { "type": "string" },
-          "code": { "type": "integer" }
-        }
-      }
-    }
-  },
-  "paths": {
-    "/wishlist": {
-      "get": {
-        "summary": "List wishlist items",
-        "responses": {
-          "200": {
-            "description": "Success",
-            "content": {
-              "application/json": {
-                "schema": { "$ref": "#/components/schemas/PaginatedResponse" }
-              }
-            }
-          },
-          "500": { "description": "Internal Server Error" }
-        }
-      },
-      "post": {
-        "summary": "Add item to wishlist",
-        "requestBody": {
-          "required": true,
-          "content": {
-            "application/json": { "schema": { "$ref": "#/components/schemas/WishlistItem" } }
-          }
-        },
-        "responses": {
-          "201": { "description": "Added to wishlist" },
-          "400": { "description": "Bad Request" },
-          "500": { "description": "Internal Server Error" }
-        }
-      }
-    },
-    "/wishlist/{id}": {
-      "delete": {
-        "summary": "Remove item from wishlist",
-        "parameters": [
-          { "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }
-        ],
-        "responses": {
-          "204": { "description": "Deleted" },
-          "404": { "description": "Not Found" },
-          "500": { "description": "Internal Server Error" }
-        }
-      }
-    }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-4.json b/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-4.json
deleted file mode 100644
index 9307d70..0000000
--- a/evals/data/experiments/023-json-openapi-spec/outputs/base/turn-4.json
+++ /dev/null
@@ -1,145 +0,0 @@
-{
-  "openapi": "3.0.0",
-  "info": {
-    "title": "Bookstore API",
-    "description": "API for managing books, authors, categories, orders, reviews, and wishlists.\n\n### Rate Limiting\n- Authenticated users: 100 requests per minute.\n- Anonymous users: 20 requests per minute.",
-    "version": "1.0.0",
-    "contact": {
-      "name": "API Support",
-      "email": "support@bookstore.com"
-    }
-  },
-  "servers": [
-    {
-      "url": "https://api.bookstore.com/v1"
-    }
-  ],
-  "security": [
-    {
-      "BearerAuth": []
-    }
-  ],
-  "components": {
-    "securitySchemes": {
-      "BearerAuth": {
-        "type": "http",
-        "scheme": "bearer",
-        "bearerFormat": "JWT"
-      }
-    },
-    "schemas": {
-      "Book": {
-        "type": "object",
-        "properties": {
-          "id": { "type": "string" },
-          "title": { "type": "string" },
-          "authorId": { "type": "string" },
-          "price": { "type": "number" },
-          "format": {
-            "type": "string",
-            "enum": [
-              "hardcover",
-              "paperback",
-              "ebook",
-              "audiobook"
-            ]
-          }
-        }
-      },
-      "WishlistItem": {
-        "type": "object",
-        "required": [
-          "bookId"
-        ],
-        "properties": {
-          "id": { "type": "string", "readOnly": true },
-          "bookId": { "type": "string" },
-          "addedAt": { "type": "string", "format": "date-time" }
-        }
-      },
-      "PaginatedResponse": {
-        "type": "object",
-        "properties": {
-          "data": { "type": "array", "items": { "type": "object" } },
-          "total": { "type": "integer" }
-        }
-      },
-      "ErrorResponse": {
-        "type": "object",
-        "properties": {
-          "message": { "type": "string" },
-          "code": { "type": "integer" }
-        }
-      }
-    }
-  },
-  "paths": {
-    "/search": {
-      "get": {
-        "summary": "Search books",
-        "parameters": [
-          { "name": "query", "in": "query", "schema": { "type": "string" } },
-          { "name": "category", "in": "query", "schema": { "type": "string" } },
-          { "name": "price_min", "in": "query", "schema": { "type": "number" } },
-          { "name": "price_max", "in": "query", "schema": { "type": "number" } },
-          { "name": "sort_by", "in": "query", "schema": { "type": "string", "enum": ["price_asc", "price_desc", "title"] } }
-        ],
-        "responses": {
-          "200": {
-            "description": "Success",
-            "content": {
-              "application/json": {
-                "schema": { "$ref": "#/components/schemas/PaginatedResponse" }
-              }
-            }
-          },
-          "400": { "description": "Invalid query parameters" },
-          "500": { "description": "Internal Server Error" }
-        }
-      }
-    },
-    "/wishlist": {
-      "get": {
-        "summary": "List wishlist items",
-        "responses": {
-          "200": {
-            "description": "Success",
-            "content": {
-              "application/json": {
-                "schema": { "$ref": "#/components/schemas/PaginatedResponse" }
-              }
-            }
-          },
-          "500": { "description": "Internal Server Error" }
-        }
-      },
-      "post": {
-        "summary": "Add item to wishlist",
-        "requestBody": {
-          "required": true,
-          "content": {
-            "application/json": { "schema": { "$ref": "#/components/schemas/WishlistItem" } }
-          }
-        },
-        "responses": {
-          "201": { "description": "Added to wishlist" },
-          "400": { "description": "Bad Request" },
-          "500": { "description": "Internal Server Error" }
-        }
-      }
-    },
-    "/wishlist/{id}": {
-      "delete": {
-        "summary": "Remove item from wishlist",
-        "parameters": [
-          { "name": "id", "in": "path", "required": true, "schema": { "type": "string" } }
-        ],
-        "responses": {
-          "204": { "description": "Deleted" },
-          "404": { "description": "Not Found" },
-          "500": { "description": "Internal Server Error" }
-        }
-      }
-    }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/024-json-package-monorepo/metrics.json b/evals/data/experiments/024-json-package-monorepo/metrics.json
deleted file mode 100644
index 3b390f9..0000000
--- a/evals/data/experiments/024-json-package-monorepo/metrics.json
+++ /dev/null
@@ -1,218 +0,0 @@
-{
-  "experiment_id": "024-json-package-monorepo",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:15:42.145503+00:00",
-  "format": "application/json",
-  "base_turn0": {
-    "input_tokens": 140,
-    "output_tokens": 581,
-    "latency_ms": 3370,
-    "artifact_bytes": 1384,
-    "ttft_ms": 0,
-    "ttlt_ms": 2228,
-    "median_itl_ms": 96.21
-  },
-  "aap_turn0": {
-    "input_tokens": 479,
-    "output_tokens": 707,
-    "latency_ms": 3118,
-    "artifact_bytes": 1783,
-    "ttft_ms": 0,
-    "ttlt_ms": 2309,
-    "median_itl_ms": 78.25
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add drizzle-orm and @auth/core to the dependencies with realistic version number",
-        "input_tokens": 739,
-        "output_tokens": 628,
-        "latency_ms": 3024,
-        "output_bytes": 1473,
-        "ttft_ms": 0,
-        "ttlt_ms": 1988,
-        "median_itl_ms": 69.14,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the scripts section to add 'db:migrate', 'db:seed', and 'db:studio' comma",
-        "input_tokens": 1396,
-        "output_tokens": 684,
-        "latency_ms": 4068,
-        "output_bytes": 1613,
-        "ttft_ms": 0,
-        "ttlt_ms": 2403,
-        "median_itl_ms": 78.31,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 2135,
-    "total_output_tokens": 1312,
-    "total_latency_ms": 7092
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add drizzle-orm and @auth/core to the dependencies with realistic version number",
-        "input_tokens": 1831,
-        "output_tokens": 143,
-        "latency_ms": 1682,
-        "output_bytes": 1934,
-        "ttft_ms": 0,
-        "ttlt_ms": 0,
-        "median_itl_ms": 0.64,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the scripts section to add 'db:migrate', 'db:seed', and 'db:studio' comma",
-        "input_tokens": 1907,
-        "output_tokens": 140,
-        "latency_ms": 1531,
-        "output_bytes": 1934,
-        "ttft_ms": 0,
-        "ttlt_ms": 0,
-        "median_itl_ms": 0.55,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 3738,
-    "total_output_tokens": 283,
-    "total_latency_ms": 3213,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.5
-  },
-  "comparison": {
-    "output_token_savings_pct": 78.4,
-    "input_token_savings_pct": -75.1,
-    "latency_savings_pct": 54.7
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 140,
-        "base_output": 581,
-        "base_latency_ms": 3370,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 2228,
-        "base_median_itl_ms": 96.21,
-        "aap_input": 479,
-        "aap_output": 707,
-        "aap_latency_ms": 3118,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2309,
-        "aap_median_itl_ms": 78.25
-      },
-      {
-        "turn": 1,
-        "base_input": 739,
-        "base_output": 628,
-        "base_latency_ms": 3024,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 1988,
-        "base_median_itl_ms": 69.14,
-        "aap_input": 1831,
-        "aap_output": 143,
-        "aap_latency_ms": 1682,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 0,
-        "aap_median_itl_ms": 0.64,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1396,
-        "base_output": 684,
-        "base_latency_ms": 4068,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 2403,
-        "base_median_itl_ms": 78.31,
-        "aap_input": 1907,
-        "aap_output": 140,
-        "aap_latency_ms": 1531,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 0,
-        "aap_median_itl_ms": 0.55,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 2275,
-      "base_output": 1893,
-      "base_combined": 4168,
-      "aap_input": 4217,
-      "aap_output": 990,
-      "aap_combined": 5207,
-      "base_latency_ms": 10462,
-      "aap_latency_ms": 6331,
-      "output_savings_pct": 47.7,
-      "input_delta_pct": 85.4,
-      "combined_savings_pct": -24.9,
-      "latency_savings_pct": 39.5
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.4819,
-        "token_f1": 0.621,
-        "base_char_count": 1384,
-        "aap_char_count": 1127,
-        "char_delta_pct": -18.6,
-        "lines_added": 27,
-        "lines_removed": 34,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.4652,
-        "token_f1": 0.6026,
-        "base_char_count": 1473,
-        "aap_char_count": 1184,
-        "char_delta_pct": -19.6,
-        "lines_added": 29,
-        "lines_removed": 37,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.419,
-        "token_f1": 0.575,
-        "base_char_count": 1613,
-        "aap_char_count": 1184,
-        "char_delta_pct": -26.6,
-        "lines_added": 29,
-        "lines_removed": 41,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.4554,
-    "mean_token_f1": 0.5995,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/024-json-package-monorepo/outputs/aap/turn-0.json b/evals/data/experiments/024-json-package-monorepo/outputs/aap/turn-0.json
deleted file mode 100644
index de5a6e8..0000000
--- a/evals/data/experiments/024-json-package-monorepo/outputs/aap/turn-0.json
+++ /dev/null
@@ -1,46 +0,0 @@
-{
-  "name": "@acme/dashboard",
-  "version": "1.0.0",
-  "description": "<aap:target id="description">A high-performance enterprise dashboard built with Next.js and Tailwind CSS.</aap:target>",
-  "license": "MIT",
-  "author": "Acme Corp",
-  "repository": {
-    "type": "git",
-    "url": "https://github.com/acme/dashboard.git"
-  },
-  "engines": {
-    "node": ">=18.0.0"
-  },
-  "workspaces": [
-    "apps/*",
-    "packages/*"
-  ],
-  "scripts": {
-    "dev": "next dev",
-    "build": "next build",
-    "test": "vitest",
-    "lint": "eslint \"**/*.{ts,tsx}\"",
-    "format": "prettier --write \"**/*.{ts,tsx,md,json}\"",
-    "typecheck": "tsc --noEmit",
-    "clean": "rm -rf .next .turbo node_modules",
-    "prepare": "husky install"
-  },
-  "dependencies": {
-    "<aap:target id="dep-react">react</aap:target>": "18.2.0",
-    "<aap:target id="dep-react-dom">react-dom</aap:target>": "18.2.0",
-    "<aap:target id="dep-next">next</aap:target>": "14.1.0",
-    "<aap:target id="dep-tailwindcss">tailwindcss</aap:target>": "3.4.1",
-    "<aap:target id="dep-zod">zod</aap:target>": "3.22.4",
-    "<aap:target id="dep-tanstack-query">@tanstack/react-query</aap:target>": "5.17.0",
-    "<aap:target id="dep-lucide-react">lucide-react</aap:target>": "0.320.0"
-  },
-  "devDependencies": {
-    "<aap:target id="dev-typescript">typescript</aap:target>": "5.3.3",
-    "<aap:target id="dev-eslint">eslint</aap:target>": "8.56.0",
-    "<aap:target id="dev-prettier">prettier</aap:target>": "3.2.4",
-    "<aap:target id="dev-vitest">vitest</aap:target>": "1.2.1",
-    "<aap:target id="dev-types-node">@types/node</aap:target>": "20.11.5",
-    "<aap:target id="dev-types-react">@types/react</aap:target>": "18.2.48",
-    "<aap:target id="dev-types-react-dom">@types/react-dom</aap:target>": "18.2.18"
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/024-json-package-monorepo/outputs/aap/turn-1.json b/evals/data/experiments/024-json-package-monorepo/outputs/aap/turn-1.json
deleted file mode 100644
index 0ecaf10..0000000
--- a/evals/data/experiments/024-json-package-monorepo/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,48 +0,0 @@
-{
-  "name": "@acme/dashboard",
-  "version": "1.0.0",
-  "description": "<aap:target id="description">A high-performance enterprise dashboard built with Next.js and Tailwind CSS.</aap:target>",
-  "license": "MIT",
-  "author": "Acme Corp",
-  "repository": {
-    "type": "git",
-    "url": "https://github.com/acme/dashboard.git"
-  },
-  "engines": {
-    "node": ">=18.0.0"
-  },
-  "workspaces": [
-    "apps/*",
-    "packages/*"
-  ],
-  "scripts": {
-    "dev": "next dev",
-    "build": "next build",
-    "test": "vitest",
-    "lint": "eslint \"**/*.{ts,tsx}\"",
-    "format": "prettier --write \"**/*.{ts,tsx,md,json}\"",
-    "typecheck": "tsc --noEmit",
-    "clean": "rm -rf .next .turbo node_modules",
-    "prepare": "husky install"
-  },
-  "dependencies": {
-    "<aap:target id="dep-react">react</aap:target>": "18.2.0",
-    "<aap:target id="dep-react-dom">react-dom</aap:target>": "18.2.0",
-    "<aap:target id="dep-next">next</aap:target>": "14.1.0",
-    "<aap:target id="dep-tailwindcss">tailwindcss</aap:target>": "3.4.1",
-    "<aap:target id="dep-zod">zod</aap:target>": "3.22.4",
-    "<aap:target id="dep-tanstack-query">@tanstack/react-query</aap:target>": "5.17.0",
-    "<aap:target id="dep-lucide-react">lucide-react,
-    "<aap:target id=\"dep-drizzle-orm\">drizzle-orm</aap:target>": "0.29.3",
-    "<aap:target id=\"dep-auth-core\">@auth/core</aap:target>": "0.26.4"</aap:target>": "0.320.0"
-  },
-  "devDependencies": {
-    "<aap:target id="dev-typescript">typescript</aap:target>": "5.3.3",
-    "<aap:target id="dev-eslint">eslint</aap:target>": "8.56.0",
-    "<aap:target id="dev-prettier">prettier</aap:target>": "3.2.4",
-    "<aap:target id="dev-vitest">vitest</aap:target>": "1.2.1",
-    "<aap:target id="dev-types-node">@types/node</aap:target>": "20.11.5",
-    "<aap:target id="dev-types-react">@types/react</aap:target>": "18.2.48",
-    "<aap:target id="dev-types-react-dom">@types/react-dom</aap:target>": "18.2.18"
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/024-json-package-monorepo/outputs/aap/turn-2.json b/evals/data/experiments/024-json-package-monorepo/outputs/aap/turn-2.json
deleted file mode 100644
index 0ecaf10..0000000
--- a/evals/data/experiments/024-json-package-monorepo/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,48 +0,0 @@
-{
-  "name": "@acme/dashboard",
-  "version": "1.0.0",
-  "description": "<aap:target id="description">A high-performance enterprise dashboard built with Next.js and Tailwind CSS.</aap:target>",
-  "license": "MIT",
-  "author": "Acme Corp",
-  "repository": {
-    "type": "git",
-    "url": "https://github.com/acme/dashboard.git"
-  },
-  "engines": {
-    "node": ">=18.0.0"
-  },
-  "workspaces": [
-    "apps/*",
-    "packages/*"
-  ],
-  "scripts": {
-    "dev": "next dev",
-    "build": "next build",
-    "test": "vitest",
-    "lint": "eslint \"**/*.{ts,tsx}\"",
-    "format": "prettier --write \"**/*.{ts,tsx,md,json}\"",
-    "typecheck": "tsc --noEmit",
-    "clean": "rm -rf .next .turbo node_modules",
-    "prepare": "husky install"
-  },
-  "dependencies": {
-    "<aap:target id="dep-react">react</aap:target>": "18.2.0",
-    "<aap:target id="dep-react-dom">react-dom</aap:target>": "18.2.0",
-    "<aap:target id="dep-next">next</aap:target>": "14.1.0",
-    "<aap:target id="dep-tailwindcss">tailwindcss</aap:target>": "3.4.1",
-    "<aap:target id="dep-zod">zod</aap:target>": "3.22.4",
-    "<aap:target id="dep-tanstack-query">@tanstack/react-query</aap:target>": "5.17.0",
-    "<aap:target id="dep-lucide-react">lucide-react,
-    "<aap:target id=\"dep-drizzle-orm\">drizzle-orm</aap:target>": "0.29.3",
-    "<aap:target id=\"dep-auth-core\">@auth/core</aap:target>": "0.26.4"</aap:target>": "0.320.0"
-  },
-  "devDependencies": {
-    "<aap:target id="dev-typescript">typescript</aap:target>": "5.3.3",
-    "<aap:target id="dev-eslint">eslint</aap:target>": "8.56.0",
-    "<aap:target id="dev-prettier">prettier</aap:target>": "3.2.4",
-    "<aap:target id="dev-vitest">vitest</aap:target>": "1.2.1",
-    "<aap:target id="dev-types-node">@types/node</aap:target>": "20.11.5",
-    "<aap:target id="dev-types-react">@types/react</aap:target>": "18.2.48",
-    "<aap:target id="dev-types-react-dom">@types/react-dom</aap:target>": "18.2.18"
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/024-json-package-monorepo/outputs/base/turn-0.json b/evals/data/experiments/024-json-package-monorepo/outputs/base/turn-0.json
deleted file mode 100644
index fb67671..0000000
--- a/evals/data/experiments/024-json-package-monorepo/outputs/base/turn-0.json
+++ /dev/null
@@ -1,53 +0,0 @@
-{
-  "name": "@acme/dashboard",
-  "version": "0.1.0",
-  "description": "Enterprise dashboard application for Acme Corp",
-  "private": true,
-  "license": "UNLICENSED",
-  "author": "Acme Engineering <engineering@acme.com>",
-  "repository": {
-    "type": "git",
-    "url": "git+https://github.com/acme/dashboard.git"
-  },
-  "workspaces": [
-    "apps/*",
-    "packages/*"
-  ],
-  "engines": {
-    "node": ">=20.0.0",
-    "pnpm": ">=9.0.0"
-  },
-  "scripts": {
-    "dev": "turbo dev",
-    "build": "turbo build",
-    "test": "vitest run",
-    "lint": "eslint \"**/*.{ts,tsx}\"",
-    "format": "prettier --write \"**/*.{ts,tsx,md,json}\"",
-    "typecheck": "tsc --noEmit",
-    "clean": "git clean -xdf node_modules .turbo .next dist",
-    "prepare": "husky"
-  },
-  "dependencies": {
-    "@tanstack/react-query": "^5.51.0",
-    "lucide-react": "^0.400.0",
-    "next": "14.2.5",
-    "react": "^18.3.1",
-    "react-dom": "^18.3.1",
-    "tailwindcss": "^3.4.4",
-    "zod": "^3.23.8"
-  },
-  "devDependencies": {
-    "@types/node": "^20.14.9",
-    "@types/react": "^18.3.3",
-    "@types/react-dom": "^18.3.0",
-    "@typescript-eslint/eslint-plugin": "^7.14.1",
-    "@typescript-eslint/parser": "^7.14.1",
-    "eslint": "^8.57.0",
-    "eslint-config-prettier": "^9.1.0",
-    "husky": "^9.0.11",
-    "prettier": "^3.3.2",
-    "turbo": "^2.0.5",
-    "typescript": "^5.5.2",
-    "vitest": "^1.6.0"
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/024-json-package-monorepo/outputs/base/turn-1.json b/evals/data/experiments/024-json-package-monorepo/outputs/base/turn-1.json
deleted file mode 100644
index 8930e0f..0000000
--- a/evals/data/experiments/024-json-package-monorepo/outputs/base/turn-1.json
+++ /dev/null
@@ -1,56 +0,0 @@
-{
-  "name": "@acme/dashboard",
-  "version": "0.1.0",
-  "description": "Enterprise dashboard application for Acme Corp",
-  "private": true,
-  "license": "UNLICENSED",
-  "author": "Acme Engineering <engineering@acme.com>",
-  "repository": {
-    "type": "git",
-    "url": "git+https://github.com/acme/dashboard.git"
-  },
-  "workspaces": [
-    "apps/*",
-    "packages/*"
-  ],
-  "engines": {
-    "node": ">=20.0.0",
-    "pnpm": ">=9.0.0"
-  },
-  "scripts": {
-    "dev": "turbo dev",
-    "build": "turbo build",
-    "test": "vitest run",
-    "lint": "eslint \"**/*.{ts,tsx}\"",
-    "format": "prettier --write \"**/*.{ts,tsx,md,json}\"",
-    "typecheck": "tsc --noEmit",
-    "clean": "git clean -xdf node_modules .turbo .next dist",
-    "prepare": "husky"
-  },
-  "dependencies": {
-    "@auth/core": "^0.34.0",
-    "@tanstack/react-query": "^5.51.0",
-    "drizzle-orm": "^0.31.2",
-    "lucide-react": "^0.400.0",
-    "next": "14.2.5",
-    "react": "^18.3.1",
-    "react-dom": "^18.3.1",
-    "tailwindcss": "^3.4.4",
-    "zod": "^3.23.8"
-  },
-  "devDependencies": {
-    "@types/node": "^20.14.9",
-    "@types/react": "^18.3.3",
-    "@types/react-dom": "^18.3.0",
-    "@typescript-eslint/eslint-plugin": "^7.14.1",
-    "@typescript-eslint/parser": "^7.14.1",
-    "drizzle-kit": "^0.22.8",
-    "eslint": "^8.57.0",
-    "eslint-config-prettier": "^9.1.0",
-    "husky": "^9.0.11",
-    "prettier": "^3.3.2",
-    "turbo": "^2.0.5",
-    "typescript": "^5.5.2",
-    "vitest": "^1.6.0"
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/024-json-package-monorepo/outputs/base/turn-2.json b/evals/data/experiments/024-json-package-monorepo/outputs/base/turn-2.json
deleted file mode 100644
index 33cac5c..0000000
--- a/evals/data/experiments/024-json-package-monorepo/outputs/base/turn-2.json
+++ /dev/null
@@ -1,60 +0,0 @@
-{
-  "name": "@acme/dashboard",
-  "version": "0.1.0",
-  "description": "Enterprise dashboard application for Acme Corp",
-  "private": true,
-  "license": "UNLICENSED",
-  "author": "Acme Engineering <engineering@acme.com>",
-  "repository": {
-    "type": "git",
-    "url": "git+https://github.com/acme/dashboard.git"
-  },
-  "workspaces": [
-    "apps/*",
-    "packages/*"
-  ],
-  "engines": {
-    "node": ">=20.0.0",
-    "pnpm": ">=9.0.0"
-  },
-  "scripts": {
-    "dev": "turbo dev",
-    "build": "turbo build",
-    "test": "vitest run",
-    "lint": "eslint \"**/*.{ts,tsx}\"",
-    "format": "prettier --write \"**/*.{ts,tsx,md,json}\"",
-    "typecheck": "tsc --noEmit",
-    "clean": "git clean -xdf node_modules .turbo .next dist",
-    "prepare": "husky",
-    "db:migrate": "drizzle-kit migrate",
-    "db:seed": "tsx scripts/seed.ts",
-    "db:studio": "drizzle-kit studio"
-  },
-  "dependencies": {
-    "@auth/core": "^0.34.0",
-    "@tanstack/react-query": "^5.51.0",
-    "drizzle-orm": "^0.31.2",
-    "lucide-react": "^0.400.0",
-    "next": "14.2.5",
-    "react": "^18.3.1",
-    "react-dom": "^18.3.1",
-    "tailwindcss": "^3.4.4",
-    "zod": "^3.23.8"
-  },
-  "devDependencies": {
-    "@types/node": "^20.14.9",
-    "@types/react": "^18.3.3",
-    "@types/react-dom": "^18.3.0",
-    "@typescript-eslint/eslint-plugin": "^7.14.1",
-    "@typescript-eslint/parser": "^7.14.1",
-    "drizzle-kit": "^0.22.8",
-    "eslint": "^8.57.0",
-    "eslint-config-prettier": "^9.1.0",
-    "husky": "^9.0.11",
-    "prettier": "^3.3.2",
-    "tsx": "^4.16.2",
-    "turbo": "^2.0.5",
-    "typescript": "^5.5.2",
-    "vitest": "^1.6.0"
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/025-json-tsconfig/metrics.json b/evals/data/experiments/025-json-tsconfig/metrics.json
deleted file mode 100644
index 6970764..0000000
--- a/evals/data/experiments/025-json-tsconfig/metrics.json
+++ /dev/null
@@ -1,218 +0,0 @@
-{
-  "experiment_id": "025-json-tsconfig",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:15:58.960747+00:00",
-  "format": "application/json",
-  "base_turn0": {
-    "input_tokens": 67,
-    "output_tokens": 240,
-    "latency_ms": 1842,
-    "artifact_bytes": 649,
-    "ttft_ms": 0,
-    "ttlt_ms": 756,
-    "median_itl_ms": 89.28
-  },
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-}
diff --git a/evals/data/experiments/025-json-tsconfig/outputs/aap/turn-0.json b/evals/data/experiments/025-json-tsconfig/outputs/aap/turn-0.json
deleted file mode 100644
index 5a0073d..0000000
--- a/evals/data/experiments/025-json-tsconfig/outputs/aap/turn-0.json
+++ /dev/null
@@ -1,44 +0,0 @@
-{
-  "compilerOptions": {
-    "<aap:target id="compiler-options">
-    "target": "<aap:target id="compiler-target">ESNext</aap:target>",
-    "lib": ["dom", "dom.iterable", "esnext"],
-    "allowJs": true,
-    "skipLibCheck": true,
-    "strict": <aap:target id="strict-mode">true</aap:target>,
-    "forceConsistentCasingInFileNames": true,
-    "noEmit": true,
-    "esModuleInterop": true,
-    "module": "esnext",
-    "moduleResolution": "bundler",
-    "resolveJsonModule": true,
-    "isolatedModules": true,
-    "jsx": "preserve",
-    "incremental": true,
-    "baseUrl": ".",
-    "paths": {
-      "<aap:target id="path-aliases">
-      "@/*": ["./src/*"]
-      </aap:target>
-    },
-    "plugins": [
-      {
-        "name": "next"
-      }
-    ]
-    </aap:target>
-  },
-  "include": [
-    "<aap:target id="include-paths">
-    "next-env.d.ts",
-    "**/*.ts",
-    "**/*.tsx",
-    ".next/types/**/*.ts"
-    </aap:target>
-  ],
-  "exclude": [
-    "<aap:target id="exclude-paths">
-    "node_modules"
-    </aap:target>
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/025-json-tsconfig/outputs/aap/turn-1.json b/evals/data/experiments/025-json-tsconfig/outputs/aap/turn-1.json
deleted file mode 100644
index 5e92b90..0000000
--- a/evals/data/experiments/025-json-tsconfig/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,46 +0,0 @@
-{
-  "compilerOptions": {
-    "<aap:target id="compiler-options">
-    "target": "<aap:target id="compiler-target">ESNext</aap:target>",
-    "lib": ["dom", "dom.iterable", "esnext"],
-    "allowJs": true,
-    "skipLibCheck": true,
-    "strict": <aap:target id="strict-mode">true</aap:target>,
-    "forceConsistentCasingInFileNames": true,
-    "noEmit": true,
-    "esModuleInterop": true,
-    "module": "esnext",
-    "moduleResolution": "bundler",
-    "resolveJsonModule": true,
-    "isolatedModules": true,
-    "jsx": "preserve",
-    "incremental": true,
-    "baseUrl": ".",
-    "paths": {
-      "<aap:target id="path-aliases">      "@/*": ["./src/*"],
-      "@/components/*": ["./src/components/*"],
-      "@/lib/*": ["./src/lib/*"],
-      "@/hooks/*": ["./src/hooks/*"]
-</aap:target>
-    },
-    "plugins": [
-      {
-        "name": "next"
-      }
-    ]
-    </aap:target>
-  },
-  "include": [
-    "<aap:target id="include-paths">
-    "next-env.d.ts",
-    "**/*.ts",
-    "**/*.tsx",
-    ".next/types/**/*.ts"
-    </aap:target>
-  ],
-  "exclude": [
-    "<aap:target id="exclude-paths">
-    "node_modules"
-    </aap:target>
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/025-json-tsconfig/outputs/aap/turn-2.json b/evals/data/experiments/025-json-tsconfig/outputs/aap/turn-2.json
deleted file mode 100644
index 6bfc0a8..0000000
--- a/evals/data/experiments/025-json-tsconfig/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,49 +0,0 @@
-{
-  "compilerOptions": {
-    "<aap:target id="compiler-options">
-    "target": "<aap:target id="compiler-target">ES2022</aap:target>",
-    "lib": ["dom", "dom.iterable", "esnext"],
-    "allowJs": true,
-    "skipLibCheck": true,
-    "strict": <aap:target id="strict-mode">    "strict": true,
-    "experimentalDecorators": true,
-    "emitDecoratorMetadata": true,
-    "verbatimModuleSyntax": true,</aap:target>,
-    "forceConsistentCasingInFileNames": true,
-    "noEmit": true,
-    "esModuleInterop": true,
-    "module": "esnext",
-    "moduleResolution": "bundler",
-    "resolveJsonModule": true,
-    "isolatedModules": true,
-    "jsx": "preserve",
-    "incremental": true,
-    "baseUrl": ".",
-    "paths": {
-      "<aap:target id="path-aliases">      "@/*": ["./src/*"],
-      "@/components/*": ["./src/components/*"],
-      "@/lib/*": ["./src/lib/*"],
-      "@/hooks/*": ["./src/hooks/*"]
-</aap:target>
-    },
-    "plugins": [
-      {
-        "name": "next"
-      }
-    ]
-    </aap:target>
-  },
-  "include": [
-    "<aap:target id="include-paths">
-    "next-env.d.ts",
-    "**/*.ts",
-    "**/*.tsx",
-    ".next/types/**/*.ts"
-    </aap:target>
-  ],
-  "exclude": [
-    "<aap:target id="exclude-paths">
-    "node_modules"
-    </aap:target>
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/025-json-tsconfig/outputs/base/turn-0.json b/evals/data/experiments/025-json-tsconfig/outputs/base/turn-0.json
deleted file mode 100644
index 8465340..0000000
--- a/evals/data/experiments/025-json-tsconfig/outputs/base/turn-0.json
+++ /dev/null
@@ -1,35 +0,0 @@
-{
-  "compilerOptions": {
-    "target": "ES2022",
-    "lib": ["dom", "dom.iterable", "esnext"],
-    "allowJs": true,
-    "skipLibCheck": true,
-    "strict": true,
-    "noEmit": true,
-    "esModuleInterop": true,
-    "module": "esnext",
-    "moduleResolution": "bundler",
-    "resolveJsonModule": true,
-    "isolatedModules": true,
-    "jsx": "preserve",
-    "incremental": true,
-    "baseUrl": ".",
-    "paths": {
-      "@/*": ["./src/*"]
-    },
-    "plugins": [
-      {
-        "name": "next"
-      }
-    ]
-  },
-  "include": [
-    "next-env.d.ts",
-    "**/*.ts",
-    "**/*.tsx",
-    ".next/types/**/*.ts"
-  ],
-  "exclude": [
-    "node_modules"
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/025-json-tsconfig/outputs/base/turn-1.json b/evals/data/experiments/025-json-tsconfig/outputs/base/turn-1.json
deleted file mode 100644
index f7d3075..0000000
--- a/evals/data/experiments/025-json-tsconfig/outputs/base/turn-1.json
+++ /dev/null
@@ -1,38 +0,0 @@
-{
-  "compilerOptions": {
-    "target": "ES2022",
-    "lib": ["dom", "dom.iterable", "esnext"],
-    "allowJs": true,
-    "skipLibCheck": true,
-    "strict": true,
-    "noEmit": true,
-    "esModuleInterop": true,
-    "module": "esnext",
-    "moduleResolution": "bundler",
-    "resolveJsonModule": true,
-    "isolatedModules": true,
-    "jsx": "preserve",
-    "incremental": true,
-    "baseUrl": ".",
-    "paths": {
-      "@/*": ["./src/*"],
-      "@/components/*": ["./src/components/*"],
-      "@/lib/*": ["./src/lib/*"],
-      "@/hooks/*": ["./src/hooks/*"]
-    },
-    "plugins": [
-      {
-        "name": "next"
-      }
-    ]
-  },
-  "include": [
-    "next-env.d.ts",
-    "**/*.ts",
-    "**/*.tsx",
-    ".next/types/**/*.ts"
-  ],
-  "exclude": [
-    "node_modules"
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/025-json-tsconfig/outputs/base/turn-2.json b/evals/data/experiments/025-json-tsconfig/outputs/base/turn-2.json
deleted file mode 100644
index 52e67e8..0000000
--- a/evals/data/experiments/025-json-tsconfig/outputs/base/turn-2.json
+++ /dev/null
@@ -1,41 +0,0 @@
-{
-  "compilerOptions": {
-    "target": "ES2022",
-    "lib": ["dom", "dom.iterable", "esnext"],
-    "allowJs": true,
-    "skipLibCheck": true,
-    "strict": true,
-    "noEmit": true,
-    "esModuleInterop": true,
-    "module": "esnext",
-    "moduleResolution": "bundler",
-    "resolveJsonModule": true,
-    "isolatedModules": true,
-    "jsx": "preserve",
-    "incremental": true,
-    "experimentalDecorators": true,
-    "emitDecoratorMetadata": true,
-    "verbatimModuleSyntax": true,
-    "baseUrl": ".",
-    "paths": {
-      "@/*": ["./src/*"],
-      "@/components/*": ["./src/components/*"],
-      "@/lib/*": ["./src/lib/*"],
-      "@/hooks/*": ["./src/hooks/*"]
-    },
-    "plugins": [
-      {
-        "name": "next"
-      }
-    ]
-  },
-  "include": [
-    "next-env.d.ts",
-    "**/*.ts",
-    "**/*.tsx",
-    ".next/types/**/*.ts"
-  ],
-  "exclude": [
-    "node_modules"
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/026-json-api-response-users/metrics.json b/evals/data/experiments/026-json-api-response-users/metrics.json
deleted file mode 100644
index cd0dd53..0000000
--- a/evals/data/experiments/026-json-api-response-users/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "026-json-api-response-users",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:16:13.238258+00:00",
-  "format": "application/json",
-  "base_turn0": {
-    "input_tokens": 132,
-    "output_tokens": 6385,
-    "latency_ms": 23753,
-    "artifact_bytes": 15429,
-    "ttft_ms": 0,
-    "ttlt_ms": 22880,
-    "median_itl_ms": 89.56
-  },
-  "aap_turn0": {
-    "input_tokens": 471,
-    "output_tokens": 819,
-    "latency_ms": 3822,
-    "artifact_bytes": 1987,
-    "ttft_ms": 0,
-    "ttlt_ms": 3064,
-    "median_itl_ms": 96.7
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add 10 more users to the data array with roles 'billing_admin' and 'support_agen",
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-        "latency_ms": 29881,
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-        "median_itl_ms": 80.86,
-        "failed": false,
-        "failure_reason": ""
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-      {
-        "turn": 2,
-        "edit": "Update the pagination to show page 3 of 12 with per_page set to 30 and update ha",
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-        "output_tokens": 6386,
-        "latency_ms": 22581,
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-        "ttlt_ms": 20766,
-        "median_itl_ms": 76.82,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add a 'team_id' and 'team_name' field to each user object, with users grouped in",
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-        "output_tokens": 6866,
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-        "output_bytes": 16251,
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-    "total_input_tokens": 42461,
-    "total_output_tokens": 21410,
-    "total_latency_ms": 76770
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
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-        "edit": "Add 10 more users to the data array with roles 'billing_admin' and 'support_agen",
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-        "envelope_name": "edit"
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-      {
-        "turn": 2,
-        "edit": "Update the pagination to show page 3 of 12 with per_page set to 30 and update ha",
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-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Add a 'team_id' and 'team_name' field to each user object, with users grouped in",
-        "input_tokens": 3807,
-        "output_tokens": 98,
-        "latency_ms": 2380,
-        "output_bytes": 6485,
-        "ttft_ms": 0,
-        "ttlt_ms": 0,
-        "median_itl_ms": 0.53,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
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-    ],
-    "total_input_tokens": 9569,
-    "total_output_tokens": 2242,
-    "total_latency_ms": 12215,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
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-    "latency_savings_pct": 84.1
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-  "token_table": {
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-      {
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-        "envelope_name": "edit",
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-      {
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-        "base_output": 6386,
-        "base_latency_ms": 22581,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 20766,
-        "base_median_itl_ms": 76.82,
-        "aap_input": 3802,
-        "aap_output": 192,
-        "aap_latency_ms": 1371,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 2.62,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 21166,
-        "base_output": 6866,
-        "base_latency_ms": 24308,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 23263,
-        "base_median_itl_ms": 74.96,
-        "aap_input": 3807,
-        "aap_output": 98,
-        "aap_latency_ms": 2380,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 0,
-        "aap_median_itl_ms": 0.53,
-        "envelope_name": "edit",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 42593,
-      "base_output": 27795,
-      "base_combined": 70388,
-      "aap_input": 10040,
-      "aap_output": 3061,
-      "aap_combined": 13101,
-      "base_latency_ms": 100523,
-      "aap_latency_ms": 16037,
-      "output_savings_pct": 89.0,
-      "input_delta_pct": -76.4,
-      "combined_savings_pct": 81.4,
-      "latency_savings_pct": 84.0
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.033,
-        "token_f1": 0.1637,
-        "base_char_count": 15429,
-        "aap_char_count": 1661,
-        "char_delta_pct": -89.2,
-        "lines_added": 57,
-        "lines_removed": 517,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.1838,
-        "token_f1": 0.3749,
-        "base_char_count": 19377,
-        "aap_char_count": 6103,
-        "char_delta_pct": -68.5,
-        "lines_added": 136,
-        "lines_removed": 476,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.1977,
-        "token_f1": 0.4172,
-        "base_char_count": 15429,
-        "aap_char_count": 6103,
-        "char_delta_pct": -60.4,
-        "lines_added": 186,
-        "lines_removed": 516,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.1712,
-        "token_f1": 0.3853,
-        "base_char_count": 16251,
-        "aap_char_count": 6159,
-        "char_delta_pct": -62.1,
-        "lines_added": 188,
-        "lines_removed": 456,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.1464,
-    "mean_token_f1": 0.3353,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/026-json-api-response-users/outputs/aap/turn-0.json b/evals/data/experiments/026-json-api-response-users/outputs/aap/turn-0.json
deleted file mode 100644
index 437582a..0000000
--- a/evals/data/experiments/026-json-api-response-users/outputs/aap/turn-0.json
+++ /dev/null
@@ -1,67 +0,0 @@
-{
-  "meta": {
-    "request_id": "<aap:target id="request-id">req_8829374651</aap:target>",
-    "timestamp": "<aap:target id="timestamp">2023-10-27T10:00:00Z</aap:target>",
-    "api_version": "v1"
-  },
-  "data": [
-    <aap:target id="user-list">
-    {
-      "id": "u_001",
-      "email": "alice.smith@company.com",
-      "first_name": "Alice",
-      "last_name": "Smith",
-      "avatar_url": "https://api.example.com/avatars/u_001.jpg",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-01-15T08:30:00Z",
-      "last_login_at": "2023-10-27T09:45:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications": true
-      }
-    },
-    {
-      "id": "u_002",
-      "email": "bob.jones@company.com",
-      "first_name": "Bob",
-      "last_name": "Jones",
-      "avatar_url": "https://api.example.com/avatars/u_002.jpg",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "created_at": "2022-02-10T14:20:00Z",
-      "last_login_at": "2023-10-26T16:10:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications": false
-      }
-    },
-    {
-      "id": "u_003",
-      "email": "charlie.brown@company.com",
-      "first_name": "Charlie",
-      "last_name": "Brown",
-      "avatar_url": "https://api.example.com/avatars/u_003.jpg",
-      "role": "viewer",
-      "department": "Sales",
-      "is_active": false,
-      "created_at": "2023-05-12T09:00:00Z",
-      "last_login_at": "2023-08-15T11:20:00Z",
-      "preferences": {
-        "theme": "system",
-        "notifications": true
-      }
-    }
-    </aap:target>
-  ],
-  "pagination": {
-    "page": <aap:target id="current-page">1</aap:target>,
-    "per_page": 30,
-    "total": <aap:target id="total-users">150</aap:target>,
-    "total_pages": <aap:target id="total-pages">5</aap:target>,
-    "has_next": <aap:target id="has-next">true</aap:target>,
-    "has_prev": <aap:target id="has-prev">false</aap:target>
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/026-json-api-response-users/outputs/aap/turn-1.json b/evals/data/experiments/026-json-api-response-users/outputs/aap/turn-1.json
deleted file mode 100644
index 907972b..0000000
--- a/evals/data/experiments/026-json-api-response-users/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,197 +0,0 @@
-{
-  "meta": {
-    "request_id": "<aap:target id="request-id">req_8829374651</aap:target>",
-    "timestamp": "<aap:target id="timestamp">2023-10-27T10:00:00Z</aap:target>",
-    "api_version": "v1"
-  },
-  "data": [
-    <aap:target id="user-list">
-    {
-      "id": "u_001",
-      "email": "alice.smith@company.com",
-      "first_name": "Alice",
-      "last_name": "Smith",
-      "avatar_url": "https://api.example.com/avatars/u_001.jpg",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-01-15T08:30:00Z",
-      "last_login_at": "2023-10-27T09:45:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications": true
-      }
-    },
-    {
-      "id": "u_002",
-      "email": "bob.jones@company.com",
-      "first_name": "Bob",
-      "last_name": "Jones",
-      "avatar_url": "https://api.example.com/avatars/u_002.jpg",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "created_at": "2022-02-10T14:20:00Z",
-      "last_login_at": "2023-10-26T16:10:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications": false
-      }
-    },
-    {
-      "id": "u_003",
-      "email": "charlie.brown@company.com",
-      "first_name": "Charlie",
-      "last_name": "Brown",
-      "avatar_url": "https://api.example.com/avatars/u_003.jpg",
-      "role": "viewer",
-      "department": "Sales",
-      "is_active": false,
-      "created_at": "2023-05-12T09:00:00Z",
-      "last_login_at": "2023-08-15T11:20:00Z",
-      "preferences": {
-        "theme": "system",
-        "notifications": true
-      }
-    }
-    ,
-    {
-      "id": "u_004",
-      "email": "dave.wilson@company.com",
-      "first_name": "Dave",
-      "last_name": "Wilson",
-      "avatar_url": "https://api.example.com/avatars/u_004.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-06-01T10:00:00Z",
-      "last_login_at": "2023-10-27T08:00:00Z",
-      "preferences": { "theme": "dark", "notifications": true }
-    },
-    {
-      "id": "u_005",
-      "email": "eve.davis@company.com",
-      "first_name": "Eve",
-      "last_name": "Davis",
-      "avatar_url": "https://api.example.com/avatars/u_005.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-06-05T09:00:00Z",
-      "last_login_at": "2023-10-27T07:30:00Z",
-      "preferences": { "theme": "light", "notifications": true }
-    },
-    {
-      "id": "u_006",
-      "email": "frank.miller@company.com",
-      "first_name": "Frank",
-      "last_name": "Miller",
-      "avatar_url": "https://api.example.com/avatars/u_006.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-06-10T11:00:00Z",
-      "last_login_at": "2023-10-26T15:00:00Z",
-      "preferences": { "theme": "system", "notifications": false }
-    },
-    {
-      "id": "u_007",
-      "email": "grace.wilson@company.com",
-      "first_name": "Grace",
-      "last_name": "Wilson",
-      "avatar_url": "https://api.example.com/avatars/u_007.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-07-01T08:30:00Z",
-      "last_login_at": "2023-10-27T09:00:00Z",
-      "preferences": { "theme": "dark", "notifications": true }
-    },
-    {
-      "id": "u_008",
-      "email": "hank.moore@company.com",
-      "first_name": "Hank",
-      "last_name": "Moore",
-      "avatar_url": "https://api.example.com/avatars/u_008.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": false,
-      "created_at": "2023-07-15T14:00:00Z",
-      "last_login_at": "2023-09-20T10:00:00Z",
-      "preferences": { "theme": "light", "notifications": false }
-    },
-    {
-      "id": "u_009",
-      "email": "ivy.taylor@company.com",
-      "first_name": "Ivy",
-      "last_name": "Taylor",
-      "avatar_url": "https://api.example.com/avatars/u_009.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-08-01T09:15:00Z",
-      "last_login_at": "2023-10-27T08:45:00Z",
-      "preferences": { "theme": "system", "notifications": true }
-    },
-    {
-      "id": "u_010",
-      "email": "jack.white@company.com",
-      "first_name": "Jack",
-      "last_name": "White",
-      "avatar_url": "https://api.example.com/avatars/u_010.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-08-10T10:30:00Z",
-      "last_login_at": "2023-10-26T17:00:00Z",
-      "preferences": { "theme": "dark", "notifications": true }
-    },
-    {
-      "id": "u_011",
-      "email": "karen.hall@company.com",
-      "first_name": "Karen",
-      "last_name": "Hall",
-      "avatar_url": "https://api.example.com/avatars/u_011.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-09-01T08:00:00Z",
-      "last_login_at": "2023-10-27T09:15:00Z",
-      "preferences": { "theme": "light", "notifications": true }
-    },
-    {
-      "id": "u_012",
-      "email": "leo.adams@company.com",
-      "first_name": "Leo",
-      "last_name": "Adams",
-      "avatar_url": "https://api.example.com/avatars/u_012.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-09-15T09:00:00Z",
-      "last_login_at": "2023-10-27T09:30:00Z",
-      "preferences": { "theme": "system", "notifications": false }
-    },
-    {
-      "id": "u_013",
-      "email": "mia.clark@company.com",
-      "first_name": "Mia",
-      "last_name": "Clark",
-      "avatar_url": "https://api.example.com/avatars/u_013.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-10-01T11:00:00Z",
-      "last_login_at": "2023-10-27T10:00:00Z",
-      "preferences": { "theme": "dark", "notifications": true }
-    }</aap:target>
-  ],
-  "pagination": {
-    "page": <aap:target id="current-page">1</aap:target>,
-    "per_page": 30,
-    "total": <aap:target id="total-users">150</aap:target>,
-    "total_pages": <aap:target id="total-pages">5</aap:target>,
-    "has_next": <aap:target id="has-next">true</aap:target>,
-    "has_prev": <aap:target id="has-prev">false</aap:target>
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/026-json-api-response-users/outputs/aap/turn-2.json b/evals/data/experiments/026-json-api-response-users/outputs/aap/turn-2.json
deleted file mode 100644
index cc7521d..0000000
--- a/evals/data/experiments/026-json-api-response-users/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,197 +0,0 @@
-{
-  "meta": {
-    "request_id": "<aap:target id="request-id">req_8829374651</aap:target>",
-    "timestamp": "<aap:target id="timestamp">2023-10-27T10:00:00Z</aap:target>",
-    "api_version": "v1"
-  },
-  "data": [
-    <aap:target id="user-list">
-    {
-      "id": "u_001",
-      "email": "alice.smith@company.com",
-      "first_name": "Alice",
-      "last_name": "Smith",
-      "avatar_url": "https://api.example.com/avatars/u_001.jpg",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-01-15T08:30:00Z",
-      "last_login_at": "2023-10-27T09:45:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications": true
-      }
-    },
-    {
-      "id": "u_002",
-      "email": "bob.jones@company.com",
-      "first_name": "Bob",
-      "last_name": "Jones",
-      "avatar_url": "https://api.example.com/avatars/u_002.jpg",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "created_at": "2022-02-10T14:20:00Z",
-      "last_login_at": "2023-10-26T16:10:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications": false
-      }
-    },
-    {
-      "id": "u_003",
-      "email": "charlie.brown@company.com",
-      "first_name": "Charlie",
-      "last_name": "Brown",
-      "avatar_url": "https://api.example.com/avatars/u_003.jpg",
-      "role": "viewer",
-      "department": "Sales",
-      "is_active": false,
-      "created_at": "2023-05-12T09:00:00Z",
-      "last_login_at": "2023-08-15T11:20:00Z",
-      "preferences": {
-        "theme": "system",
-        "notifications": true
-      }
-    }
-    ,
-    {
-      "id": "u_004",
-      "email": "dave.wilson@company.com",
-      "first_name": "Dave",
-      "last_name": "Wilson",
-      "avatar_url": "https://api.example.com/avatars/u_004.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-06-01T10:00:00Z",
-      "last_login_at": "2023-10-27T08:00:00Z",
-      "preferences": { "theme": "dark", "notifications": true }
-    },
-    {
-      "id": "u_005",
-      "email": "eve.davis@company.com",
-      "first_name": "Eve",
-      "last_name": "Davis",
-      "avatar_url": "https://api.example.com/avatars/u_005.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-06-05T09:00:00Z",
-      "last_login_at": "2023-10-27T07:30:00Z",
-      "preferences": { "theme": "light", "notifications": true }
-    },
-    {
-      "id": "u_006",
-      "email": "frank.miller@company.com",
-      "first_name": "Frank",
-      "last_name": "Miller",
-      "avatar_url": "https://api.example.com/avatars/u_006.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-06-10T11:00:00Z",
-      "last_login_at": "2023-10-26T15:00:00Z",
-      "preferences": { "theme": "system", "notifications": false }
-    },
-    {
-      "id": "u_007",
-      "email": "grace.wilson@company.com",
-      "first_name": "Grace",
-      "last_name": "Wilson",
-      "avatar_url": "https://api.example.com/avatars/u_007.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-07-01T08:30:00Z",
-      "last_login_at": "2023-10-27T09:00:00Z",
-      "preferences": { "theme": "dark", "notifications": true }
-    },
-    {
-      "id": "u_008",
-      "email": "hank.moore@company.com",
-      "first_name": "Hank",
-      "last_name": "Moore",
-      "avatar_url": "https://api.example.com/avatars/u_008.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": false,
-      "created_at": "2023-07-15T14:00:00Z",
-      "last_login_at": "2023-09-20T10:00:00Z",
-      "preferences": { "theme": "light", "notifications": false }
-    },
-    {
-      "id": "u_009",
-      "email": "ivy.taylor@company.com",
-      "first_name": "Ivy",
-      "last_name": "Taylor",
-      "avatar_url": "https://api.example.com/avatars/u_009.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-08-01T09:15:00Z",
-      "last_login_at": "2023-10-27T08:45:00Z",
-      "preferences": { "theme": "system", "notifications": true }
-    },
-    {
-      "id": "u_010",
-      "email": "jack.white@company.com",
-      "first_name": "Jack",
-      "last_name": "White",
-      "avatar_url": "https://api.example.com/avatars/u_010.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-08-10T10:30:00Z",
-      "last_login_at": "2023-10-26T17:00:00Z",
-      "preferences": { "theme": "dark", "notifications": true }
-    },
-    {
-      "id": "u_011",
-      "email": "karen.hall@company.com",
-      "first_name": "Karen",
-      "last_name": "Hall",
-      "avatar_url": "https://api.example.com/avatars/u_011.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-09-01T08:00:00Z",
-      "last_login_at": "2023-10-27T09:15:00Z",
-      "preferences": { "theme": "light", "notifications": true }
-    },
-    {
-      "id": "u_012",
-      "email": "leo.adams@company.com",
-      "first_name": "Leo",
-      "last_name": "Adams",
-      "avatar_url": "https://api.example.com/avatars/u_012.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-09-15T09:00:00Z",
-      "last_login_at": "2023-10-27T09:30:00Z",
-      "preferences": { "theme": "system", "notifications": false }
-    },
-    {
-      "id": "u_013",
-      "email": "mia.clark@company.com",
-      "first_name": "Mia",
-      "last_name": "Clark",
-      "avatar_url": "https://api.example.com/avatars/u_013.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-10-01T11:00:00Z",
-      "last_login_at": "2023-10-27T10:00:00Z",
-      "preferences": { "theme": "dark", "notifications": true }
-    }</aap:target>
-  ],
-  "pagination": {
-    "page": <aap:target id="current-page">3</aap:target>,
-    "per_page": 30,
-    "total": <aap:target id="total-users">360</aap:target>,
-    "total_pages": <aap:target id="total-pages">12</aap:target>,
-    "has_next": <aap:target id="has-next">true</aap:target>,
-    "has_prev": <aap:target id="has-prev">true</aap:target>
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/026-json-api-response-users/outputs/aap/turn-3.json b/evals/data/experiments/026-json-api-response-users/outputs/aap/turn-3.json
deleted file mode 100644
index 4593657..0000000
--- a/evals/data/experiments/026-json-api-response-users/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,199 +0,0 @@
-{
-  "meta": {
-    "request_id": "<aap:target id="request-id">req_8829374651</aap:target>",
-    "timestamp": "<aap:target id="timestamp">2023-10-27T10:00:00Z</aap:target>",
-    "api_version": "v1"
-  },
-  "data": [
-    <aap:target id="user-list">
-    {
-      "id": "u_001",
-      "email": "alice.smith@company.com",
-      "first_name": "Alice",
-      "last_name": "Smith",
-      "avatar_url": "https://api.example.com/avatars/u_001.jpg",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-01-15T08:30:00Z",
-      "last_login_at": "2023-10-27T09:45:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications": true
-      }
-    },
-    {
-      "id": "u_002",
-      "email": "bob.jones@company.com",
-      "first_name": "Bob",
-      "last_name": "Jones",
-      "avatar_url": "https://api.example.com/avatars/u_002.jpg",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "created_at": "2022-02-10T14:20:00Z",
-      "last_login_at": "2023-10-26T16:10:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications": false
-      }
-    },
-    {
-      "id": "u_003",
-      "email": "charlie.brown@company.com",
-      "first_name": "Charlie",
-      "last_name": "Brown",
-      "avatar_url": "https://api.example.com/avatars/u_003.jpg",
-      "role": "viewer",
-      "department": "Sales",
-      "is_active": false,
-      "created_at": "2023-05-12T09:00:00Z",
-      "last_login_at": "2023-08-15T11:20:00Z",
-      "preferences": {
-        "theme": "system",
-        "notifications": true
-      }
-    }
-    ,
-    {
-      "id": "u_004",
-      "email": "dave.wilson@company.com",
-      "first_name": "Dave",
-      "last_name": "Wilson",
-      "avatar_url": "https://api.example.com/avatars/u_004.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-06-01T10:00:00Z",
-      "last_login_at": "2023-10-27T08:00:00Z",
-      "preferences": { "theme": "dark", "notifications": true }
-    },
-    {
-      "id": "u_005",
-      "email": "eve.davis@company.com",
-      "first_name": "Eve",
-      "last_name": "Davis",
-      "avatar_url": "https://api.example.com/avatars/u_005.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-06-05T09:00:00Z",
-      "last_login_at": "2023-10-27T07:30:00Z",
-      "preferences": { "theme": "light", "notifications": true }
-    },
-    {
-      "id": "u_006",
-      "email": "frank.miller@company.com",
-      "first_name": "Frank",
-      "last_name": "Miller",
-      "avatar_url": "https://api.example.com/avatars/u_006.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-06-10T11:00:00Z",
-      "last_login_at": "2023-10-26T15:00:00Z",
-      "preferences": { "theme": "system", "notifications": false }
-    },
-    {
-      "id": "u_007",
-      "email": "grace.wilson@company.com",
-      "first_name": "Grace",
-      "last_name": "Wilson",
-      "avatar_url": "https://api.example.com/avatars/u_007.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-07-01T08:30:00Z",
-      "last_login_at": "2023-10-27T09:00:00Z",
-      "preferences": { "theme": "dark", "notifications": true }
-    },
-    {
-      "id": "u_008",
-      "email": "hank.moore@company.com",
-      "first_name": "Hank",
-      "last_name": "Moore",
-      "avatar_url": "https://api.example.com/avatars/u_008.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": false,
-      "created_at": "2023-07-15T14:00:00Z",
-      "last_login_at": "2023-09-20T10:00:00Z",
-      "preferences": { "theme": "light", "notifications": false }
-    },
-    {
-      "id": "u_009",
-      "email": "ivy.taylor@company.com",
-      "first_name": "Ivy",
-      "last_name": "Taylor",
-      "avatar_url": "https://api.example.com/avatars/u_009.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-08-01T09:15:00Z",
-      "last_login_at": "2023-10-27T08:45:00Z",
-      "preferences": { "theme": "system", "notifications": true }
-    },
-    {
-      "id": "u_010",
-      "email": "jack.white@company.com",
-      "first_name": "Jack",
-      "last_name": "White",
-      "avatar_url": "https://api.example.com/avatars/u_010.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-08-10T10:30:00Z",
-      "last_login_at": "2023-10-26T17:00:00Z",
-      "preferences": { "theme": "dark", "notifications": true }
-    },
-    {
-      "id": "u_011",
-      "email": "karen.hall@company.com",
-      "first_name": "Karen",
-      "last_name": "Hall",
-      "avatar_url": "https://api.example.com/avatars/u_011.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-09-01T08:00:00Z",
-      "last_login_at": "2023-10-27T09:15:00Z",
-      "preferences": { "theme": "light", "notifications": true }
-    },
-    {
-      "id": "u_012",
-      "email": "leo.adams@company.com",
-      "first_name": "Leo",
-      "last_name": "Adams",
-      "avatar_url": "https://api.example.com/avatars/u_012.jpg",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-09-15T09:00:00Z",
-      "last_login_at": "2023-10-27T09:30:00Z",
-      "preferences": { "theme": "system", "notifications": false }
-    },
-    {
-      "id": "u_013",
-      "email": "mia.clark@company.com",
-      "first_name": "Mia",
-      "last_name": "Clark",
-      "avatar_url": "https://api.example.com/avatars/u_013.jpg",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-10-01T11:00:00Z",
-      "last_login_at": "2023-10-27T10:00:00Z",
-      "preferences": { "theme": "dark", "notifications": true }
-    },
-      "team_id": "t_01",
-      "team_name": "Platform"</aap:target>
-  ],
-  "pagination": {
-    "page": <aap:target id="current-page">3</aap:target>,
-    "per_page": 30,
-    "total": <aap:target id="total-users">360</aap:target>,
-    "total_pages": <aap:target id="total-pages">12</aap:target>,
-    "has_next": <aap:target id="has-next">true</aap:target>,
-    "has_prev": <aap:target id="has-prev">true</aap:target>
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/026-json-api-response-users/outputs/base/turn-0.json b/evals/data/experiments/026-json-api-response-users/outputs/base/turn-0.json
deleted file mode 100644
index 847dd3c..0000000
--- a/evals/data/experiments/026-json-api-response-users/outputs/base/turn-0.json
+++ /dev/null
@@ -1,527 +0,0 @@
-{
-  "meta": {
-    "request_id": "req_8f3a921b-c4d7-4e92-bd12-f0e2a39c4d56",
-    "timestamp": "2023-10-27T14:30:00Z",
-    "api_version": "v1.2"
-  },
-  "pagination": {
-    "page": 1,
-    "per_page": 30,
-    "total": 145,
-    "total_pages": 5,
-    "has_next": true,
-    "has_prev": false
-  },
-  "data": [
-    {
-      "id": "u_9921",
-      "email": "sarah.jenkins@techcorp.io",
-      "first_name": "Sarah",
-      "last_name": "Jenkins",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Sarah",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-01-15T09:00:00Z",
-      "last_login_at": "2023-10-27T08:15:22Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9922",
-      "email": "m.rodriguez@techcorp.io",
-      "first_name": "Mateo",
-      "last_name": "Rodriguez",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Mateo",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "created_at": "2022-03-12T11:20:00Z",
-      "last_login_at": "2023-10-26T16:45:10Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": false,
-        "language": "es-ES"
-      }
-    },
-    {
-      "id": "u_9923",
-      "email": "elena.vance@techcorp.io",
-      "first_name": "Elena",
-      "last_name": "Vance",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Elena",
-      "role": "viewer",
-      "department": "Sales",
-      "is_active": true,
-      "created_at": "2022-06-05T14:10:00Z",
-      "last_login_at": "2023-10-27T09:12:05Z",
-      "preferences": {
-        "theme": "system",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9924",
-      "email": "k.patel@techcorp.io",
-      "first_name": "Kiran",
-      "last_name": "Patel",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Kiran",
-      "role": "editor",
-      "department": "Product",
-      "is_active": false,
-      "created_at": "2021-11-20T10:00:00Z",
-      "last_login_at": "2023-08-15T12:00:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9925",
-      "email": "d.thompson@techcorp.io",
-      "first_name": "David",
-      "last_name": "Thompson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=David",
-      "role": "viewer",
-      "department": "Support",
-      "is_active": true,
-      "created_at": "2023-01-08T09:30:00Z",
-      "last_login_at": "2023-10-27T10:05:30Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-GB"
-      }
-    },
-    {
-      "id": "u_9926",
-      "email": "l.kim@techcorp.io",
-      "first_name": "Linda",
-      "last_name": "Kim",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Linda",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-02-14T08:45:00Z",
-      "last_login_at": "2023-10-27T07:20:15Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "ko-KR"
-      }
-    },
-    {
-      "id": "u_9927",
-      "email": "a.baker@techcorp.io",
-      "first_name": "Alex",
-      "last_name": "Baker",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Alex",
-      "role": "editor",
-      "department": "Design",
-      "is_active": true,
-      "created_at": "2023-05-22T13:00:00Z",
-      "last_login_at": "2023-10-26T18:30:45Z",
-      "preferences": {
-        "theme": "system",
-        "notifications_enabled": false,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9928",
-      "email": "j.sanchez@techcorp.io",
-      "first_name": "Jorge",
-      "last_name": "Sanchez",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Jorge",
-      "role": "viewer",
-      "department": "Operations",
-      "is_active": true,
-      "created_at": "2022-09-01T15:20:00Z",
-      "last_login_at": "2023-10-27T06:45:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "es-MX"
-      }
-    },
-    {
-      "id": "u_9929",
-      "email": "r.chen@techcorp.io",
-      "first_name": "Rachel",
-      "last_name": "Chen",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Rachel",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2021-12-10T10:00:00Z",
-      "last_login_at": "2023-10-27T11:15:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9930",
-      "email": "m.wilson@techcorp.io",
-      "first_name": "Mark",
-      "last_name": "Wilson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Mark",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "created_at": "2023-04-18T14:00:00Z",
-      "last_login_at": "2023-10-25T09:20:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9931",
-      "email": "t.foster@techcorp.io",
-      "first_name": "Taylor",
-      "last_name": "Foster",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Taylor",
-      "role": "viewer",
-      "department": "Legal",
-      "is_active": true,
-      "created_at": "2022-08-30T16:10:00Z",
-      "last_login_at": "2023-10-27T08:50:00Z",
-      "preferences": {
-        "theme": "system",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9932",
-      "email": "h.nguyen@techcorp.io",
-      "first_name": "Hana",
-      "last_name": "Nguyen",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Hana",
-      "role": "editor",
-      "department": "Product",
-      "is_active": true,
-      "created_at": "2023-07-12T11:00:00Z",
-      "last_login_at": "2023-10-26T17:15:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": false,
-        "language": "vi-VN"
-      }
-    },
-    {
-      "id": "u_9933",
-      "email": "p.davis@techcorp.io",
-      "first_name": "Paul",
-      "last_name": "Davis",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Paul",
-      "role": "viewer",
-      "department": "Sales",
-      "is_active": true,
-      "created_at": "2022-04-05T09:30:00Z",
-      "last_login_at": "2023-10-27T09:00:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9934",
-      "email": "c.miller@techcorp.io",
-      "first_name": "Chloe",
-      "last_name": "Miller",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Chloe",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-10-10T12:00:00Z",
-      "last_login_at": "2023-10-27T10:45:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9935",
-      "email": "s.jones@techcorp.io",
-      "first_name": "Samuel",
-      "last_name": "Jones",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Samuel",
-      "role": "editor",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-02-15T08:15:00Z",
-      "last_login_at": "2023-10-26T14:30:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9936",
-      "email": "i.ivanov@techcorp.io",
-      "first_name": "Ivan",
-      "last_name": "Ivanov",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Ivan",
-      "role": "viewer",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-12-01T10:00:00Z",
-      "last_login_at": "2023-10-27T08:00:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "ru-RU"
-      }
-    },
-    {
-      "id": "u_9937",
-      "email": "f.smith@techcorp.io",
-      "first_name": "Felicity",
-      "last_name": "Smith",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Felicity",
-      "role": "editor",
-      "department": "Design",
-      "is_active": true,
-      "created_at": "2023-03-20T11:45:00Z",
-      "last_login_at": "2023-10-25T16:10:00Z",
-      "preferences": {
-        "theme": "system",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9938",
-      "email": "b.brown@techcorp.io",
-      "first_name": "Benjamin",
-      "last_name": "Brown",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Benjamin",
-      "role": "viewer",
-      "department": "Support",
-      "is_active": true,
-      "created_at": "2022-07-14T09:00:00Z",
-      "last_login_at": "2023-10-27T09:30:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": false,
-        "language": "en-GB"
-      }
-    },
-    {
-      "id": "u_9939",
-      "email": "e.moore@techcorp.io",
-      "first_name": "Emily",
-      "last_name": "Moore",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Emily",
-      "role": "admin",
-      "department": "HR",
-      "is_active": true,
-      "created_at": "2021-09-10T10:00:00Z",
-      "last_login_at": "2023-10-27T08:45:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9940",
-      "email": "d.white@techcorp.io",
-      "first_name": "Daniel",
-      "last_name": "White",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Daniel",
-      "role": "editor",
-      "department": "Sales",
-      "is_active": true,
-      "created_at": "2023-06-01T13:20:00Z",
-      "last_login_at": "2023-10-26T15:00:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9941",
-      "email": "g.green@techcorp.io",
-      "first_name": "Grace",
-      "last_name": "Green",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Grace",
-      "role": "viewer",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-11-12T09:30:00Z",
-      "last_login_at": "2023-10-27T07:10:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9942",
-      "email": "h.hall@techcorp.io",
-      "first_name": "Henry",
-      "last_name": "Hall",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Henry",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "created_at": "2023-01-20T10:00:00Z",
-      "last_login_at": "2023-10-26T18:00:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9943",
-      "email": "i.irwin@techcorp.io",
-      "first_name": "Iris",
-      "last_name": "Irwin",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Iris",
-      "role": "viewer",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2022-05-15T11:00:00Z",
-      "last_login_at": "2023-10-27T09:15:00Z",
-      "preferences": {
-        "theme": "system",
-        "notifications_enabled": false,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9944",
-      "email": "j.jackson@techcorp.io",
-      "first_name": "Jack",
-      "last_name": "Jackson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Jack",
-      "role": "editor",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2023-08-05T08:30:00Z",
-      "last_login_at": "2023-10-27T10:00:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9945",
-      "email": "k.king@techcorp.io",
-      "first_name": "Kevin",
-      "last_name": "King",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Kevin",
-      "role": "viewer",
-      "department": "Product",
-      "is_active": true,
-      "created_at": "2022-02-28T09:45:00Z",
-      "last_login_at": "2023-10-26T17:30:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9946",
-      "email": "l.long@techcorp.io",
-      "first_name": "Laura",
-      "last_name": "Long",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Laura",
-      "role": "admin",
-      "department": "Operations",
-      "is_active": true,
-      "created_at": "2021-10-15T10:00:00Z",
-      "last_login_at": "2023-10-27T06:30:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9947",
-      "email": "m.martin@techcorp.io",
-      "first_name": "Mike",
-      "last_name": "Martin",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Mike",
-      "role": "editor",
-      "department": "Sales",
-      "is_active": true,
-      "created_at": "2023-04-10T12:00:00Z",
-      "last_login_at": "2023-10-27T08:10:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9948",
-      "email": "n.nelson@techcorp.io",
-      "first_name": "Nina",
-      "last_name": "Nelson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Nina",
-      "role": "viewer",
-      "department": "Design",
-      "is_active": true,
-      "created_at": "2022-09-20T11:00:00Z",
-      "last_login_at": "2023-10-26T14:45:00Z",
-      "preferences": {
-        "theme": "system",
-        "notifications_enabled": false,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9949",
-      "email": "o.owens@techcorp.io",
-      "first_name": "Oscar",
-      "last_name": "Owens",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Oscar",
-      "role": "editor",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2023-07-25T09:00:00Z",
-      "last_login_at": "2023-10-27T07:50:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9950",
-      "email": "p.parker@techcorp.io",
-      "first_name": "Peter",
-      "last_name": "Parker",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Peter",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2021-08-01T10:00:00Z",
-      "last_login_at": "2023-10-27T10:30:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/026-json-api-response-users/outputs/base/turn-1.json b/evals/data/experiments/026-json-api-response-users/outputs/base/turn-1.json
deleted file mode 100644
index a8891ff..0000000
--- a/evals/data/experiments/026-json-api-response-users/outputs/base/turn-1.json
+++ /dev/null
@@ -1,537 +0,0 @@
-{
-  "meta": {
-    "request_id": "req_8f3a921b-c4d7-4e92-bd12-f0e2a39c4d56",
-    "timestamp": "2023-10-27T14:30:00Z",
-    "api_version": "v1.2"
-  },
-  "pagination": {
-    "page": 1,
-    "per_page": 40,
-    "total": 155,
-    "total_pages": 4,
-    "has_next": true,
-    "has_prev": false
-  },
-  "data": [
-    {
-      "id": "u_9921",
-      "email": "sarah.jenkins@techcorp.io",
-      "first_name": "Sarah",
-      "last_name": "Jenkins",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Sarah",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-01-15T09:00:00Z",
-      "last_login_at": "2023-10-27T08:15:22Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9922",
-      "email": "m.rodriguez@techcorp.io",
-      "first_name": "Mateo",
-      "last_name": "Rodriguez",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Mateo",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "created_at": "2022-03-12T11:20:00Z",
-      "last_login_at": "2023-10-26T16:45:10Z",
-      "preferences": { "theme": "light", "notifications_enabled": false, "language": "es-ES" }
-    },
-    {
-      "id": "u_9923",
-      "email": "elena.vance@techcorp.io",
-      "first_name": "Elena",
-      "last_name": "Vance",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Elena",
-      "role": "viewer",
-      "department": "Sales",
-      "is_active": true,
-      "created_at": "2022-06-05T14:10:00Z",
-      "last_login_at": "2023-10-27T09:12:05Z",
-      "preferences": { "theme": "system", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9924",
-      "email": "k.patel@techcorp.io",
-      "first_name": "Kiran",
-      "last_name": "Patel",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Kiran",
-      "role": "editor",
-      "department": "Product",
-      "is_active": false,
-      "created_at": "2021-11-20T10:00:00Z",
-      "last_login_at": "2023-08-15T12:00:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9925",
-      "email": "d.thompson@techcorp.io",
-      "first_name": "David",
-      "last_name": "Thompson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=David",
-      "role": "viewer",
-      "department": "Support",
-      "is_active": true,
-      "created_at": "2023-01-08T09:30:00Z",
-      "last_login_at": "2023-10-27T10:05:30Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-GB" }
-    },
-    {
-      "id": "u_9926",
-      "email": "l.kim@techcorp.io",
-      "first_name": "Linda",
-      "last_name": "Kim",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Linda",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-02-14T08:45:00Z",
-      "last_login_at": "2023-10-27T07:20:15Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "ko-KR" }
-    },
-    {
-      "id": "u_9927",
-      "email": "a.baker@techcorp.io",
-      "first_name": "Alex",
-      "last_name": "Baker",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Alex",
-      "role": "editor",
-      "department": "Design",
-      "is_active": true,
-      "created_at": "2023-05-22T13:00:00Z",
-      "last_login_at": "2023-10-26T18:30:45Z",
-      "preferences": { "theme": "system", "notifications_enabled": false, "language": "en-US" }
-    },
-    {
-      "id": "u_9928",
-      "email": "j.sanchez@techcorp.io",
-      "first_name": "Jorge",
-      "last_name": "Sanchez",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Jorge",
-      "role": "viewer",
-      "department": "Operations",
-      "is_active": true,
-      "created_at": "2022-09-01T15:20:00Z",
-      "last_login_at": "2023-10-27T06:45:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "es-MX" }
-    },
-    {
-      "id": "u_9929",
-      "email": "r.chen@techcorp.io",
-      "first_name": "Rachel",
-      "last_name": "Chen",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Rachel",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2021-12-10T10:00:00Z",
-      "last_login_at": "2023-10-27T11:15:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9930",
-      "email": "m.wilson@techcorp.io",
-      "first_name": "Mark",
-      "last_name": "Wilson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Mark",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "created_at": "2023-04-18T14:00:00Z",
-      "last_login_at": "2023-10-25T09:20:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9931",
-      "email": "t.foster@techcorp.io",
-      "first_name": "Taylor",
-      "last_name": "Foster",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Taylor",
-      "role": "viewer",
-      "department": "Legal",
-      "is_active": true,
-      "created_at": "2022-08-30T16:10:00Z",
-      "last_login_at": "2023-10-27T08:50:00Z",
-      "preferences": { "theme": "system", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9932",
-      "email": "h.nguyen@techcorp.io",
-      "first_name": "Hana",
-      "last_name": "Nguyen",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Hana",
-      "role": "editor",
-      "department": "Product",
-      "is_active": true,
-      "created_at": "2023-07-12T11:00:00Z",
-      "last_login_at": "2023-10-26T17:15:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": false, "language": "vi-VN" }
-    },
-    {
-      "id": "u_9933",
-      "email": "p.davis@techcorp.io",
-      "first_name": "Paul",
-      "last_name": "Davis",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Paul",
-      "role": "viewer",
-      "department": "Sales",
-      "is_active": true,
-      "created_at": "2022-04-05T09:30:00Z",
-      "last_login_at": "2023-10-27T09:00:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9934",
-      "email": "c.miller@techcorp.io",
-      "first_name": "Chloe",
-      "last_name": "Miller",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Chloe",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-10-10T12:00:00Z",
-      "last_login_at": "2023-10-27T10:45:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9935",
-      "email": "s.jones@techcorp.io",
-      "first_name": "Samuel",
-      "last_name": "Jones",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Samuel",
-      "role": "editor",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-02-15T08:15:00Z",
-      "last_login_at": "2023-10-26T14:30:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9936",
-      "email": "i.ivanov@techcorp.io",
-      "first_name": "Ivan",
-      "last_name": "Ivanov",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Ivan",
-      "role": "viewer",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-12-01T10:00:00Z",
-      "last_login_at": "2023-10-27T08:00:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "ru-RU" }
-    },
-    {
-      "id": "u_9937",
-      "email": "f.smith@techcorp.io",
-      "first_name": "Felicity",
-      "last_name": "Smith",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Felicity",
-      "role": "editor",
-      "department": "Design",
-      "is_active": true,
-      "created_at": "2023-03-20T11:45:00Z",
-      "last_login_at": "2023-10-25T16:10:00Z",
-      "preferences": { "theme": "system", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9938",
-      "email": "b.brown@techcorp.io",
-      "first_name": "Benjamin",
-      "last_name": "Brown",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Benjamin",
-      "role": "viewer",
-      "department": "Support",
-      "is_active": true,
-      "created_at": "2022-07-14T09:00:00Z",
-      "last_login_at": "2023-10-27T09:30:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": false, "language": "en-GB" }
-    },
-    {
-      "id": "u_9939",
-      "email": "e.moore@techcorp.io",
-      "first_name": "Emily",
-      "last_name": "Moore",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Emily",
-      "role": "admin",
-      "department": "HR",
-      "is_active": true,
-      "created_at": "2021-09-10T10:00:00Z",
-      "last_login_at": "2023-10-27T08:45:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9940",
-      "email": "d.white@techcorp.io",
-      "first_name": "Daniel",
-      "last_name": "White",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Daniel",
-      "role": "editor",
-      "department": "Sales",
-      "is_active": true,
-      "created_at": "2023-06-01T13:20:00Z",
-      "last_login_at": "2023-10-26T15:00:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9941",
-      "email": "g.green@techcorp.io",
-      "first_name": "Grace",
-      "last_name": "Green",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Grace",
-      "role": "viewer",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-11-12T09:30:00Z",
-      "last_login_at": "2023-10-27T07:10:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9942",
-      "email": "h.hall@techcorp.io",
-      "first_name": "Henry",
-      "last_name": "Hall",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Henry",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "created_at": "2023-01-20T10:00:00Z",
-      "last_login_at": "2023-10-26T18:00:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9943",
-      "email": "i.irwin@techcorp.io",
-      "first_name": "Iris",
-      "last_name": "Irwin",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Iris",
-      "role": "viewer",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2022-05-15T11:00:00Z",
-      "last_login_at": "2023-10-27T09:15:00Z",
-      "preferences": { "theme": "system", "notifications_enabled": false, "language": "en-US" }
-    },
-    {
-      "id": "u_9944",
-      "email": "j.jackson@techcorp.io",
-      "first_name": "Jack",
-      "last_name": "Jackson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Jack",
-      "role": "editor",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2023-08-05T08:30:00Z",
-      "last_login_at": "2023-10-27T10:00:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9945",
-      "email": "k.king@techcorp.io",
-      "first_name": "Kevin",
-      "last_name": "King",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Kevin",
-      "role": "viewer",
-      "department": "Product",
-      "is_active": true,
-      "created_at": "2022-02-28T09:45:00Z",
-      "last_login_at": "2023-10-26T17:30:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9946",
-      "email": "l.long@techcorp.io",
-      "first_name": "Laura",
-      "last_name": "Long",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Laura",
-      "role": "admin",
-      "department": "Operations",
-      "is_active": true,
-      "created_at": "2021-10-15T10:00:00Z",
-      "last_login_at": "2023-10-27T06:30:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9947",
-      "email": "m.martin@techcorp.io",
-      "first_name": "Mike",
-      "last_name": "Martin",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Mike",
-      "role": "editor",
-      "department": "Sales",
-      "is_active": true,
-      "created_at": "2023-04-10T12:00:00Z",
-      "last_login_at": "2023-10-27T08:10:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9948",
-      "email": "n.nelson@techcorp.io",
-      "first_name": "Nina",
-      "last_name": "Nelson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Nina",
-      "role": "viewer",
-      "department": "Design",
-      "is_active": true,
-      "created_at": "2022-09-20T11:00:00Z",
-      "last_login_at": "2023-10-26T14:45:00Z",
-      "preferences": { "theme": "system", "notifications_enabled": false, "language": "en-US" }
-    },
-    {
-      "id": "u_9949",
-      "email": "o.owens@techcorp.io",
-      "first_name": "Oscar",
-      "last_name": "Owens",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Oscar",
-      "role": "editor",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2023-07-25T09:00:00Z",
-      "last_login_at": "2023-10-27T07:50:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9950",
-      "email": "p.parker@techcorp.io",
-      "first_name": "Peter",
-      "last_name": "Parker",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Peter",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2021-08-01T10:00:00Z",
-      "last_login_at": "2023-10-27T10:30:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9951",
-      "email": "alice.fin@techcorp.io",
-      "first_name": "Alice",
-      "last_name": "Finance",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Alice",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-01-10T09:00:00Z",
-      "last_login_at": "2023-10-27T08:00:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9952",
-      "email": "bob.support@techcorp.io",
-      "first_name": "Bob",
-      "last_name": "Agent",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Bob",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-02-15T10:00:00Z",
-      "last_login_at": "2023-10-27T09:00:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9953",
-      "email": "carla.fin@techcorp.io",
-      "first_name": "Carla",
-      "last_name": "Billing",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Carla",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-03-20T11:00:00Z",
-      "last_login_at": "2023-10-26T17:00:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9954",
-      "email": "dave.support@techcorp.io",
-      "first_name": "Dave",
-      "last_name": "Help",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Dave",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-04-05T08:30:00Z",
-      "last_login_at": "2023-10-27T10:30:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9955",
-      "email": "eve.fin@techcorp.io",
-      "first_name": "Eve",
-      "last_name": "Ledger",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Eve",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-05-12T09:45:00Z",
-      "last_login_at": "2023-10-27T07:15:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9956",
-      "email": "frank.support@techcorp.io",
-      "first_name": "Frank",
-      "last_name": "Ticket",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Frank",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-06-18T10:15:00Z",
-      "last_login_at": "2023-10-26T16:00:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9957",
-      "email": "grace.fin@techcorp.io",
-      "first_name": "Grace",
-      "last_name": "Auditor",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Grace2",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-07-22T11:00:00Z",
-      "last_login_at": "2023-10-27T09:45:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9958",
-      "email": "hank.support@techcorp.io",
-      "first_name": "Hank",
-      "last_name": "Desk",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Hank",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-08-30T08:00:00Z",
-      "last_login_at": "2023-10-27T06:00:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9959",
-      "email": "ivy.fin@techcorp.io",
-      "first_name": "Ivy",
-      "last_name": "Tax",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Ivy",
-      "role": "billing_admin",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-09-15T09:30:00Z",
-      "last_login_at": "2023-10-27T10:00:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9960",
-      "email": "jack.support@techcorp.io",
-      "first_name": "Jack",
-      "last_name": "User",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Jack2",
-      "role": "support_agent",
-      "department": "Customer Success",
-      "is_active": true,
-      "created_at": "2023-10-01T10:00:00Z",
-      "last_login_at": "2023-10-27T08:30:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/026-json-api-response-users/outputs/base/turn-2.json b/evals/data/experiments/026-json-api-response-users/outputs/base/turn-2.json
deleted file mode 100644
index c6a3582..0000000
--- a/evals/data/experiments/026-json-api-response-users/outputs/base/turn-2.json
+++ /dev/null
@@ -1,527 +0,0 @@
-{
-  "meta": {
-    "request_id": "req_8f3a921b-c4d7-4e92-bd12-f0e2a39c4d56",
-    "timestamp": "2023-10-27T14:30:00Z",
-    "api_version": "v1.2"
-  },
-  "pagination": {
-    "page": 3,
-    "per_page": 30,
-    "total": 360,
-    "total_pages": 12,
-    "has_next": true,
-    "has_prev": true
-  },
-  "data": [
-    {
-      "id": "u_9921",
-      "email": "sarah.jenkins@techcorp.io",
-      "first_name": "Sarah",
-      "last_name": "Jenkins",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Sarah",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-01-15T09:00:00Z",
-      "last_login_at": "2023-10-27T08:15:22Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9922",
-      "email": "m.rodriguez@techcorp.io",
-      "first_name": "Mateo",
-      "last_name": "Rodriguez",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Mateo",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "created_at": "2022-03-12T11:20:00Z",
-      "last_login_at": "2023-10-26T16:45:10Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": false,
-        "language": "es-ES"
-      }
-    },
-    {
-      "id": "u_9923",
-      "email": "elena.vance@techcorp.io",
-      "first_name": "Elena",
-      "last_name": "Vance",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Elena",
-      "role": "viewer",
-      "department": "Sales",
-      "is_active": true,
-      "created_at": "2022-06-05T14:10:00Z",
-      "last_login_at": "2023-10-27T09:12:05Z",
-      "preferences": {
-        "theme": "system",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9924",
-      "email": "k.patel@techcorp.io",
-      "first_name": "Kiran",
-      "last_name": "Patel",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Kiran",
-      "role": "editor",
-      "department": "Product",
-      "is_active": false,
-      "created_at": "2021-11-20T10:00:00Z",
-      "last_login_at": "2023-08-15T12:00:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9925",
-      "email": "d.thompson@techcorp.io",
-      "first_name": "David",
-      "last_name": "Thompson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=David",
-      "role": "viewer",
-      "department": "Support",
-      "is_active": true,
-      "created_at": "2023-01-08T09:30:00Z",
-      "last_login_at": "2023-10-27T10:05:30Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-GB"
-      }
-    },
-    {
-      "id": "u_9926",
-      "email": "l.kim@techcorp.io",
-      "first_name": "Linda",
-      "last_name": "Kim",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Linda",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-02-14T08:45:00Z",
-      "last_login_at": "2023-10-27T07:20:15Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "ko-KR"
-      }
-    },
-    {
-      "id": "u_9927",
-      "email": "a.baker@techcorp.io",
-      "first_name": "Alex",
-      "last_name": "Baker",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Alex",
-      "role": "editor",
-      "department": "Design",
-      "is_active": true,
-      "created_at": "2023-05-22T13:00:00Z",
-      "last_login_at": "2023-10-26T18:30:45Z",
-      "preferences": {
-        "theme": "system",
-        "notifications_enabled": false,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9928",
-      "email": "j.sanchez@techcorp.io",
-      "first_name": "Jorge",
-      "last_name": "Sanchez",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Jorge",
-      "role": "viewer",
-      "department": "Operations",
-      "is_active": true,
-      "created_at": "2022-09-01T15:20:00Z",
-      "last_login_at": "2023-10-27T06:45:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "es-MX"
-      }
-    },
-    {
-      "id": "u_9929",
-      "email": "r.chen@techcorp.io",
-      "first_name": "Rachel",
-      "last_name": "Chen",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Rachel",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2021-12-10T10:00:00Z",
-      "last_login_at": "2023-10-27T11:15:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9930",
-      "email": "m.wilson@techcorp.io",
-      "first_name": "Mark",
-      "last_name": "Wilson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Mark",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "created_at": "2023-04-18T14:00:00Z",
-      "last_login_at": "2023-10-25T09:20:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9931",
-      "email": "t.foster@techcorp.io",
-      "first_name": "Taylor",
-      "last_name": "Foster",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Taylor",
-      "role": "viewer",
-      "department": "Legal",
-      "is_active": true,
-      "created_at": "2022-08-30T16:10:00Z",
-      "last_login_at": "2023-10-27T08:50:00Z",
-      "preferences": {
-        "theme": "system",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9932",
-      "email": "h.nguyen@techcorp.io",
-      "first_name": "Hana",
-      "last_name": "Nguyen",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Hana",
-      "role": "editor",
-      "department": "Product",
-      "is_active": true,
-      "created_at": "2023-07-12T11:00:00Z",
-      "last_login_at": "2023-10-26T17:15:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": false,
-        "language": "vi-VN"
-      }
-    },
-    {
-      "id": "u_9933",
-      "email": "p.davis@techcorp.io",
-      "first_name": "Paul",
-      "last_name": "Davis",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Paul",
-      "role": "viewer",
-      "department": "Sales",
-      "is_active": true,
-      "created_at": "2022-04-05T09:30:00Z",
-      "last_login_at": "2023-10-27T09:00:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9934",
-      "email": "c.miller@techcorp.io",
-      "first_name": "Chloe",
-      "last_name": "Miller",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Chloe",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-10-10T12:00:00Z",
-      "last_login_at": "2023-10-27T10:45:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9935",
-      "email": "s.jones@techcorp.io",
-      "first_name": "Samuel",
-      "last_name": "Jones",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Samuel",
-      "role": "editor",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2023-02-15T08:15:00Z",
-      "last_login_at": "2023-10-26T14:30:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9936",
-      "email": "i.ivanov@techcorp.io",
-      "first_name": "Ivan",
-      "last_name": "Ivanov",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Ivan",
-      "role": "viewer",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-12-01T10:00:00Z",
-      "last_login_at": "2023-10-27T08:00:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "ru-RU"
-      }
-    },
-    {
-      "id": "u_9937",
-      "email": "f.smith@techcorp.io",
-      "first_name": "Felicity",
-      "last_name": "Smith",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Felicity",
-      "role": "editor",
-      "department": "Design",
-      "is_active": true,
-      "created_at": "2023-03-20T11:45:00Z",
-      "last_login_at": "2023-10-25T16:10:00Z",
-      "preferences": {
-        "theme": "system",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9938",
-      "email": "b.brown@techcorp.io",
-      "first_name": "Benjamin",
-      "last_name": "Brown",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Benjamin",
-      "role": "viewer",
-      "department": "Support",
-      "is_active": true,
-      "created_at": "2022-07-14T09:00:00Z",
-      "last_login_at": "2023-10-27T09:30:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": false,
-        "language": "en-GB"
-      }
-    },
-    {
-      "id": "u_9939",
-      "email": "e.moore@techcorp.io",
-      "first_name": "Emily",
-      "last_name": "Moore",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Emily",
-      "role": "admin",
-      "department": "HR",
-      "is_active": true,
-      "created_at": "2021-09-10T10:00:00Z",
-      "last_login_at": "2023-10-27T08:45:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9940",
-      "email": "d.white@techcorp.io",
-      "first_name": "Daniel",
-      "last_name": "White",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Daniel",
-      "role": "editor",
-      "department": "Sales",
-      "is_active": true,
-      "created_at": "2023-06-01T13:20:00Z",
-      "last_login_at": "2023-10-26T15:00:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9941",
-      "email": "g.green@techcorp.io",
-      "first_name": "Grace",
-      "last_name": "Green",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Grace",
-      "role": "viewer",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2022-11-12T09:30:00Z",
-      "last_login_at": "2023-10-27T07:10:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9942",
-      "email": "h.hall@techcorp.io",
-      "first_name": "Henry",
-      "last_name": "Hall",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Henry",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "created_at": "2023-01-20T10:00:00Z",
-      "last_login_at": "2023-10-26T18:00:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9943",
-      "email": "i.irwin@techcorp.io",
-      "first_name": "Iris",
-      "last_name": "Irwin",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Iris",
-      "role": "viewer",
-      "department": "Finance",
-      "is_active": true,
-      "created_at": "2022-05-15T11:00:00Z",
-      "last_login_at": "2023-10-27T09:15:00Z",
-      "preferences": {
-        "theme": "system",
-        "notifications_enabled": false,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9944",
-      "email": "j.jackson@techcorp.io",
-      "first_name": "Jack",
-      "last_name": "Jackson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Jack",
-      "role": "editor",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2023-08-05T08:30:00Z",
-      "last_login_at": "2023-10-27T10:00:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9945",
-      "email": "k.king@techcorp.io",
-      "first_name": "Kevin",
-      "last_name": "King",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Kevin",
-      "role": "viewer",
-      "department": "Product",
-      "is_active": true,
-      "created_at": "2022-02-28T09:45:00Z",
-      "last_login_at": "2023-10-26T17:30:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9946",
-      "email": "l.long@techcorp.io",
-      "first_name": "Laura",
-      "last_name": "Long",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Laura",
-      "role": "admin",
-      "department": "Operations",
-      "is_active": true,
-      "created_at": "2021-10-15T10:00:00Z",
-      "last_login_at": "2023-10-27T06:30:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9947",
-      "email": "m.martin@techcorp.io",
-      "first_name": "Mike",
-      "last_name": "Martin",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Mike",
-      "role": "editor",
-      "department": "Sales",
-      "is_active": true,
-      "created_at": "2023-04-10T12:00:00Z",
-      "last_login_at": "2023-10-27T08:10:00Z",
-      "preferences": {
-        "theme": "light",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9948",
-      "email": "n.nelson@techcorp.io",
-      "first_name": "Nina",
-      "last_name": "Nelson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Nina",
-      "role": "viewer",
-      "department": "Design",
-      "is_active": true,
-      "created_at": "2022-09-20T11:00:00Z",
-      "last_login_at": "2023-10-26T14:45:00Z",
-      "preferences": {
-        "theme": "system",
-        "notifications_enabled": false,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9949",
-      "email": "o.owens@techcorp.io",
-      "first_name": "Oscar",
-      "last_name": "Owens",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Oscar",
-      "role": "editor",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2023-07-25T09:00:00Z",
-      "last_login_at": "2023-10-27T07:50:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    },
-    {
-      "id": "u_9950",
-      "email": "p.parker@techcorp.io",
-      "first_name": "Peter",
-      "last_name": "Parker",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Peter",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "created_at": "2021-08-01T10:00:00Z",
-      "last_login_at": "2023-10-27T10:30:00Z",
-      "preferences": {
-        "theme": "dark",
-        "notifications_enabled": true,
-        "language": "en-US"
-      }
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/026-json-api-response-users/outputs/base/turn-3.json b/evals/data/experiments/026-json-api-response-users/outputs/base/turn-3.json
deleted file mode 100644
index a3e541c..0000000
--- a/evals/data/experiments/026-json-api-response-users/outputs/base/turn-3.json
+++ /dev/null
@@ -1,467 +0,0 @@
-{
-  "meta": {
-    "request_id": "req_8f3a921b-c4d7-4e92-bd12-f0e2a39c4d56",
-    "timestamp": "2023-10-27T14:30:00Z",
-    "api_version": "v1.2"
-  },
-  "pagination": {
-    "page": 3,
-    "per_page": 30,
-    "total": 360,
-    "total_pages": 12,
-    "has_next": true,
-    "has_prev": true
-  },
-  "data": [
-    {
-      "id": "u_9921",
-      "email": "sarah.jenkins@techcorp.io",
-      "first_name": "Sarah",
-      "last_name": "Jenkins",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Sarah",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "team_id": "t_001",
-      "team_name": "Platform",
-      "created_at": "2022-01-15T09:00:00Z",
-      "last_login_at": "2023-10-27T08:15:22Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9922",
-      "email": "m.rodriguez@techcorp.io",
-      "first_name": "Mateo",
-      "last_name": "Rodriguez",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Mateo",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "team_id": "t_002",
-      "team_name": "Growth",
-      "created_at": "2022-03-12T11:20:00Z",
-      "last_login_at": "2023-10-26T16:45:10Z",
-      "preferences": { "theme": "light", "notifications_enabled": false, "language": "es-ES" }
-    },
-    {
-      "id": "u_9923",
-      "email": "elena.vance@techcorp.io",
-      "first_name": "Elena",
-      "last_name": "Vance",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Elena",
-      "role": "viewer",
-      "department": "Sales",
-      "is_active": true,
-      "team_id": "t_003",
-      "team_name": "Infrastructure",
-      "created_at": "2022-06-05T14:10:00Z",
-      "last_login_at": "2023-10-27T09:12:05Z",
-      "preferences": { "theme": "system", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9924",
-      "email": "k.patel@techcorp.io",
-      "first_name": "Kiran",
-      "last_name": "Patel",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Kiran",
-      "role": "editor",
-      "department": "Product",
-      "is_active": false,
-      "team_id": "t_004",
-      "team_name": "Design",
-      "created_at": "2021-11-20T10:00:00Z",
-      "last_login_at": "2023-08-15T12:00:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9925",
-      "email": "d.thompson@techcorp.io",
-      "first_name": "David",
-      "last_name": "Thompson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=David",
-      "role": "viewer",
-      "department": "Support",
-      "is_active": true,
-      "team_id": "t_001",
-      "team_name": "Platform",
-      "created_at": "2023-01-08T09:30:00Z",
-      "last_login_at": "2023-10-27T10:05:30Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-GB" }
-    },
-    {
-      "id": "u_9926",
-      "email": "l.kim@techcorp.io",
-      "first_name": "Linda",
-      "last_name": "Kim",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Linda",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "team_id": "t_002",
-      "team_name": "Growth",
-      "created_at": "2022-02-14T08:45:00Z",
-      "last_login_at": "2023-10-27T07:20:15Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "ko-KR" }
-    },
-    {
-      "id": "u_9927",
-      "email": "a.baker@techcorp.io",
-      "first_name": "Alex",
-      "last_name": "Baker",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Alex",
-      "role": "editor",
-      "department": "Design",
-      "is_active": true,
-      "team_id": "t_003",
-      "team_name": "Infrastructure",
-      "created_at": "2023-05-22T13:00:00Z",
-      "last_login_at": "2023-10-26T18:30:45Z",
-      "preferences": { "theme": "system", "notifications_enabled": false, "language": "en-US" }
-    },
-    {
-      "id": "u_9928",
-      "email": "j.sanchez@techcorp.io",
-      "first_name": "Jorge",
-      "last_name": "Sanchez",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Jorge",
-      "role": "viewer",
-      "department": "Operations",
-      "is_active": true,
-      "team_id": "t_004",
-      "team_name": "Design",
-      "created_at": "2022-09-01T15:20:00Z",
-      "last_login_at": "2023-10-27T06:45:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "es-MX" }
-    },
-    {
-      "id": "u_9929",
-      "email": "r.chen@techcorp.io",
-      "first_name": "Rachel",
-      "last_name": "Chen",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Rachel",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "team_id": "t_001",
-      "team_name": "Platform",
-      "created_at": "2021-12-10T10:00:00Z",
-      "last_login_at": "2023-10-27T11:15:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9930",
-      "email": "m.wilson@techcorp.io",
-      "first_name": "Mark",
-      "last_name": "Wilson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Mark",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "team_id": "t_002",
-      "team_name": "Growth",
-      "created_at": "2023-04-18T14:00:00Z",
-      "last_login_at": "2023-10-25T09:20:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9931",
-      "email": "t.foster@techcorp.io",
-      "first_name": "Taylor",
-      "last_name": "Foster",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Taylor",
-      "role": "viewer",
-      "department": "Legal",
-      "is_active": true,
-      "team_id": "t_003",
-      "team_name": "Infrastructure",
-      "created_at": "2022-08-30T16:10:00Z",
-      "last_login_at": "2023-10-27T08:50:00Z",
-      "preferences": { "theme": "system", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9932",
-      "email": "h.nguyen@techcorp.io",
-      "first_name": "Hana",
-      "last_name": "Nguyen",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Hana",
-      "role": "editor",
-      "department": "Product",
-      "is_active": true,
-      "team_id": "t_004",
-      "team_name": "Design",
-      "created_at": "2023-07-12T11:00:00Z",
-      "last_login_at": "2023-10-26T17:15:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": false, "language": "vi-VN" }
-    },
-    {
-      "id": "u_9933",
-      "email": "p.davis@techcorp.io",
-      "first_name": "Paul",
-      "last_name": "Davis",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Paul",
-      "role": "viewer",
-      "department": "Sales",
-      "is_active": true,
-      "team_id": "t_001",
-      "team_name": "Platform",
-      "created_at": "2022-04-05T09:30:00Z",
-      "last_login_at": "2023-10-27T09:00:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9934",
-      "email": "c.miller@techcorp.io",
-      "first_name": "Chloe",
-      "last_name": "Miller",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Chloe",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "team_id": "t_002",
-      "team_name": "Growth",
-      "created_at": "2022-10-10T12:00:00Z",
-      "last_login_at": "2023-10-27T10:45:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9935",
-      "email": "s.jones@techcorp.io",
-      "first_name": "Samuel",
-      "last_name": "Jones",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Samuel",
-      "role": "editor",
-      "department": "Finance",
-      "is_active": true,
-      "team_id": "t_003",
-      "team_name": "Infrastructure",
-      "created_at": "2023-02-15T08:15:00Z",
-      "last_login_at": "2023-10-26T14:30:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9936",
-      "email": "i.ivanov@techcorp.io",
-      "first_name": "Ivan",
-      "last_name": "Ivanov",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Ivan",
-      "role": "viewer",
-      "department": "Engineering",
-      "is_active": true,
-      "team_id": "t_004",
-      "team_name": "Design",
-      "created_at": "2022-12-01T10:00:00Z",
-      "last_login_at": "2023-10-27T08:00:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "ru-RU" }
-    },
-    {
-      "id": "u_9937",
-      "email": "f.smith@techcorp.io",
-      "first_name": "Felicity",
-      "last_name": "Smith",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Felicity",
-      "role": "editor",
-      "department": "Design",
-      "is_active": true,
-      "team_id": "t_001",
-      "team_name": "Platform",
-      "created_at": "2023-03-20T11:45:00Z",
-      "last_login_at": "2023-10-25T16:10:00Z",
-      "preferences": { "theme": "system", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9938",
-      "email": "b.brown@techcorp.io",
-      "first_name": "Benjamin",
-      "last_name": "Brown",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Benjamin",
-      "role": "viewer",
-      "department": "Support",
-      "is_active": true,
-      "team_id": "t_002",
-      "team_name": "Growth",
-      "created_at": "2022-07-14T09:00:00Z",
-      "last_login_at": "2023-10-27T09:30:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": false, "language": "en-GB" }
-    },
-    {
-      "id": "u_9939",
-      "email": "e.moore@techcorp.io",
-      "first_name": "Emily",
-      "last_name": "Moore",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Emily",
-      "role": "admin",
-      "department": "HR",
-      "is_active": true,
-      "team_id": "t_003",
-      "team_name": "Infrastructure",
-      "created_at": "2021-09-10T10:00:00Z",
-      "last_login_at": "2023-10-27T08:45:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9940",
-      "email": "d.white@techcorp.io",
-      "first_name": "Daniel",
-      "last_name": "White",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Daniel",
-      "role": "editor",
-      "department": "Sales",
-      "is_active": true,
-      "team_id": "t_004",
-      "team_name": "Design",
-      "created_at": "2023-06-01T13:20:00Z",
-      "last_login_at": "2023-10-26T15:00:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9941",
-      "email": "g.green@techcorp.io",
-      "first_name": "Grace",
-      "last_name": "Green",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Grace",
-      "role": "viewer",
-      "department": "Engineering",
-      "is_active": true,
-      "team_id": "t_001",
-      "team_name": "Platform",
-      "created_at": "2022-11-12T09:30:00Z",
-      "last_login_at": "2023-10-27T07:10:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9942",
-      "email": "h.hall@techcorp.io",
-      "first_name": "Henry",
-      "last_name": "Hall",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Henry",
-      "role": "editor",
-      "department": "Marketing",
-      "is_active": true,
-      "team_id": "t_002",
-      "team_name": "Growth",
-      "created_at": "2023-01-20T10:00:00Z",
-      "last_login_at": "2023-10-26T18:00:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9943",
-      "email": "i.irwin@techcorp.io",
-      "first_name": "Iris",
-      "last_name": "Irwin",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Iris",
-      "role": "viewer",
-      "department": "Finance",
-      "is_active": true,
-      "team_id": "t_003",
-      "team_name": "Infrastructure",
-      "created_at": "2022-05-15T11:00:00Z",
-      "last_login_at": "2023-10-27T09:15:00Z",
-      "preferences": { "theme": "system", "notifications_enabled": false, "language": "en-US" }
-    },
-    {
-      "id": "u_9944",
-      "email": "j.jackson@techcorp.io",
-      "first_name": "Jack",
-      "last_name": "Jackson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Jack",
-      "role": "editor",
-      "department": "Engineering",
-      "is_active": true,
-      "team_id": "t_004",
-      "team_name": "Design",
-      "created_at": "2023-08-05T08:30:00Z",
-      "last_login_at": "2023-10-27T10:00:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9945",
-      "email": "k.king@techcorp.io",
-      "first_name": "Kevin",
-      "last_name": "King",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Kevin",
-      "role": "viewer",
-      "department": "Product",
-      "is_active": true,
-      "team_id": "t_001",
-      "team_name": "Platform",
-      "created_at": "2022-02-28T09:45:00Z",
-      "last_login_at": "2023-10-26T17:30:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9946",
-      "email": "l.long@techcorp.io",
-      "first_name": "Laura",
-      "last_name": "Long",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Laura",
-      "role": "admin",
-      "department": "Operations",
-      "is_active": true,
-      "team_id": "t_002",
-      "team_name": "Growth",
-      "created_at": "2021-10-15T10:00:00Z",
-      "last_login_at": "2023-10-27T06:30:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9947",
-      "email": "m.martin@techcorp.io",
-      "first_name": "Mike",
-      "last_name": "Martin",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Mike",
-      "role": "editor",
-      "department": "Sales",
-      "is_active": true,
-      "team_id": "t_003",
-      "team_name": "Infrastructure",
-      "created_at": "2023-04-10T12:00:00Z",
-      "last_login_at": "2023-10-27T08:10:00Z",
-      "preferences": { "theme": "light", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9948",
-      "email": "n.nelson@techcorp.io",
-      "first_name": "Nina",
-      "last_name": "Nelson",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Nina",
-      "role": "viewer",
-      "department": "Design",
-      "is_active": true,
-      "team_id": "t_004",
-      "team_name": "Design",
-      "created_at": "2022-09-20T11:00:00Z",
-      "last_login_at": "2023-10-26T14:45:00Z",
-      "preferences": { "theme": "system", "notifications_enabled": false, "language": "en-US" }
-    },
-    {
-      "id": "u_9949",
-      "email": "o.owens@techcorp.io",
-      "first_name": "Oscar",
-      "last_name": "Owens",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Oscar",
-      "role": "editor",
-      "department": "Engineering",
-      "is_active": true,
-      "team_id": "t_001",
-      "team_name": "Platform",
-      "created_at": "2023-07-25T09:00:00Z",
-      "last_login_at": "2023-10-27T07:50:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    },
-    {
-      "id": "u_9950",
-      "email": "p.parker@techcorp.io",
-      "first_name": "Peter",
-      "last_name": "Parker",
-      "avatar_url": "https://api.dicebear.com/7.x/avataaars/svg?seed=Peter",
-      "role": "admin",
-      "department": "Engineering",
-      "is_active": true,
-      "team_id": "t_002",
-      "team_name": "Growth",
-      "created_at": "2021-08-01T10:00:00Z",
-      "last_login_at": "2023-10-27T10:30:00Z",
-      "preferences": { "theme": "dark", "notifications_enabled": true, "language": "en-US" }
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/027-json-i18n-translations/metrics.json b/evals/data/experiments/027-json-i18n-translations/metrics.json
deleted file mode 100644
index c0f8d9d..0000000
--- a/evals/data/experiments/027-json-i18n-translations/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "027-json-i18n-translations",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:18:09.916017+00:00",
-  "format": "application/json",
-  "base_turn0": {
-    "input_tokens": 133,
-    "output_tokens": 1438,
-    "latency_ms": 7235,
-    "artifact_bytes": 4979,
-    "ttft_ms": 0,
-    "ttlt_ms": 6281,
-    "median_itl_ms": 89.99
-  },
-  "aap_turn0": {
-    "input_tokens": 472,
-    "output_tokens": 2640,
-    "latency_ms": 11386,
-    "artifact_bytes": 8760,
-    "ttft_ms": 0,
-    "ttlt_ms": 10333,
-    "median_itl_ms": 89.92
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'teams' section with translation keys for team list, team detail, invi",
-        "input_tokens": 1599,
-        "output_tokens": 1705,
-        "latency_ms": 8417,
-        "output_bytes": 5893,
-        "ttft_ms": 0,
-        "ttlt_ms": 6936,
-        "median_itl_ms": 90.77,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update all error messages in the 'common.errors' section to be more user-friendl",
-        "input_tokens": 3328,
-        "output_tokens": 1787,
-        "latency_ms": 7063,
-        "output_bytes": 6280,
-        "ttft_ms": 0,
-        "ttlt_ms": 6227,
-        "median_itl_ms": 78.53,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add a 'notifications' section with keys for email, push, and in-app notification",
-        "input_tokens": 5140,
-        "output_tokens": 1960,
-        "latency_ms": 7734,
-        "output_bytes": 6934,
-        "ttft_ms": 0,
-        "ttlt_ms": 6797,
-        "median_itl_ms": 87.66,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 10067,
-    "total_output_tokens": 5452,
-    "total_latency_ms": 23214
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'teams' section with translation keys for team list, team detail, invi",
-        "input_tokens": 3774,
-        "output_tokens": 369,
-        "latency_ms": 2213,
-        "output_bytes": 8760,
-        "ttft_ms": 0,
-        "ttlt_ms": 0,
-        "median_itl_ms": 0.4,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Update all error messages in the 'common.errors' section to be more user-friendl",
-        "input_tokens": 3770,
-        "output_tokens": 166,
-        "latency_ms": 1338,
-        "output_bytes": 8760,
-        "ttft_ms": 0,
-        "ttlt_ms": 4,
-        "median_itl_ms": 4.06,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Add a 'notifications' section with keys for email, push, and in-app notification",
-        "input_tokens": 3771,
-        "output_tokens": 287,
-        "latency_ms": 2860,
-        "output_bytes": 8760,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 1.66,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 11315,
-    "total_output_tokens": 822,
-    "total_latency_ms": 6411,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 84.9,
-    "input_token_savings_pct": -12.4,
-    "latency_savings_pct": 72.4
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 133,
-        "base_output": 1438,
-        "base_latency_ms": 7235,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 6281,
-        "base_median_itl_ms": 89.99,
-        "aap_input": 472,
-        "aap_output": 2640,
-        "aap_latency_ms": 11386,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 10333,
-        "aap_median_itl_ms": 89.92
-      },
-      {
-        "turn": 1,
-        "base_input": 1599,
-        "base_output": 1705,
-        "base_latency_ms": 8417,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 6936,
-        "base_median_itl_ms": 90.77,
-        "aap_input": 3774,
-        "aap_output": 369,
-        "aap_latency_ms": 2213,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 0,
-        "aap_median_itl_ms": 0.4,
-        "envelope_name": "edit",
-        "apply_ok": false
-      },
-      {
-        "turn": 2,
-        "base_input": 3328,
-        "base_output": 1787,
-        "base_latency_ms": 7063,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 6227,
-        "base_median_itl_ms": 78.53,
-        "aap_input": 3770,
-        "aap_output": 166,
-        "aap_latency_ms": 1338,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 4,
-        "aap_median_itl_ms": 4.06,
-        "envelope_name": "edit",
-        "apply_ok": false
-      },
-      {
-        "turn": 3,
-        "base_input": 5140,
-        "base_output": 1960,
-        "base_latency_ms": 7734,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 6797,
-        "base_median_itl_ms": 87.66,
-        "aap_input": 3771,
-        "aap_output": 287,
-        "aap_latency_ms": 2860,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 1.66,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 10200,
-      "base_output": 6890,
-      "base_combined": 17090,
-      "aap_input": 11787,
-      "aap_output": 3462,
-      "aap_combined": 15249,
-      "base_latency_ms": 30449,
-      "aap_latency_ms": 17797,
-      "output_savings_pct": 49.8,
-      "input_delta_pct": 15.6,
-      "combined_savings_pct": 10.8,
-      "latency_savings_pct": 41.6
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.0887,
-        "token_f1": 0.5571,
-        "base_char_count": 4979,
-        "aap_char_count": 4399,
-        "char_delta_pct": -11.6,
-        "lines_added": 155,
-        "lines_removed": 174,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.082,
-        "token_f1": 0.5244,
-        "base_char_count": 5893,
-        "aap_char_count": 4399,
-        "char_delta_pct": -25.4,
-        "lines_added": 155,
-        "lines_removed": 207,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.079,
-        "token_f1": 0.4937,
-        "base_char_count": 6278,
-        "aap_char_count": 4399,
-        "char_delta_pct": -29.9,
-        "lines_added": 155,
-        "lines_removed": 207,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0745,
-        "token_f1": 0.4721,
-        "base_char_count": 6932,
-        "aap_char_count": 4399,
-        "char_delta_pct": -36.5,
-        "lines_added": 155,
-        "lines_removed": 226,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.081,
-    "mean_token_f1": 0.5118,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/027-json-i18n-translations/outputs/aap/turn-0.json b/evals/data/experiments/027-json-i18n-translations/outputs/aap/turn-0.json
deleted file mode 100644
index 5a05906..0000000
--- a/evals/data/experiments/027-json-i18n-translations/outputs/aap/turn-0.json
+++ /dev/null
@@ -1,164 +0,0 @@
-{
-  "translation": {
-    "common": {
-      "buttons": {
-        "save": "<aap:target id=\"btn-save\">Save</aap:target>",
-        "cancel": "<aap:target id=\"btn-cancel\">Cancel</aap:target>",
-        "delete": "<aap:target id=\"btn-delete\">Delete</aap:target>",
-        "edit": "<aap:target id=\"btn-edit\">Edit</aap:target>",
-        "create": "<aap:target id=\"btn-create\">Create</aap:target>",
-        "submit": "<aap:target id=\"btn-submit\">Submit</aap:target>",
-        "confirm": "<aap:target id=\"btn-confirm\">Confirm</aap:target>",
-        "back": "<aap:target id=\"btn-back\">Back</aap:target>",
-        "close": "<aap:target id=\"btn-close\">Close</aap:target>",
-        "next": "<aap:target id=\"btn-next\">Next</aap:target>"
-      },
-      "labels": {
-        "name": "<aap:target id=\"lbl-name\">Name</aap:target>",
-        "email": "<aap:target id=\"lbl-email\">Email Address</aap:target>",
-        "password": "<aap:target id=\"lbl-password\">Password</aap:target>",
-        "description": "<aap:target id=\"lbl-desc\">Description</aap:target>",
-        "status": "<aap:target id=\"lbl-status\">Status</aap:target>",
-        "priority": "<aap:target id=\"lbl-priority\">Priority</aap:target>",
-        "date": "<aap:target id=\"lbl-date\">Date</aap:target>",
-        "user": "<aap:target id=\"lbl-user\">User</aap:target>",
-        "actions": "<aap:target id=\"lbl-actions\">Actions</aap:target>",
-        "search": "<aap:target id=\"lbl-search\">Search</aap:target>"
-      },
-      "messages": {
-        "success": "<aap:target id=\"msg-success\">Operation successful.</aap:target>",
-        "error": "<aap:target id=\"msg-error\">An unexpected error occurred.</aap:target>",
-        "loading": "<aap:target id=\"msg-loading\">Loading content...</aap:target>",
-        "empty": "<aap:target id=\"msg-empty\">No results found.</aap:target>",
-        "welcome": "<aap:target id=\"msg-welcome\">Welcome back!</aap:target>"
-      },
-      "errors": {
-        "required": "<aap:target id=\"err-req\">This field is required.</aap:target>",
-        "invalid_email": "<aap:target id=\"err-email\">Invalid email format.</aap:target>",
-        "min_length": "<aap:target id=\"err-min\">Input is too short.</aap:target>",
-        "not_found": "<aap:target id=\"err-404\">Resource not found.</aap:target>",
-        "unauthorized": "<aap:target id=\"err-401\">Session expired.</aap:target>"
-      }
-    },
-    "auth": {
-      "login": {
-        "title": "<aap:target id=\"auth-login-title\">Login to your account</aap:target>",
-        "placeholder_email": "<aap:target id=\"auth-login-ph-email\">Enter your email</aap:target>",
-        "placeholder_password": "<aap:target id=\"auth-login-ph-pwd\">Enter password</aap:target>",
-        "remember": "<aap:target id=\"auth-login-remember\">Remember me</aap:target>",
-        "forgot_link": "<aap:target id=\"auth-login-forgot\">Forgot password?</aap:target>"
-      },
-      "register": {
-        "title": "<aap:target id=\"auth-reg-title\">Create an account</aap:target>",
-        "terms": "<aap:target id=\"auth-reg-terms\">I agree to the Terms of Service</aap:target>",
-        "btn_submit": "<aap:target id=\"auth-reg-btn\">Sign up</aap:target>"
-      },
-      "forgot_password": {
-        "title": "<aap:target id=\"auth-fgt-title\">Recover password</aap:target>",
-        "instruction": "<aap:target id=\"auth-fgt-instr\">Enter your email to receive a reset link.</aap:target>"
-      },
-      "reset_password": {
-        "title": "<aap:target id=\"auth-rst-title\">Set new password</aap:target>",
-        "confirm_pwd": "<aap:target id=\"auth-rst-confirm\">Confirm password</aap:target>"
-      }
-    },
-    "dashboard": {
-      "stats": {
-        "projects_active": "<aap:target id=\"dash-stats-active\">Active Projects</aap:target>",
-        "tasks_due": "<aap:target id=\"dash-stats-due\">Tasks Due</aap:target>",
-        "completed": "<aap:target id=\"dash-stats-comp\">Completed</aap:target>",
-        "hours_logged": "<aap:target id=\"dash-stats-hrs\">Hours Logged</aap:target>"
-      },
-      "charts": {
-        "productivity": "<aap:target id=\"dash-chart-prod\">Productivity Trend</aap:target>",
-        "burnup": "<aap:target id=\"dash-chart-burn\">Burn-up Chart</aap:target>",
-        "workload": "<aap:target id=\"dash-chart-load\">Team Workload</aap:target>"
-      },
-      "filters": {
-        "by_date": "<aap:target id=\"dash-filt-date\">Filter by Date</aap:target>",
-        "by_team": "<aap:target id=\"dash-filt-team\">Filter by Team</aap:target>",
-        "show_archived": "<aap:target id=\"dash-filt-arch\">Show Archived</aap:target>"
-      },
-      "actions": {
-        "quick_add": "<aap:target id=\"dash-act-add\">Quick Add Task</aap:target>",
-        "export_report": "<aap:target id=\"dash-act-export\">Export Report</aap:target>",
-        "view_all": "<aap:target id=\"dash-act-view\">View All Data</aap:target>"
-      }
-    },
-    "projects": {
-      "list": {
-        "title": "<aap:target id=\"proj-list-title\">My Projects</aap:target>",
-        "columns": {
-          "id": "<aap:target id=\"proj-col-id\">ID</aap:target>",
-          "title": "<aap:target id=\"proj-col-title\">Title</aap:target>",
-          "manager": "<aap:target id=\"proj-col-mgr\">Project Manager</aap:target>",
-          "deadline": "<aap:target id=\"proj-col-date\">Deadline</aap:target>"
-        }
-      },
-      "detail": {
-        "overview": "<aap:target id=\"proj-det-ov\">Project Overview</aap:target>",
-        "team": "<aap:target id=\"proj-det-team\">Project Team</aap:target>",
-        "files": "<aap:target id=\"proj-det-files\">Attached Files</aap:target>"
-      },
-      "create": {
-        "title": "<aap:target id=\"proj-new-title\">New Project</aap:target>",
-        "label_client": "<aap:target id=\"proj-new-client\">Client Name</aap:target>"
-      },
-      "edit": {
-        "title": "<aap:target id=\"proj-edit-title\">Edit Project Details</aap:target>",
-        "save_changes": "<aap:target id=\"proj-edit-save\">Save Project Changes</aap:target>"
-      },
-      "archive": {
-        "confirm": "<aap:target id=\"proj-arch-conf\">Archive this project?</aap:target>",
-        "message": "<aap:target id=\"proj-arch-msg\">Archived projects can be restored later.</aap:target>"
-      }
-    },
-    "tasks": {
-      "status_labels": {
-        "todo": "<aap:target id=\"task-stat-todo\">To Do</aap:target>",
-        "progress": "<aap:target id=\"task-stat-prog\">In Progress</aap:target>",
-        "review": "<aap:target id=\"task-stat-rev\">Review</aap:target>",
-        "done": "<aap:target id=\"task-stat-done\">Done</aap:target>"
-      },
-      "priority_labels": {
-        "low": "<aap:target id=\"task-pri-low\">Low</aap:target>",
-        "medium": "<aap:target id=\"task-pri-med\">Medium</aap:target>",
-        "high": "<aap:target id=\"task-pri-high\">High</aap:target>",
-        "critical": "<aap:target id=\"task-pri-crit\">Critical</aap:target>"
-      },
-      "assignment": {
-        "placeholder": "<aap:target id=\"task-assign-ph\">Search members...</aap:target>",
-        "label": "<aap:target id=\"task-assign-lbl\">Assigned To</aap:target>"
-      },
-      "comments": {
-        "placeholder": "<aap:target id=\"task-comm-ph\">Write a comment...</aap:target>",
-        "send": "<aap:target id=\"task-comm-send\">Post Comment</aap:target>",
-        "no_comments": "<aap:target id=\"task-comm-none\">No comments yet.</aap:target>"
-      }
-    },
-    "settings": {
-      "profile": {
-        "header": "<aap:target id=\"set-prof-head\">Profile Settings</aap:target>",
-        "display_name": "<aap:target id=\"set-prof-display\">Display Name</aap:target>",
-        "bio": "<aap:target id=\"set-prof-bio\">Bio</aap:target>",
-        "avatar": "<aap:target id=\"set-prof-ava\">Change Avatar</aap:target>"
-      },
-      "notifications": {
-        "header": "<aap:target id=\"set-notif-head\">Notification Preferences</aap:target>",
-        "email_alerts": "<aap:target id=\"set-notif-email\">Email Notifications</aap:target>",
-        "push_alerts": "<aap:target id=\"set-notif-push\">Push Alerts</aap:target>"
-      },
-      "security": {
-        "header": "<aap:target id=\"set-sec-head\">Security Settings</aap:target>",
-        "mfa": "<aap:target id=\"set-sec-mfa\">Enable 2FA</aap:target>",
-        "last_login": "<aap:target id=\"set-sec-last\">Last Login</aap:target>"
-      },
-      "billing": {
-        "header": "<aap:target id=\"set-bill-head\">Billing & Subscription</aap:target>",
-        "plan": "<aap:target id=\"set-bill-plan\">Current Plan</aap:target>",
-        "card": "<aap:target id=\"set-bill-card\">Credit Card Details</aap:target>",
-        "invoice_history": "<aap:target id=\"set-bill-inv\">Invoice History</aap:target>"
-      }
-    }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/027-json-i18n-translations/outputs/aap/turn-1.json b/evals/data/experiments/027-json-i18n-translations/outputs/aap/turn-1.json
deleted file mode 100644
index 5a05906..0000000
--- a/evals/data/experiments/027-json-i18n-translations/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,164 +0,0 @@
-{
-  "translation": {
-    "common": {
-      "buttons": {
-        "save": "<aap:target id=\"btn-save\">Save</aap:target>",
-        "cancel": "<aap:target id=\"btn-cancel\">Cancel</aap:target>",
-        "delete": "<aap:target id=\"btn-delete\">Delete</aap:target>",
-        "edit": "<aap:target id=\"btn-edit\">Edit</aap:target>",
-        "create": "<aap:target id=\"btn-create\">Create</aap:target>",
-        "submit": "<aap:target id=\"btn-submit\">Submit</aap:target>",
-        "confirm": "<aap:target id=\"btn-confirm\">Confirm</aap:target>",
-        "back": "<aap:target id=\"btn-back\">Back</aap:target>",
-        "close": "<aap:target id=\"btn-close\">Close</aap:target>",
-        "next": "<aap:target id=\"btn-next\">Next</aap:target>"
-      },
-      "labels": {
-        "name": "<aap:target id=\"lbl-name\">Name</aap:target>",
-        "email": "<aap:target id=\"lbl-email\">Email Address</aap:target>",
-        "password": "<aap:target id=\"lbl-password\">Password</aap:target>",
-        "description": "<aap:target id=\"lbl-desc\">Description</aap:target>",
-        "status": "<aap:target id=\"lbl-status\">Status</aap:target>",
-        "priority": "<aap:target id=\"lbl-priority\">Priority</aap:target>",
-        "date": "<aap:target id=\"lbl-date\">Date</aap:target>",
-        "user": "<aap:target id=\"lbl-user\">User</aap:target>",
-        "actions": "<aap:target id=\"lbl-actions\">Actions</aap:target>",
-        "search": "<aap:target id=\"lbl-search\">Search</aap:target>"
-      },
-      "messages": {
-        "success": "<aap:target id=\"msg-success\">Operation successful.</aap:target>",
-        "error": "<aap:target id=\"msg-error\">An unexpected error occurred.</aap:target>",
-        "loading": "<aap:target id=\"msg-loading\">Loading content...</aap:target>",
-        "empty": "<aap:target id=\"msg-empty\">No results found.</aap:target>",
-        "welcome": "<aap:target id=\"msg-welcome\">Welcome back!</aap:target>"
-      },
-      "errors": {
-        "required": "<aap:target id=\"err-req\">This field is required.</aap:target>",
-        "invalid_email": "<aap:target id=\"err-email\">Invalid email format.</aap:target>",
-        "min_length": "<aap:target id=\"err-min\">Input is too short.</aap:target>",
-        "not_found": "<aap:target id=\"err-404\">Resource not found.</aap:target>",
-        "unauthorized": "<aap:target id=\"err-401\">Session expired.</aap:target>"
-      }
-    },
-    "auth": {
-      "login": {
-        "title": "<aap:target id=\"auth-login-title\">Login to your account</aap:target>",
-        "placeholder_email": "<aap:target id=\"auth-login-ph-email\">Enter your email</aap:target>",
-        "placeholder_password": "<aap:target id=\"auth-login-ph-pwd\">Enter password</aap:target>",
-        "remember": "<aap:target id=\"auth-login-remember\">Remember me</aap:target>",
-        "forgot_link": "<aap:target id=\"auth-login-forgot\">Forgot password?</aap:target>"
-      },
-      "register": {
-        "title": "<aap:target id=\"auth-reg-title\">Create an account</aap:target>",
-        "terms": "<aap:target id=\"auth-reg-terms\">I agree to the Terms of Service</aap:target>",
-        "btn_submit": "<aap:target id=\"auth-reg-btn\">Sign up</aap:target>"
-      },
-      "forgot_password": {
-        "title": "<aap:target id=\"auth-fgt-title\">Recover password</aap:target>",
-        "instruction": "<aap:target id=\"auth-fgt-instr\">Enter your email to receive a reset link.</aap:target>"
-      },
-      "reset_password": {
-        "title": "<aap:target id=\"auth-rst-title\">Set new password</aap:target>",
-        "confirm_pwd": "<aap:target id=\"auth-rst-confirm\">Confirm password</aap:target>"
-      }
-    },
-    "dashboard": {
-      "stats": {
-        "projects_active": "<aap:target id=\"dash-stats-active\">Active Projects</aap:target>",
-        "tasks_due": "<aap:target id=\"dash-stats-due\">Tasks Due</aap:target>",
-        "completed": "<aap:target id=\"dash-stats-comp\">Completed</aap:target>",
-        "hours_logged": "<aap:target id=\"dash-stats-hrs\">Hours Logged</aap:target>"
-      },
-      "charts": {
-        "productivity": "<aap:target id=\"dash-chart-prod\">Productivity Trend</aap:target>",
-        "burnup": "<aap:target id=\"dash-chart-burn\">Burn-up Chart</aap:target>",
-        "workload": "<aap:target id=\"dash-chart-load\">Team Workload</aap:target>"
-      },
-      "filters": {
-        "by_date": "<aap:target id=\"dash-filt-date\">Filter by Date</aap:target>",
-        "by_team": "<aap:target id=\"dash-filt-team\">Filter by Team</aap:target>",
-        "show_archived": "<aap:target id=\"dash-filt-arch\">Show Archived</aap:target>"
-      },
-      "actions": {
-        "quick_add": "<aap:target id=\"dash-act-add\">Quick Add Task</aap:target>",
-        "export_report": "<aap:target id=\"dash-act-export\">Export Report</aap:target>",
-        "view_all": "<aap:target id=\"dash-act-view\">View All Data</aap:target>"
-      }
-    },
-    "projects": {
-      "list": {
-        "title": "<aap:target id=\"proj-list-title\">My Projects</aap:target>",
-        "columns": {
-          "id": "<aap:target id=\"proj-col-id\">ID</aap:target>",
-          "title": "<aap:target id=\"proj-col-title\">Title</aap:target>",
-          "manager": "<aap:target id=\"proj-col-mgr\">Project Manager</aap:target>",
-          "deadline": "<aap:target id=\"proj-col-date\">Deadline</aap:target>"
-        }
-      },
-      "detail": {
-        "overview": "<aap:target id=\"proj-det-ov\">Project Overview</aap:target>",
-        "team": "<aap:target id=\"proj-det-team\">Project Team</aap:target>",
-        "files": "<aap:target id=\"proj-det-files\">Attached Files</aap:target>"
-      },
-      "create": {
-        "title": "<aap:target id=\"proj-new-title\">New Project</aap:target>",
-        "label_client": "<aap:target id=\"proj-new-client\">Client Name</aap:target>"
-      },
-      "edit": {
-        "title": "<aap:target id=\"proj-edit-title\">Edit Project Details</aap:target>",
-        "save_changes": "<aap:target id=\"proj-edit-save\">Save Project Changes</aap:target>"
-      },
-      "archive": {
-        "confirm": "<aap:target id=\"proj-arch-conf\">Archive this project?</aap:target>",
-        "message": "<aap:target id=\"proj-arch-msg\">Archived projects can be restored later.</aap:target>"
-      }
-    },
-    "tasks": {
-      "status_labels": {
-        "todo": "<aap:target id=\"task-stat-todo\">To Do</aap:target>",
-        "progress": "<aap:target id=\"task-stat-prog\">In Progress</aap:target>",
-        "review": "<aap:target id=\"task-stat-rev\">Review</aap:target>",
-        "done": "<aap:target id=\"task-stat-done\">Done</aap:target>"
-      },
-      "priority_labels": {
-        "low": "<aap:target id=\"task-pri-low\">Low</aap:target>",
-        "medium": "<aap:target id=\"task-pri-med\">Medium</aap:target>",
-        "high": "<aap:target id=\"task-pri-high\">High</aap:target>",
-        "critical": "<aap:target id=\"task-pri-crit\">Critical</aap:target>"
-      },
-      "assignment": {
-        "placeholder": "<aap:target id=\"task-assign-ph\">Search members...</aap:target>",
-        "label": "<aap:target id=\"task-assign-lbl\">Assigned To</aap:target>"
-      },
-      "comments": {
-        "placeholder": "<aap:target id=\"task-comm-ph\">Write a comment...</aap:target>",
-        "send": "<aap:target id=\"task-comm-send\">Post Comment</aap:target>",
-        "no_comments": "<aap:target id=\"task-comm-none\">No comments yet.</aap:target>"
-      }
-    },
-    "settings": {
-      "profile": {
-        "header": "<aap:target id=\"set-prof-head\">Profile Settings</aap:target>",
-        "display_name": "<aap:target id=\"set-prof-display\">Display Name</aap:target>",
-        "bio": "<aap:target id=\"set-prof-bio\">Bio</aap:target>",
-        "avatar": "<aap:target id=\"set-prof-ava\">Change Avatar</aap:target>"
-      },
-      "notifications": {
-        "header": "<aap:target id=\"set-notif-head\">Notification Preferences</aap:target>",
-        "email_alerts": "<aap:target id=\"set-notif-email\">Email Notifications</aap:target>",
-        "push_alerts": "<aap:target id=\"set-notif-push\">Push Alerts</aap:target>"
-      },
-      "security": {
-        "header": "<aap:target id=\"set-sec-head\">Security Settings</aap:target>",
-        "mfa": "<aap:target id=\"set-sec-mfa\">Enable 2FA</aap:target>",
-        "last_login": "<aap:target id=\"set-sec-last\">Last Login</aap:target>"
-      },
-      "billing": {
-        "header": "<aap:target id=\"set-bill-head\">Billing & Subscription</aap:target>",
-        "plan": "<aap:target id=\"set-bill-plan\">Current Plan</aap:target>",
-        "card": "<aap:target id=\"set-bill-card\">Credit Card Details</aap:target>",
-        "invoice_history": "<aap:target id=\"set-bill-inv\">Invoice History</aap:target>"
-      }
-    }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/027-json-i18n-translations/outputs/aap/turn-2.json b/evals/data/experiments/027-json-i18n-translations/outputs/aap/turn-2.json
deleted file mode 100644
index 5a05906..0000000
--- a/evals/data/experiments/027-json-i18n-translations/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,164 +0,0 @@
-{
-  "translation": {
-    "common": {
-      "buttons": {
-        "save": "<aap:target id=\"btn-save\">Save</aap:target>",
-        "cancel": "<aap:target id=\"btn-cancel\">Cancel</aap:target>",
-        "delete": "<aap:target id=\"btn-delete\">Delete</aap:target>",
-        "edit": "<aap:target id=\"btn-edit\">Edit</aap:target>",
-        "create": "<aap:target id=\"btn-create\">Create</aap:target>",
-        "submit": "<aap:target id=\"btn-submit\">Submit</aap:target>",
-        "confirm": "<aap:target id=\"btn-confirm\">Confirm</aap:target>",
-        "back": "<aap:target id=\"btn-back\">Back</aap:target>",
-        "close": "<aap:target id=\"btn-close\">Close</aap:target>",
-        "next": "<aap:target id=\"btn-next\">Next</aap:target>"
-      },
-      "labels": {
-        "name": "<aap:target id=\"lbl-name\">Name</aap:target>",
-        "email": "<aap:target id=\"lbl-email\">Email Address</aap:target>",
-        "password": "<aap:target id=\"lbl-password\">Password</aap:target>",
-        "description": "<aap:target id=\"lbl-desc\">Description</aap:target>",
-        "status": "<aap:target id=\"lbl-status\">Status</aap:target>",
-        "priority": "<aap:target id=\"lbl-priority\">Priority</aap:target>",
-        "date": "<aap:target id=\"lbl-date\">Date</aap:target>",
-        "user": "<aap:target id=\"lbl-user\">User</aap:target>",
-        "actions": "<aap:target id=\"lbl-actions\">Actions</aap:target>",
-        "search": "<aap:target id=\"lbl-search\">Search</aap:target>"
-      },
-      "messages": {
-        "success": "<aap:target id=\"msg-success\">Operation successful.</aap:target>",
-        "error": "<aap:target id=\"msg-error\">An unexpected error occurred.</aap:target>",
-        "loading": "<aap:target id=\"msg-loading\">Loading content...</aap:target>",
-        "empty": "<aap:target id=\"msg-empty\">No results found.</aap:target>",
-        "welcome": "<aap:target id=\"msg-welcome\">Welcome back!</aap:target>"
-      },
-      "errors": {
-        "required": "<aap:target id=\"err-req\">This field is required.</aap:target>",
-        "invalid_email": "<aap:target id=\"err-email\">Invalid email format.</aap:target>",
-        "min_length": "<aap:target id=\"err-min\">Input is too short.</aap:target>",
-        "not_found": "<aap:target id=\"err-404\">Resource not found.</aap:target>",
-        "unauthorized": "<aap:target id=\"err-401\">Session expired.</aap:target>"
-      }
-    },
-    "auth": {
-      "login": {
-        "title": "<aap:target id=\"auth-login-title\">Login to your account</aap:target>",
-        "placeholder_email": "<aap:target id=\"auth-login-ph-email\">Enter your email</aap:target>",
-        "placeholder_password": "<aap:target id=\"auth-login-ph-pwd\">Enter password</aap:target>",
-        "remember": "<aap:target id=\"auth-login-remember\">Remember me</aap:target>",
-        "forgot_link": "<aap:target id=\"auth-login-forgot\">Forgot password?</aap:target>"
-      },
-      "register": {
-        "title": "<aap:target id=\"auth-reg-title\">Create an account</aap:target>",
-        "terms": "<aap:target id=\"auth-reg-terms\">I agree to the Terms of Service</aap:target>",
-        "btn_submit": "<aap:target id=\"auth-reg-btn\">Sign up</aap:target>"
-      },
-      "forgot_password": {
-        "title": "<aap:target id=\"auth-fgt-title\">Recover password</aap:target>",
-        "instruction": "<aap:target id=\"auth-fgt-instr\">Enter your email to receive a reset link.</aap:target>"
-      },
-      "reset_password": {
-        "title": "<aap:target id=\"auth-rst-title\">Set new password</aap:target>",
-        "confirm_pwd": "<aap:target id=\"auth-rst-confirm\">Confirm password</aap:target>"
-      }
-    },
-    "dashboard": {
-      "stats": {
-        "projects_active": "<aap:target id=\"dash-stats-active\">Active Projects</aap:target>",
-        "tasks_due": "<aap:target id=\"dash-stats-due\">Tasks Due</aap:target>",
-        "completed": "<aap:target id=\"dash-stats-comp\">Completed</aap:target>",
-        "hours_logged": "<aap:target id=\"dash-stats-hrs\">Hours Logged</aap:target>"
-      },
-      "charts": {
-        "productivity": "<aap:target id=\"dash-chart-prod\">Productivity Trend</aap:target>",
-        "burnup": "<aap:target id=\"dash-chart-burn\">Burn-up Chart</aap:target>",
-        "workload": "<aap:target id=\"dash-chart-load\">Team Workload</aap:target>"
-      },
-      "filters": {
-        "by_date": "<aap:target id=\"dash-filt-date\">Filter by Date</aap:target>",
-        "by_team": "<aap:target id=\"dash-filt-team\">Filter by Team</aap:target>",
-        "show_archived": "<aap:target id=\"dash-filt-arch\">Show Archived</aap:target>"
-      },
-      "actions": {
-        "quick_add": "<aap:target id=\"dash-act-add\">Quick Add Task</aap:target>",
-        "export_report": "<aap:target id=\"dash-act-export\">Export Report</aap:target>",
-        "view_all": "<aap:target id=\"dash-act-view\">View All Data</aap:target>"
-      }
-    },
-    "projects": {
-      "list": {
-        "title": "<aap:target id=\"proj-list-title\">My Projects</aap:target>",
-        "columns": {
-          "id": "<aap:target id=\"proj-col-id\">ID</aap:target>",
-          "title": "<aap:target id=\"proj-col-title\">Title</aap:target>",
-          "manager": "<aap:target id=\"proj-col-mgr\">Project Manager</aap:target>",
-          "deadline": "<aap:target id=\"proj-col-date\">Deadline</aap:target>"
-        }
-      },
-      "detail": {
-        "overview": "<aap:target id=\"proj-det-ov\">Project Overview</aap:target>",
-        "team": "<aap:target id=\"proj-det-team\">Project Team</aap:target>",
-        "files": "<aap:target id=\"proj-det-files\">Attached Files</aap:target>"
-      },
-      "create": {
-        "title": "<aap:target id=\"proj-new-title\">New Project</aap:target>",
-        "label_client": "<aap:target id=\"proj-new-client\">Client Name</aap:target>"
-      },
-      "edit": {
-        "title": "<aap:target id=\"proj-edit-title\">Edit Project Details</aap:target>",
-        "save_changes": "<aap:target id=\"proj-edit-save\">Save Project Changes</aap:target>"
-      },
-      "archive": {
-        "confirm": "<aap:target id=\"proj-arch-conf\">Archive this project?</aap:target>",
-        "message": "<aap:target id=\"proj-arch-msg\">Archived projects can be restored later.</aap:target>"
-      }
-    },
-    "tasks": {
-      "status_labels": {
-        "todo": "<aap:target id=\"task-stat-todo\">To Do</aap:target>",
-        "progress": "<aap:target id=\"task-stat-prog\">In Progress</aap:target>",
-        "review": "<aap:target id=\"task-stat-rev\">Review</aap:target>",
-        "done": "<aap:target id=\"task-stat-done\">Done</aap:target>"
-      },
-      "priority_labels": {
-        "low": "<aap:target id=\"task-pri-low\">Low</aap:target>",
-        "medium": "<aap:target id=\"task-pri-med\">Medium</aap:target>",
-        "high": "<aap:target id=\"task-pri-high\">High</aap:target>",
-        "critical": "<aap:target id=\"task-pri-crit\">Critical</aap:target>"
-      },
-      "assignment": {
-        "placeholder": "<aap:target id=\"task-assign-ph\">Search members...</aap:target>",
-        "label": "<aap:target id=\"task-assign-lbl\">Assigned To</aap:target>"
-      },
-      "comments": {
-        "placeholder": "<aap:target id=\"task-comm-ph\">Write a comment...</aap:target>",
-        "send": "<aap:target id=\"task-comm-send\">Post Comment</aap:target>",
-        "no_comments": "<aap:target id=\"task-comm-none\">No comments yet.</aap:target>"
-      }
-    },
-    "settings": {
-      "profile": {
-        "header": "<aap:target id=\"set-prof-head\">Profile Settings</aap:target>",
-        "display_name": "<aap:target id=\"set-prof-display\">Display Name</aap:target>",
-        "bio": "<aap:target id=\"set-prof-bio\">Bio</aap:target>",
-        "avatar": "<aap:target id=\"set-prof-ava\">Change Avatar</aap:target>"
-      },
-      "notifications": {
-        "header": "<aap:target id=\"set-notif-head\">Notification Preferences</aap:target>",
-        "email_alerts": "<aap:target id=\"set-notif-email\">Email Notifications</aap:target>",
-        "push_alerts": "<aap:target id=\"set-notif-push\">Push Alerts</aap:target>"
-      },
-      "security": {
-        "header": "<aap:target id=\"set-sec-head\">Security Settings</aap:target>",
-        "mfa": "<aap:target id=\"set-sec-mfa\">Enable 2FA</aap:target>",
-        "last_login": "<aap:target id=\"set-sec-last\">Last Login</aap:target>"
-      },
-      "billing": {
-        "header": "<aap:target id=\"set-bill-head\">Billing & Subscription</aap:target>",
-        "plan": "<aap:target id=\"set-bill-plan\">Current Plan</aap:target>",
-        "card": "<aap:target id=\"set-bill-card\">Credit Card Details</aap:target>",
-        "invoice_history": "<aap:target id=\"set-bill-inv\">Invoice History</aap:target>"
-      }
-    }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/027-json-i18n-translations/outputs/aap/turn-3.json b/evals/data/experiments/027-json-i18n-translations/outputs/aap/turn-3.json
deleted file mode 100644
index 5a05906..0000000
--- a/evals/data/experiments/027-json-i18n-translations/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,164 +0,0 @@
-{
-  "translation": {
-    "common": {
-      "buttons": {
-        "save": "<aap:target id=\"btn-save\">Save</aap:target>",
-        "cancel": "<aap:target id=\"btn-cancel\">Cancel</aap:target>",
-        "delete": "<aap:target id=\"btn-delete\">Delete</aap:target>",
-        "edit": "<aap:target id=\"btn-edit\">Edit</aap:target>",
-        "create": "<aap:target id=\"btn-create\">Create</aap:target>",
-        "submit": "<aap:target id=\"btn-submit\">Submit</aap:target>",
-        "confirm": "<aap:target id=\"btn-confirm\">Confirm</aap:target>",
-        "back": "<aap:target id=\"btn-back\">Back</aap:target>",
-        "close": "<aap:target id=\"btn-close\">Close</aap:target>",
-        "next": "<aap:target id=\"btn-next\">Next</aap:target>"
-      },
-      "labels": {
-        "name": "<aap:target id=\"lbl-name\">Name</aap:target>",
-        "email": "<aap:target id=\"lbl-email\">Email Address</aap:target>",
-        "password": "<aap:target id=\"lbl-password\">Password</aap:target>",
-        "description": "<aap:target id=\"lbl-desc\">Description</aap:target>",
-        "status": "<aap:target id=\"lbl-status\">Status</aap:target>",
-        "priority": "<aap:target id=\"lbl-priority\">Priority</aap:target>",
-        "date": "<aap:target id=\"lbl-date\">Date</aap:target>",
-        "user": "<aap:target id=\"lbl-user\">User</aap:target>",
-        "actions": "<aap:target id=\"lbl-actions\">Actions</aap:target>",
-        "search": "<aap:target id=\"lbl-search\">Search</aap:target>"
-      },
-      "messages": {
-        "success": "<aap:target id=\"msg-success\">Operation successful.</aap:target>",
-        "error": "<aap:target id=\"msg-error\">An unexpected error occurred.</aap:target>",
-        "loading": "<aap:target id=\"msg-loading\">Loading content...</aap:target>",
-        "empty": "<aap:target id=\"msg-empty\">No results found.</aap:target>",
-        "welcome": "<aap:target id=\"msg-welcome\">Welcome back!</aap:target>"
-      },
-      "errors": {
-        "required": "<aap:target id=\"err-req\">This field is required.</aap:target>",
-        "invalid_email": "<aap:target id=\"err-email\">Invalid email format.</aap:target>",
-        "min_length": "<aap:target id=\"err-min\">Input is too short.</aap:target>",
-        "not_found": "<aap:target id=\"err-404\">Resource not found.</aap:target>",
-        "unauthorized": "<aap:target id=\"err-401\">Session expired.</aap:target>"
-      }
-    },
-    "auth": {
-      "login": {
-        "title": "<aap:target id=\"auth-login-title\">Login to your account</aap:target>",
-        "placeholder_email": "<aap:target id=\"auth-login-ph-email\">Enter your email</aap:target>",
-        "placeholder_password": "<aap:target id=\"auth-login-ph-pwd\">Enter password</aap:target>",
-        "remember": "<aap:target id=\"auth-login-remember\">Remember me</aap:target>",
-        "forgot_link": "<aap:target id=\"auth-login-forgot\">Forgot password?</aap:target>"
-      },
-      "register": {
-        "title": "<aap:target id=\"auth-reg-title\">Create an account</aap:target>",
-        "terms": "<aap:target id=\"auth-reg-terms\">I agree to the Terms of Service</aap:target>",
-        "btn_submit": "<aap:target id=\"auth-reg-btn\">Sign up</aap:target>"
-      },
-      "forgot_password": {
-        "title": "<aap:target id=\"auth-fgt-title\">Recover password</aap:target>",
-        "instruction": "<aap:target id=\"auth-fgt-instr\">Enter your email to receive a reset link.</aap:target>"
-      },
-      "reset_password": {
-        "title": "<aap:target id=\"auth-rst-title\">Set new password</aap:target>",
-        "confirm_pwd": "<aap:target id=\"auth-rst-confirm\">Confirm password</aap:target>"
-      }
-    },
-    "dashboard": {
-      "stats": {
-        "projects_active": "<aap:target id=\"dash-stats-active\">Active Projects</aap:target>",
-        "tasks_due": "<aap:target id=\"dash-stats-due\">Tasks Due</aap:target>",
-        "completed": "<aap:target id=\"dash-stats-comp\">Completed</aap:target>",
-        "hours_logged": "<aap:target id=\"dash-stats-hrs\">Hours Logged</aap:target>"
-      },
-      "charts": {
-        "productivity": "<aap:target id=\"dash-chart-prod\">Productivity Trend</aap:target>",
-        "burnup": "<aap:target id=\"dash-chart-burn\">Burn-up Chart</aap:target>",
-        "workload": "<aap:target id=\"dash-chart-load\">Team Workload</aap:target>"
-      },
-      "filters": {
-        "by_date": "<aap:target id=\"dash-filt-date\">Filter by Date</aap:target>",
-        "by_team": "<aap:target id=\"dash-filt-team\">Filter by Team</aap:target>",
-        "show_archived": "<aap:target id=\"dash-filt-arch\">Show Archived</aap:target>"
-      },
-      "actions": {
-        "quick_add": "<aap:target id=\"dash-act-add\">Quick Add Task</aap:target>",
-        "export_report": "<aap:target id=\"dash-act-export\">Export Report</aap:target>",
-        "view_all": "<aap:target id=\"dash-act-view\">View All Data</aap:target>"
-      }
-    },
-    "projects": {
-      "list": {
-        "title": "<aap:target id=\"proj-list-title\">My Projects</aap:target>",
-        "columns": {
-          "id": "<aap:target id=\"proj-col-id\">ID</aap:target>",
-          "title": "<aap:target id=\"proj-col-title\">Title</aap:target>",
-          "manager": "<aap:target id=\"proj-col-mgr\">Project Manager</aap:target>",
-          "deadline": "<aap:target id=\"proj-col-date\">Deadline</aap:target>"
-        }
-      },
-      "detail": {
-        "overview": "<aap:target id=\"proj-det-ov\">Project Overview</aap:target>",
-        "team": "<aap:target id=\"proj-det-team\">Project Team</aap:target>",
-        "files": "<aap:target id=\"proj-det-files\">Attached Files</aap:target>"
-      },
-      "create": {
-        "title": "<aap:target id=\"proj-new-title\">New Project</aap:target>",
-        "label_client": "<aap:target id=\"proj-new-client\">Client Name</aap:target>"
-      },
-      "edit": {
-        "title": "<aap:target id=\"proj-edit-title\">Edit Project Details</aap:target>",
-        "save_changes": "<aap:target id=\"proj-edit-save\">Save Project Changes</aap:target>"
-      },
-      "archive": {
-        "confirm": "<aap:target id=\"proj-arch-conf\">Archive this project?</aap:target>",
-        "message": "<aap:target id=\"proj-arch-msg\">Archived projects can be restored later.</aap:target>"
-      }
-    },
-    "tasks": {
-      "status_labels": {
-        "todo": "<aap:target id=\"task-stat-todo\">To Do</aap:target>",
-        "progress": "<aap:target id=\"task-stat-prog\">In Progress</aap:target>",
-        "review": "<aap:target id=\"task-stat-rev\">Review</aap:target>",
-        "done": "<aap:target id=\"task-stat-done\">Done</aap:target>"
-      },
-      "priority_labels": {
-        "low": "<aap:target id=\"task-pri-low\">Low</aap:target>",
-        "medium": "<aap:target id=\"task-pri-med\">Medium</aap:target>",
-        "high": "<aap:target id=\"task-pri-high\">High</aap:target>",
-        "critical": "<aap:target id=\"task-pri-crit\">Critical</aap:target>"
-      },
-      "assignment": {
-        "placeholder": "<aap:target id=\"task-assign-ph\">Search members...</aap:target>",
-        "label": "<aap:target id=\"task-assign-lbl\">Assigned To</aap:target>"
-      },
-      "comments": {
-        "placeholder": "<aap:target id=\"task-comm-ph\">Write a comment...</aap:target>",
-        "send": "<aap:target id=\"task-comm-send\">Post Comment</aap:target>",
-        "no_comments": "<aap:target id=\"task-comm-none\">No comments yet.</aap:target>"
-      }
-    },
-    "settings": {
-      "profile": {
-        "header": "<aap:target id=\"set-prof-head\">Profile Settings</aap:target>",
-        "display_name": "<aap:target id=\"set-prof-display\">Display Name</aap:target>",
-        "bio": "<aap:target id=\"set-prof-bio\">Bio</aap:target>",
-        "avatar": "<aap:target id=\"set-prof-ava\">Change Avatar</aap:target>"
-      },
-      "notifications": {
-        "header": "<aap:target id=\"set-notif-head\">Notification Preferences</aap:target>",
-        "email_alerts": "<aap:target id=\"set-notif-email\">Email Notifications</aap:target>",
-        "push_alerts": "<aap:target id=\"set-notif-push\">Push Alerts</aap:target>"
-      },
-      "security": {
-        "header": "<aap:target id=\"set-sec-head\">Security Settings</aap:target>",
-        "mfa": "<aap:target id=\"set-sec-mfa\">Enable 2FA</aap:target>",
-        "last_login": "<aap:target id=\"set-sec-last\">Last Login</aap:target>"
-      },
-      "billing": {
-        "header": "<aap:target id=\"set-bill-head\">Billing & Subscription</aap:target>",
-        "plan": "<aap:target id=\"set-bill-plan\">Current Plan</aap:target>",
-        "card": "<aap:target id=\"set-bill-card\">Credit Card Details</aap:target>",
-        "invoice_history": "<aap:target id=\"set-bill-inv\">Invoice History</aap:target>"
-      }
-    }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/027-json-i18n-translations/outputs/base/turn-0.json b/evals/data/experiments/027-json-i18n-translations/outputs/base/turn-0.json
deleted file mode 100644
index 487aa14..0000000
--- a/evals/data/experiments/027-json-i18n-translations/outputs/base/turn-0.json
+++ /dev/null
@@ -1,183 +0,0 @@
-{
-  "common": {
-    "buttons": {
-      "save": "Save",
-      "cancel": "Cancel",
-      "delete": "Delete",
-      "edit": "Edit",
-      "create": "Create",
-      "confirm": "Confirm",
-      "close": "Close",
-      "submit": "Submit",
-      "back": "Go Back",
-      "refresh": "Refresh",
-      "apply": "Apply",
-      "clear": "Clear",
-      "export": "Export",
-      "import": "Import",
-      "next": "Next",
-      "previous": "Previous"
-    },
-    "labels": {
-      "name": "Name",
-      "description": "Description",
-      "date": "Date",
-      "status": "Status",
-      "actions": "Actions",
-      "search": "Search",
-      "filter": "Filter",
-      "noData": "No data available",
-      "loading": "Loading...",
-      "optional": "Optional",
-      "required": "Required"
-    },
-    "messages": {
-      "success": "Operation successful",
-      "warning": "Are you sure?",
-      "info": "Please note this action",
-      "copied": "Copied to clipboard",
-      "saved": "Changes saved successfully"
-    },
-    "errors": {
-      "required": "This field is required",
-      "invalidEmail": "Please enter a valid email",
-      "networkError": "Network connection error",
-      "serverError": "Something went wrong on our end",
-      "unauthorized": "You are not authorized to view this",
-      "notFound": "Requested item not found"
-    }
-  },
-  "auth": {
-    "login": {
-      "title": "Log in to your account",
-      "email": "Email address",
-      "password": "Password",
-      "rememberMe": "Remember me",
-      "forgotPassword": "Forgot your password?",
-      "submit": "Sign in"
-    },
-    "register": {
-      "title": "Create a new account",
-      "fullName": "Full name",
-      "confirmPassword": "Confirm password",
-      "terms": "I agree to the terms and conditions",
-      "submit": "Sign up"
-    },
-    "forgotPassword": {
-      "title": "Reset your password",
-      "instructions": "Enter your email to receive reset instructions",
-      "submit": "Send reset link"
-    },
-    "resetPassword": {
-      "title": "Set new password",
-      "newPassword": "New password",
-      "confirmNewPassword": "Confirm new password",
-      "submit": "Update password"
-    }
-  },
-  "dashboard": {
-    "stats": {
-      "activeProjects": "Active Projects",
-      "pendingTasks": "Pending Tasks",
-      "completedTasks": "Completed Tasks",
-      "totalHours": "Total Hours Logged"
-    },
-    "charts": {
-      "productivity": "Productivity Trends",
-      "taskDistribution": "Task Distribution",
-      "projectTimeline": "Project Timeline"
-    },
-    "filters": {
-      "timeRange": "Time Range",
-      "owner": "Filter by Owner",
-      "team": "Filter by Team"
-    },
-    "actions": {
-      "quickCreate": "Quick Create Task",
-      "viewAllProjects": "View All Projects",
-      "viewAllTasks": "View All Tasks"
-    }
-  },
-  "projects": {
-    "list": {
-      "title": "My Projects",
-      "newProject": "New Project",
-      "headerName": "Project Name",
-      "headerClient": "Client",
-      "headerDeadline": "Deadline"
-    },
-    "detail": {
-      "title": "Project Details",
-      "members": "Team Members",
-      "files": "Project Files",
-      "budget": "Budget Overview"
-    },
-    "create": {
-      "title": "Create Project",
-      "placeholderName": "Enter project name",
-      "placeholderDeadline": "Select deadline"
-    },
-    "edit": {
-      "title": "Edit Project",
-      "saveChanges": "Save changes"
-    },
-    "archive": {
-      "title": "Archive Project",
-      "confirm": "Are you sure you want to archive this project?"
-    }
-  },
-  "tasks": {
-    "statusLabels": {
-      "todo": "To Do",
-      "inProgress": "In Progress",
-      "review": "In Review",
-      "done": "Done",
-      "blocked": "Blocked"
-    },
-    "priorityLabels": {
-      "low": "Low",
-      "medium": "Medium",
-      "high": "High",
-      "urgent": "Urgent"
-    },
-    "assignment": {
-      "assignee": "Assignee",
-      "reassign": "Reassign Task",
-      "unassigned": "Unassigned"
-    },
-    "comments": {
-      "placeholder": "Write a comment...",
-      "reply": "Reply",
-      "post": "Post comment"
-    }
-  },
-  "settings": {
-    "profile": {
-      "title": "Profile Settings",
-      "uploadAvatar": "Change Avatar",
-      "bio": "Bio",
-      "saveProfile": "Save Profile"
-    },
-    "notifications": {
-      "title": "Notification Settings",
-      "emailNotifications": "Enable email alerts",
-      "pushNotifications": "Enable push notifications",
-      "weeklySummary": "Weekly summary email"
-    },
-    "security": {
-      "title": "Security Settings",
-      "changePassword": "Change Password",
-      "twoFactor": "Two-Factor Authentication",
-      "activeSessions": "Active Sessions",
-      "logoutAll": "Logout from all devices"
-    },
-    "billing": {
-      "title": "Billing & Subscription",
-      "plan": "Current Plan",
-      "paymentMethod": "Payment Method",
-      "invoices": "Invoices",
-      "upgrade": "Upgrade Plan",
-      "cancelSubscription": "Cancel Subscription"
-    }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/027-json-i18n-translations/outputs/base/turn-1.json b/evals/data/experiments/027-json-i18n-translations/outputs/base/turn-1.json
deleted file mode 100644
index ad92909..0000000
--- a/evals/data/experiments/027-json-i18n-translations/outputs/base/turn-1.json
+++ /dev/null
@@ -1,216 +0,0 @@
-{
-  "common": {
-    "buttons": {
-      "save": "Save",
-      "cancel": "Cancel",
-      "delete": "Delete",
-      "edit": "Edit",
-      "create": "Create",
-      "confirm": "Confirm",
-      "close": "Close",
-      "submit": "Submit",
-      "back": "Go Back",
-      "refresh": "Refresh",
-      "apply": "Apply",
-      "clear": "Clear",
-      "export": "Export",
-      "import": "Import",
-      "next": "Next",
-      "previous": "Previous"
-    },
-    "labels": {
-      "name": "Name",
-      "description": "Description",
-      "date": "Date",
-      "status": "Status",
-      "actions": "Actions",
-      "search": "Search",
-      "filter": "Filter",
-      "noData": "No data available",
-      "loading": "Loading...",
-      "optional": "Optional",
-      "required": "Required"
-    },
-    "messages": {
-      "success": "Operation successful",
-      "warning": "Are you sure?",
-      "info": "Please note this action",
-      "copied": "Copied to clipboard",
-      "saved": "Changes saved successfully"
-    },
-    "errors": {
-      "required": "This field is required",
-      "invalidEmail": "Please enter a valid email",
-      "networkError": "Network connection error",
-      "serverError": "Something went wrong on our end",
-      "unauthorized": "You are not authorized to view this",
-      "notFound": "Requested item not found"
-    }
-  },
-  "auth": {
-    "login": {
-      "title": "Log in to your account",
-      "email": "Email address",
-      "password": "Password",
-      "rememberMe": "Remember me",
-      "forgotPassword": "Forgot your password?",
-      "submit": "Sign in"
-    },
-    "register": {
-      "title": "Create a new account",
-      "fullName": "Full name",
-      "confirmPassword": "Confirm password",
-      "terms": "I agree to the terms and conditions",
-      "submit": "Sign up"
-    },
-    "forgotPassword": {
-      "title": "Reset your password",
-      "instructions": "Enter your email to receive reset instructions",
-      "submit": "Send reset link"
-    },
-    "resetPassword": {
-      "title": "Set new password",
-      "newPassword": "New password",
-      "confirmNewPassword": "Confirm new password",
-      "submit": "Update password"
-    }
-  },
-  "dashboard": {
-    "stats": {
-      "activeProjects": "Active Projects",
-      "pendingTasks": "Pending Tasks",
-      "completedTasks": "Completed Tasks",
-      "totalHours": "Total Hours Logged"
-    },
-    "charts": {
-      "productivity": "Productivity Trends",
-      "taskDistribution": "Task Distribution",
-      "projectTimeline": "Project Timeline"
-    },
-    "filters": {
-      "timeRange": "Time Range",
-      "owner": "Filter by Owner",
-      "team": "Filter by Team"
-    },
-    "actions": {
-      "quickCreate": "Quick Create Task",
-      "viewAllProjects": "View All Projects",
-      "viewAllTasks": "View All Tasks"
-    }
-  },
-  "projects": {
-    "list": {
-      "title": "My Projects",
-      "newProject": "New Project",
-      "headerName": "Project Name",
-      "headerClient": "Client",
-      "headerDeadline": "Deadline"
-    },
-    "detail": {
-      "title": "Project Details",
-      "members": "Team Members",
-      "files": "Project Files",
-      "budget": "Budget Overview"
-    },
-    "create": {
-      "title": "Create Project",
-      "placeholderName": "Enter project name",
-      "placeholderDeadline": "Select deadline"
-    },
-    "edit": {
-      "title": "Edit Project",
-      "saveChanges": "Save changes"
-    },
-    "archive": {
-      "title": "Archive Project",
-      "confirm": "Are you sure you want to archive this project?"
-    }
-  },
-  "tasks": {
-    "statusLabels": {
-      "todo": "To Do",
-      "inProgress": "In Progress",
-      "review": "In Review",
-      "done": "Done",
-      "blocked": "Blocked"
-    },
-    "priorityLabels": {
-      "low": "Low",
-      "medium": "Medium",
-      "high": "High",
-      "urgent": "Urgent"
-    },
-    "assignment": {
-      "assignee": "Assignee",
-      "reassign": "Reassign Task",
-      "unassigned": "Unassigned"
-    },
-    "comments": {
-      "placeholder": "Write a comment...",
-      "reply": "Reply",
-      "post": "Post comment"
-    }
-  },
-  "teams": {
-    "list": {
-      "title": "Teams",
-      "createTeam": "Create New Team",
-      "headerTeamName": "Team Name",
-      "headerMemberCount": "Members",
-      "emptyState": "No teams created yet"
-    },
-    "detail": {
-      "title": "Team Overview",
-      "teamMembers": "Team Members",
-      "projects": "Associated Projects",
-      "settings": "Team Settings"
-    },
-    "inviteMember": {
-      "button": "Invite Member",
-      "modalTitle": "Invite to Team",
-      "emailPlaceholder": "Enter email address",
-      "sendInvite": "Send Invitation"
-    },
-    "removeMember": {
-      "button": "Remove",
-      "confirmTitle": "Remove Member",
-      "confirmMessage": "Are you sure you want to remove this user from the team?"
-    },
-    "roleAssignment": {
-      "label": "Role",
-      "admin": "Admin",
-      "member": "Member",
-      "viewer": "Viewer",
-      "updateRole": "Update Role"
-    }
-  },
-  "settings": {
-    "profile": {
-      "title": "Profile Settings",
-      "uploadAvatar": "Change Avatar",
-      "bio": "Bio",
-      "saveProfile": "Save Profile"
-    },
-    "notifications": {
-      "title": "Notification Settings",
-      "emailNotifications": "Enable email alerts",
-      "pushNotifications": "Enable push notifications",
-      "weeklySummary": "Weekly summary email"
-    },
-    "security": {
-      "title": "Security Settings",
-      "changePassword": "Change Password",
-      "twoFactor": "Two-Factor Authentication",
-      "activeSessions": "Active Sessions",
-      "logoutAll": "Logout from all devices"
-    },
-    "billing": {
-      "title": "Billing & Subscription",
-      "plan": "Current Plan",
-      "paymentMethod": "Payment Method",
-      "invoices": "Invoices",
-      "upgrade": "Upgrade Plan",
-      "cancelSubscription": "Cancel Subscription"
-    }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/027-json-i18n-translations/outputs/base/turn-2.json b/evals/data/experiments/027-json-i18n-translations/outputs/base/turn-2.json
deleted file mode 100644
index a5107c4..0000000
--- a/evals/data/experiments/027-json-i18n-translations/outputs/base/turn-2.json
+++ /dev/null
@@ -1,216 +0,0 @@
-{
-  "common": {
-    "buttons": {
-      "save": "Save",
-      "cancel": "Cancel",
-      "delete": "Delete",
-      "edit": "Edit",
-      "create": "Create",
-      "confirm": "Confirm",
-      "close": "Close",
-      "submit": "Submit",
-      "back": "Go Back",
-      "refresh": "Refresh",
-      "apply": "Apply",
-      "clear": "Clear",
-      "export": "Export",
-      "import": "Import",
-      "next": "Next",
-      "previous": "Previous"
-    },
-    "labels": {
-      "name": "Name",
-      "description": "Description",
-      "date": "Date",
-      "status": "Status",
-      "actions": "Actions",
-      "search": "Search",
-      "filter": "Filter",
-      "noData": "No data available",
-      "loading": "Loading...",
-      "optional": "Optional",
-      "required": "Required"
-    },
-    "messages": {
-      "success": "Operation successful",
-      "warning": "Are you sure?",
-      "info": "Please note this action",
-      "copied": "Copied to clipboard",
-      "saved": "Changes saved successfully"
-    },
-    "errors": {
-      "required": "This field is required. Please provide a value to continue.",
-      "invalidEmail": "That email address doesn't look quite right. Please check the format and try again.",
-      "networkError": "We’re having trouble connecting to the server. Please check your internet connection and try refreshing the page.",
-      "serverError": "Something went wrong on our end. Our team has been notified, please try again in a few minutes.",
-      "unauthorized": "You don't have permission to access this. If you believe this is an error, please contact your project administrator.",
-      "notFound": "We couldn't find the item you're looking for. It may have been deleted or moved."
-    }
-  },
-  "auth": {
-    "login": {
-      "title": "Log in to your account",
-      "email": "Email address",
-      "password": "Password",
-      "rememberMe": "Remember me",
-      "forgotPassword": "Forgot your password?",
-      "submit": "Sign in"
-    },
-    "register": {
-      "title": "Create a new account",
-      "fullName": "Full name",
-      "confirmPassword": "Confirm password",
-      "terms": "I agree to the terms and conditions",
-      "submit": "Sign up"
-    },
-    "forgotPassword": {
-      "title": "Reset your password",
-      "instructions": "Enter your email to receive reset instructions",
-      "submit": "Send reset link"
-    },
-    "resetPassword": {
-      "title": "Set new password",
-      "newPassword": "New password",
-      "confirmNewPassword": "Confirm new password",
-      "submit": "Update password"
-    }
-  },
-  "dashboard": {
-    "stats": {
-      "activeProjects": "Active Projects",
-      "pendingTasks": "Pending Tasks",
-      "completedTasks": "Completed Tasks",
-      "totalHours": "Total Hours Logged"
-    },
-    "charts": {
-      "productivity": "Productivity Trends",
-      "taskDistribution": "Task Distribution",
-      "projectTimeline": "Project Timeline"
-    },
-    "filters": {
-      "timeRange": "Time Range",
-      "owner": "Filter by Owner",
-      "team": "Filter by Team"
-    },
-    "actions": {
-      "quickCreate": "Quick Create Task",
-      "viewAllProjects": "View All Projects",
-      "viewAllTasks": "View All Tasks"
-    }
-  },
-  "projects": {
-    "list": {
-      "title": "My Projects",
-      "newProject": "New Project",
-      "headerName": "Project Name",
-      "headerClient": "Client",
-      "headerDeadline": "Deadline"
-    },
-    "detail": {
-      "title": "Project Details",
-      "members": "Team Members",
-      "files": "Project Files",
-      "budget": "Budget Overview"
-    },
-    "create": {
-      "title": "Create Project",
-      "placeholderName": "Enter project name",
-      "placeholderDeadline": "Select deadline"
-    },
-    "edit": {
-      "title": "Edit Project",
-      "saveChanges": "Save changes"
-    },
-    "archive": {
-      "title": "Archive Project",
-      "confirm": "Are you sure you want to archive this project?"
-    }
-  },
-  "tasks": {
-    "statusLabels": {
-      "todo": "To Do",
-      "inProgress": "In Progress",
-      "review": "In Review",
-      "done": "Done",
-      "blocked": "Blocked"
-    },
-    "priorityLabels": {
-      "low": "Low",
-      "medium": "Medium",
-      "high": "High",
-      "urgent": "Urgent"
-    },
-    "assignment": {
-      "assignee": "Assignee",
-      "reassign": "Reassign Task",
-      "unassigned": "Unassigned"
-    },
-    "comments": {
-      "placeholder": "Write a comment...",
-      "reply": "Reply",
-      "post": "Post comment"
-    }
-  },
-  "teams": {
-    "list": {
-      "title": "Teams",
-      "createTeam": "Create New Team",
-      "headerTeamName": "Team Name",
-      "headerMemberCount": "Members",
-      "emptyState": "No teams created yet"
-    },
-    "detail": {
-      "title": "Team Overview",
-      "teamMembers": "Team Members",
-      "projects": "Associated Projects",
-      "settings": "Team Settings"
-    },
-    "inviteMember": {
-      "button": "Invite Member",
-      "modalTitle": "Invite to Team",
-      "emailPlaceholder": "Enter email address",
-      "sendInvite": "Send Invitation"
-    },
-    "removeMember": {
-      "button": "Remove",
-      "confirmTitle": "Remove Member",
-      "confirmMessage": "Are you sure you want to remove this user from the team?"
-    },
-    "roleAssignment": {
-      "label": "Role",
-      "admin": "Admin",
-      "member": "Member",
-      "viewer": "Viewer",
-      "updateRole": "Update Role"
-    }
-  },
-  "settings": {
-    "profile": {
-      "title": "Profile Settings",
-      "uploadAvatar": "Change Avatar",
-      "bio": "Bio",
-      "saveProfile": "Save Profile"
-    },
-    "notifications": {
-      "title": "Notification Settings",
-      "emailNotifications": "Enable email alerts",
-      "pushNotifications": "Enable push notifications",
-      "weeklySummary": "Weekly summary email"
-    },
-    "security": {
-      "title": "Security Settings",
-      "changePassword": "Change Password",
-      "twoFactor": "Two-Factor Authentication",
-      "activeSessions": "Active Sessions",
-      "logoutAll": "Logout from all devices"
-    },
-    "billing": {
-      "title": "Billing & Subscription",
-      "plan": "Current Plan",
-      "paymentMethod": "Payment Method",
-      "invoices": "Invoices",
-      "upgrade": "Upgrade Plan",
-      "cancelSubscription": "Cancel Subscription"
-    }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/027-json-i18n-translations/outputs/base/turn-3.json b/evals/data/experiments/027-json-i18n-translations/outputs/base/turn-3.json
deleted file mode 100644
index 8908f99..0000000
--- a/evals/data/experiments/027-json-i18n-translations/outputs/base/turn-3.json
+++ /dev/null
@@ -1,235 +0,0 @@
-{
-  "common": {
-    "buttons": {
-      "save": "Save",
-      "cancel": "Cancel",
-      "delete": "Delete",
-      "edit": "Edit",
-      "create": "Create",
-      "confirm": "Confirm",
-      "close": "Close",
-      "submit": "Submit",
-      "back": "Go Back",
-      "refresh": "Refresh",
-      "apply": "Apply",
-      "clear": "Clear",
-      "export": "Export",
-      "import": "Import",
-      "next": "Next",
-      "previous": "Previous"
-    },
-    "labels": {
-      "name": "Name",
-      "description": "Description",
-      "date": "Date",
-      "status": "Status",
-      "actions": "Actions",
-      "search": "Search",
-      "filter": "Filter",
-      "noData": "No data available",
-      "loading": "Loading...",
-      "optional": "Optional",
-      "required": "Required"
-    },
-    "messages": {
-      "success": "Operation successful",
-      "warning": "Are you sure?",
-      "info": "Please note this action",
-      "copied": "Copied to clipboard",
-      "saved": "Changes saved successfully"
-    },
-    "errors": {
-      "required": "This field is required. Please provide a value to continue.",
-      "invalidEmail": "That email address doesn't look quite right. Please check the format and try again.",
-      "networkError": "We’re having trouble connecting to the server. Please check your internet connection and try refreshing the page.",
-      "serverError": "Something went wrong on our end. Our team has been notified, please try again in a few minutes.",
-      "unauthorized": "You don't have permission to access this. If you believe this is an error, please contact your project administrator.",
-      "notFound": "We couldn't find the item you're looking for. It may have been deleted or moved."
-    }
-  },
-  "auth": {
-    "login": {
-      "title": "Log in to your account",
-      "email": "Email address",
-      "password": "Password",
-      "rememberMe": "Remember me",
-      "forgotPassword": "Forgot your password?",
-      "submit": "Sign in"
-    },
-    "register": {
-      "title": "Create a new account",
-      "fullName": "Full name",
-      "confirmPassword": "Confirm password",
-      "terms": "I agree to the terms and conditions",
-      "submit": "Sign up"
-    },
-    "forgotPassword": {
-      "title": "Reset your password",
-      "instructions": "Enter your email to receive reset instructions",
-      "submit": "Send reset link"
-    },
-    "resetPassword": {
-      "title": "Set new password",
-      "newPassword": "New password",
-      "confirmNewPassword": "Confirm new password",
-      "submit": "Update password"
-    }
-  },
-  "dashboard": {
-    "stats": {
-      "activeProjects": "Active Projects",
-      "pendingTasks": "Pending Tasks",
-      "completedTasks": "Completed Tasks",
-      "totalHours": "Total Hours Logged"
-    },
-    "charts": {
-      "productivity": "Productivity Trends",
-      "taskDistribution": "Task Distribution",
-      "projectTimeline": "Project Timeline"
-    },
-    "filters": {
-      "timeRange": "Time Range",
-      "owner": "Filter by Owner",
-      "team": "Filter by Team"
-    },
-    "actions": {
-      "quickCreate": "Quick Create Task",
-      "viewAllProjects": "View All Projects",
-      "viewAllTasks": "View All Tasks"
-    }
-  },
-  "projects": {
-    "list": {
-      "title": "My Projects",
-      "newProject": "New Project",
-      "headerName": "Project Name",
-      "headerClient": "Client",
-      "headerDeadline": "Deadline"
-    },
-    "detail": {
-      "title": "Project Details",
-      "members": "Team Members",
-      "files": "Project Files",
-      "budget": "Budget Overview"
-    },
-    "create": {
-      "title": "Create Project",
-      "placeholderName": "Enter project name",
-      "placeholderDeadline": "Select deadline"
-    },
-    "edit": {
-      "title": "Edit Project",
-      "saveChanges": "Save changes"
-    },
-    "archive": {
-      "title": "Archive Project",
-      "confirm": "Are you sure you want to archive this project?"
-    }
-  },
-  "tasks": {
-    "statusLabels": {
-      "todo": "To Do",
-      "inProgress": "In Progress",
-      "review": "In Review",
-      "done": "Done",
-      "blocked": "Blocked"
-    },
-    "priorityLabels": {
-      "low": "Low",
-      "medium": "Medium",
-      "high": "High",
-      "urgent": "Urgent"
-    },
-    "assignment": {
-      "assignee": "Assignee",
-      "reassign": "Reassign Task",
-      "unassigned": "Unassigned"
-    },
-    "comments": {
-      "placeholder": "Write a comment...",
-      "reply": "Reply",
-      "post": "Post comment"
-    }
-  },
-  "teams": {
-    "list": {
-      "title": "Teams",
-      "createTeam": "Create New Team",
-      "headerTeamName": "Team Name",
-      "headerMemberCount": "Members",
-      "emptyState": "No teams created yet"
-    },
-    "detail": {
-      "title": "Team Overview",
-      "teamMembers": "Team Members",
-      "projects": "Associated Projects",
-      "settings": "Team Settings"
-    },
-    "inviteMember": {
-      "button": "Invite Member",
-      "modalTitle": "Invite to Team",
-      "emailPlaceholder": "Enter email address",
-      "sendInvite": "Send Invitation"
-    },
-    "removeMember": {
-      "button": "Remove",
-      "confirmTitle": "Remove Member",
-      "confirmMessage": "Are you sure you want to remove this user from the team?"
-    },
-    "roleAssignment": {
-      "label": "Role",
-      "admin": "Admin",
-      "member": "Member",
-      "viewer": "Viewer",
-      "updateRole": "Update Role"
-    }
-  },
-  "notifications": {
-    "preferences": {
-      "title": "Notification Preferences",
-      "email": "Email Notifications",
-      "push": "Push Notifications",
-      "inApp": "In-App Notifications",
-      "taskUpdates": "Updates on tasks I'm assigned to",
-      "mention": "When someone mentions me",
-      "projectDeadline": "Approaching project deadlines",
-      "dailyDigest": "Send a daily digest summary"
-    },
-    "deliveryStatus": {
-      "sent": "Notification sent successfully",
-      "failed": "Failed to send notification",
-      "pending": "Delivery in progress",
-      "read": "Marked as read",
-      "unread": "Marked as unread"
-    }
-  },
-  "settings": {
-    "profile": {
-      "title": "Profile Settings",
-      "uploadAvatar": "Change Avatar",
-      "bio": "Bio",
-      "saveProfile": "Save Profile"
-    },
-    "notifications": {
-      "title": "Notification Settings",
-      "emailNotifications": "Enable email alerts",
-      "pushNotifications": "Enable push notifications",
-      "weeklySummary": "Weekly summary email"
-    },
-    "security": {
-      "title": "Security Settings",
-      "changePassword": "Change Password",
-      "twoFactor": "Two-Factor Authentication",
-      "activeSessions": "Active Sessions",
-      "logoutAll": "Logout from all devices"
-    },
-    "billing": {
-      "title": "Billing & Subscription",
-      "plan": "Current Plan",
-      "paymentMethod": "Payment Method",
-      "invoices": "Invoices",
-      "upgrade": "Upgrade Plan",
-      "cancelSubscription": "Cancel Subscription"
-    }
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/028-json-geojson-cities/metrics.json b/evals/data/experiments/028-json-geojson-cities/metrics.json
deleted file mode 100644
index a3d4d49..0000000
--- a/evals/data/experiments/028-json-geojson-cities/metrics.json
+++ /dev/null
@@ -1,218 +0,0 @@
-{
-  "experiment_id": "028-json-geojson-cities",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:18:58.230305+00:00",
-  "format": "application/json",
-  "base_turn0": {
-    "input_tokens": 77,
-    "output_tokens": 2812,
-    "latency_ms": 10960,
-    "artifact_bytes": 7467,
-    "ttft_ms": 0,
-    "ttlt_ms": 10169,
-    "median_itl_ms": 84.91
-  },
-  "aap_turn0": {
-    "input_tokens": 416,
-    "output_tokens": 4329,
-    "latency_ms": 15747,
-    "artifact_bytes": 12034,
-    "ttft_ms": 0,
-    "ttlt_ms": 14598,
-    "median_itl_ms": 77.32
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add 10 more cities from Africa and South America with accurate coordinates and p",
-        "input_tokens": 2907,
-        "output_tokens": 1145,
-        "latency_ms": 5792,
-        "output_bytes": 3011,
-        "ttft_ms": 0,
-        "ttlt_ms": 4986,
-        "median_itl_ms": 92.29,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Add a 'language' property to every city feature listing the primary official lan",
-        "input_tokens": 4071,
-        "output_tokens": 4155,
-        "latency_ms": 13311,
-        "output_bytes": 11229,
-        "ttft_ms": 0,
-        "ttlt_ms": 12531,
-        "median_itl_ms": 69.99,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 6978,
-    "total_output_tokens": 5300,
-    "total_latency_ms": 19103
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add 10 more cities from Africa and South America with accurate coordinates and p",
-        "input_tokens": 5453,
-        "output_tokens": 1865,
-        "latency_ms": 7983,
-        "output_bytes": 16877,
-        "ttft_ms": 0,
-        "ttlt_ms": 3,
-        "median_itl_ms": 3.49,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Add a 'language' property to every city feature listing the primary official lan",
-        "input_tokens": 7210,
-        "output_tokens": 1445,
-        "latency_ms": 7766,
-        "output_bytes": 16877,
-        "ttft_ms": 0,
-        "ttlt_ms": 3,
-        "median_itl_ms": 3.03,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 12663,
-    "total_output_tokens": 3310,
-    "total_latency_ms": 15749,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.5
-  },
-  "comparison": {
-    "output_token_savings_pct": 37.5,
-    "input_token_savings_pct": -81.5,
-    "latency_savings_pct": 17.6
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 77,
-        "base_output": 2812,
-        "base_latency_ms": 10960,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 10169,
-        "base_median_itl_ms": 84.91,
-        "aap_input": 416,
-        "aap_output": 4329,
-        "aap_latency_ms": 15747,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 14598,
-        "aap_median_itl_ms": 77.32
-      },
-      {
-        "turn": 1,
-        "base_input": 2907,
-        "base_output": 1145,
-        "base_latency_ms": 5792,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 4986,
-        "base_median_itl_ms": 92.29,
-        "aap_input": 5453,
-        "aap_output": 1865,
-        "aap_latency_ms": 7983,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3,
-        "aap_median_itl_ms": 3.49,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 4071,
-        "base_output": 4155,
-        "base_latency_ms": 13311,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 12531,
-        "base_median_itl_ms": 69.99,
-        "aap_input": 7210,
-        "aap_output": 1445,
-        "aap_latency_ms": 7766,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3,
-        "aap_median_itl_ms": 3.03,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 7055,
-      "base_output": 8112,
-      "base_combined": 15167,
-      "aap_input": 13079,
-      "aap_output": 7639,
-      "aap_combined": 20718,
-      "base_latency_ms": 30063,
-      "aap_latency_ms": 31496,
-      "output_savings_pct": 5.8,
-      "input_delta_pct": 85.4,
-      "combined_savings_pct": -36.6,
-      "latency_savings_pct": -4.8
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.3875,
-        "token_f1": 0.7678,
-        "base_char_count": 7465,
-        "aap_char_count": 9160,
-        "char_delta_pct": 22.7,
-        "lines_added": 375,
-        "lines_removed": 125,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.1527,
-        "token_f1": 0.3796,
-        "base_char_count": 3010,
-        "aap_char_count": 12841,
-        "char_delta_pct": 326.6,
-        "lines_added": 525,
-        "lines_removed": 50,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.3062,
-        "token_f1": 0.7136,
-        "base_char_count": 11226,
-        "aap_char_count": 12841,
-        "char_delta_pct": 14.4,
-        "lines_added": 525,
-        "lines_removed": 175,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.2821,
-    "mean_token_f1": 0.6203,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/028-json-geojson-cities/outputs/aap/turn-0.json b/evals/data/experiments/028-json-geojson-cities/outputs/aap/turn-0.json
deleted file mode 100644
index 2d23272..0000000
--- a/evals/data/experiments/028-json-geojson-cities/outputs/aap/turn-0.json
+++ /dev/null
@@ -1,380 +0,0 @@
-{
-  "type": "FeatureCollection",
-  "features": [
-    <aap:target id="feature-1">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-74.006, 40.7128]},
-      "properties": {
-        "name": "<aap:target id="name-1">New York</aap:target>",
-        "country": "USA",
-        "population": <aap:target id="pop-1">8400000</aap:target>,
-        "timezone": "America/New_York",
-        "elevation_m": 10,
-        "is_capital": false,
-        "continent": "North America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-2">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [139.6917, 35.6895]},
-      "properties": {
-        "name": "<aap:target id="name-2">Tokyo</aap:target>",
-        "country": "Japan",
-        "population": <aap:target id="pop-2">13960000</aap:target>,
-        "timezone": "Asia/Tokyo",
-        "elevation_m": 40,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-3">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [2.3522, 48.8566]},
-      "properties": {
-        "name": "<aap:target id="name-3">Paris</aap:target>",
-        "country": "France",
-        "population": <aap:target id="pop-3">2161000</aap:target>,
-        "timezone": "Europe/Paris",
-        "elevation_m": 35,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-4">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [151.2093, -33.8688]},
-      "properties": {
-        "name": "<aap:target id="name-4">Sydney</aap:target>",
-        "country": "Australia",
-        "population": <aap:target id="pop-4">5312000</aap:target>,
-        "timezone": "Australia/Sydney",
-        "elevation_m": 3,
-        "is_capital": false,
-        "continent": "Australia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-5">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-46.6333, -23.5505]},
-      "properties": {
-        "name": "<aap:target id="name-5">São Paulo</aap:target>",
-        "country": "Brazil",
-        "population": <aap:target id="pop-5">12330000</aap:target>,
-        "timezone": "America/Sao_Paulo",
-        "elevation_m": 760,
-        "is_capital": false,
-        "continent": "South America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-6">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [77.1025, 28.7041]},
-      "properties": {
-        "name": "<aap:target id="name-6">Delhi</aap:target>",
-        "country": "India",
-        "population": <aap:target id="pop-6">32941000</aap:target>,
-        "timezone": "Asia/Kolkata",
-        "elevation_m": 213,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-7">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-0.1278, 51.5074]},
-      "properties": {
-        "name": "<aap:target id="name-7">London</aap:target>",
-        "country": "UK",
-        "population": <aap:target id="pop-7">8982000</aap:target>,
-        "timezone": "Europe/London",
-        "elevation_m": 11,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-8">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [37.6173, 55.7558]},
-      "properties": {
-        "name": "<aap:target id="name-8">Moscow</aap:target>",
-        "country": "Russia",
-        "population": <aap:target id="pop-8">12680000</aap:target>,
-        "timezone": "Europe/Moscow",
-        "elevation_m": 156,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-9">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [18.4233, -33.9249]},
-      "properties": {
-        "name": "<aap:target id="name-9">Cape Town</aap:target>",
-        "country": "South Africa",
-        "population": <aap:target id="pop-9">4800000</aap:target>,
-        "timezone": "Africa/Johannesburg",
-        "elevation_m": 25,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-10">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-99.1332, 19.4326]},
-      "properties": {
-        "name": "<aap:target id="name-10">Mexico City</aap:target>",
-        "country": "Mexico",
-        "population": <aap:target id="pop-10">9200000</aap:target>,
-        "timezone": "America/Mexico_City",
-        "elevation_m": 2240,
-        "is_capital": true,
-        "continent": "North America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-11">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [116.4074, 39.9042]},
-      "properties": {
-        "name": "<aap:target id="name-11">Beijing</aap:target>",
-        "country": "China",
-        "population": <aap:target id="pop-11">21540000</aap:target>,
-        "timezone": "Asia/Shanghai",
-        "elevation_m": 44,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-12">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [28.0473, -26.2041]},
-      "properties": {
-        "name": "<aap:target id="name-12">Johannesburg</aap:target>",
-        "country": "South Africa",
-        "population": <aap:target id="pop-12">5635000</aap:target>,
-        "timezone": "Africa/Johannesburg",
-        "elevation_m": 1753,
-        "is_capital": false,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-13">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [31.2357, 30.0444]},
-      "properties": {
-        "name": "<aap:target id="name-13">Cairo</aap:target>",
-        "country": "Egypt",
-        "population": <aap:target id="pop-13">10100000</aap:target>,
-        "timezone": "Africa/Cairo",
-        "elevation_m": 23,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-14">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [12.4964, 41.9028]},
-      "properties": {
-        "name": "<aap:target id="name-14">Rome</aap:target>",
-        "country": "Italy",
-        "population": <aap:target id="pop-14">2873000</aap:target>,
-        "timezone": "Europe/Rome",
-        "elevation_m": 21,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-15">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-58.3816, -34.6037]},
-      "properties": {
-        "name": "<aap:target id="name-15">Buenos Aires</aap:target>",
-        "country": "Argentina",
-        "population": <aap:target id="pop-15">15000000</aap:target>,
-        "timezone": "America/Argentina/Buenos_Aires",
-        "elevation_m": 25,
-        "is_capital": true,
-        "continent": "South America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-16">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [103.8198, 1.3521]},
-      "properties": {
-        "name": "<aap:target id="name-16">Singapore</aap:target>",
-        "country": "Singapore",
-        "population": <aap:target id="pop-16">5686000</aap:target>,
-        "timezone": "Asia/Singapore",
-        "elevation_m": 15,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-17">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [13.4050, 52.5200]},
-      "properties": {
-        "name": "<aap:target id="name-17">Berlin</aap:target>",
-        "country": "Germany",
-        "population": <aap:target id="pop-17">3769000</aap:target>,
-        "timezone": "Europe/Berlin",
-        "elevation_m": 34,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-18">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-0.1960, 5.6037]},
-      "properties": {
-        "name": "<aap:target id="name-18">Accra</aap:target>",
-        "country": "Ghana",
-        "population": <aap:target id="pop-18">2514000</aap:target>,
-        "timezone": "Africa/Accra",
-        "elevation_m": 61,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-19">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [100.5018, 13.7563]},
-      "properties": {
-        "name": "<aap:target id="name-19">Bangkok</aap:target>",
-        "country": "Thailand",
-        "population": <aap:target id="pop-19">10539000</aap:target>,
-        "timezone": "Asia/Bangkok",
-        "elevation_m": 1,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-20">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-79.3832, 43.6532]},
-      "properties": {
-        "name": "<aap:target id="name-20">Toronto</aap:target>",
-        "country": "Canada",
-        "population": <aap:target id="pop-20">2930000</aap:target>,
-        "timezone": "America/Toronto",
-        "elevation_m": 76,
-        "is_capital": false,
-        "continent": "North America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-21">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [23.7275, 37.9838]},
-      "properties": {
-        "name": "<aap:target id="name-21">Athens</aap:target>",
-        "country": "Greece",
-        "population": <aap:target id="pop-21">664000</aap:target>,
-        "timezone": "Europe/Athens",
-        "elevation_m": 20,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-22">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [39.1963, 21.4858]},
-      "properties": {
-        "name": "<aap:target id="name-22">Jeddah</aap:target>",
-        "country": "Saudi Arabia",
-        "population": <aap:target id="pop-22">4697000</aap:target>,
-        "timezone": "Asia/Riyadh",
-        "elevation_m": 12,
-        "is_capital": false,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-23">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-122.4194, 37.7749]},
-      "properties": {
-        "name": "<aap:target id="name-23">San Francisco</aap:target>",
-        "country": "USA",
-        "population": <aap:target id="pop-23">873000</aap:target>,
-        "timezone": "America/Los_Angeles",
-        "elevation_m": 16,
-        "is_capital": false,
-        "continent": "North America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-24">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [32.5599, 15.5007]},
-      "properties": {
-        "name": "<aap:target id="name-24">Khartoum</aap:target>",
-        "country": "Sudan",
-        "population": <aap:target id="pop-24">5274000</aap:target>,
-        "timezone": "Africa/Khartoum",
-        "elevation_m": 381,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-25">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [114.1694, 22.3193]},
-      "properties": {
-        "name": "<aap:target id="name-25">Hong Kong</aap:target>",
-        "country": "China",
-        "population": <aap:target id="pop-25">7500000</aap:target>,
-        "timezone": "Asia/Hong_Kong",
-        "elevation_m": 0,
-        "is_capital": false,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/028-json-geojson-cities/outputs/aap/turn-1.json b/evals/data/experiments/028-json-geojson-cities/outputs/aap/turn-1.json
deleted file mode 100644
index 188fb34..0000000
--- a/evals/data/experiments/028-json-geojson-cities/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,530 +0,0 @@
-{
-  "type": "FeatureCollection",
-  "features": [
-    <aap:target id="feature-1">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-74.006, 40.7128]},
-      "properties": {
-        "name": "<aap:target id="name-1">New York</aap:target>",
-        "country": "USA",
-        "population": <aap:target id="pop-1">8400000</aap:target>,
-        "timezone": "America/New_York",
-        "elevation_m": 10,
-        "is_capital": false,
-        "continent": "North America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-2">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [139.6917, 35.6895]},
-      "properties": {
-        "name": "<aap:target id="name-2">Tokyo</aap:target>",
-        "country": "Japan",
-        "population": <aap:target id="pop-2">13960000</aap:target>,
-        "timezone": "Asia/Tokyo",
-        "elevation_m": 40,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-3">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [2.3522, 48.8566]},
-      "properties": {
-        "name": "<aap:target id="name-3">Paris</aap:target>",
-        "country": "France",
-        "population": <aap:target id="pop-3">2161000</aap:target>,
-        "timezone": "Europe/Paris",
-        "elevation_m": 35,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-4">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [151.2093, -33.8688]},
-      "properties": {
-        "name": "<aap:target id="name-4">Sydney</aap:target>",
-        "country": "Australia",
-        "population": <aap:target id="pop-4">5312000</aap:target>,
-        "timezone": "Australia/Sydney",
-        "elevation_m": 3,
-        "is_capital": false,
-        "continent": "Australia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-5">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-46.6333, -23.5505]},
-      "properties": {
-        "name": "<aap:target id="name-5">São Paulo</aap:target>",
-        "country": "Brazil",
-        "population": <aap:target id="pop-5">12330000</aap:target>,
-        "timezone": "America/Sao_Paulo",
-        "elevation_m": 760,
-        "is_capital": false,
-        "continent": "South America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-6">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [77.1025, 28.7041]},
-      "properties": {
-        "name": "<aap:target id="name-6">Delhi</aap:target>",
-        "country": "India",
-        "population": <aap:target id="pop-6">32941000</aap:target>,
-        "timezone": "Asia/Kolkata",
-        "elevation_m": 213,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-7">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-0.1278, 51.5074]},
-      "properties": {
-        "name": "<aap:target id="name-7">London</aap:target>",
-        "country": "UK",
-        "population": <aap:target id="pop-7">8982000</aap:target>,
-        "timezone": "Europe/London",
-        "elevation_m": 11,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-8">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [37.6173, 55.7558]},
-      "properties": {
-        "name": "<aap:target id="name-8">Moscow</aap:target>",
-        "country": "Russia",
-        "population": <aap:target id="pop-8">12680000</aap:target>,
-        "timezone": "Europe/Moscow",
-        "elevation_m": 156,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-9">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [18.4233, -33.9249]},
-      "properties": {
-        "name": "<aap:target id="name-9">Cape Town</aap:target>",
-        "country": "South Africa",
-        "population": <aap:target id="pop-9">4800000</aap:target>,
-        "timezone": "Africa/Johannesburg",
-        "elevation_m": 25,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-10">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-99.1332, 19.4326]},
-      "properties": {
-        "name": "<aap:target id="name-10">Mexico City</aap:target>",
-        "country": "Mexico",
-        "population": <aap:target id="pop-10">9200000</aap:target>,
-        "timezone": "America/Mexico_City",
-        "elevation_m": 2240,
-        "is_capital": true,
-        "continent": "North America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-11">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [116.4074, 39.9042]},
-      "properties": {
-        "name": "<aap:target id="name-11">Beijing</aap:target>",
-        "country": "China",
-        "population": <aap:target id="pop-11">21540000</aap:target>,
-        "timezone": "Asia/Shanghai",
-        "elevation_m": 44,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-12">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [28.0473, -26.2041]},
-      "properties": {
-        "name": "<aap:target id="name-12">Johannesburg</aap:target>",
-        "country": "South Africa",
-        "population": <aap:target id="pop-12">5635000</aap:target>,
-        "timezone": "Africa/Johannesburg",
-        "elevation_m": 1753,
-        "is_capital": false,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-13">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [31.2357, 30.0444]},
-      "properties": {
-        "name": "<aap:target id="name-13">Cairo</aap:target>",
-        "country": "Egypt",
-        "population": <aap:target id="pop-13">10100000</aap:target>,
-        "timezone": "Africa/Cairo",
-        "elevation_m": 23,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-14">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [12.4964, 41.9028]},
-      "properties": {
-        "name": "<aap:target id="name-14">Rome</aap:target>",
-        "country": "Italy",
-        "population": <aap:target id="pop-14">2873000</aap:target>,
-        "timezone": "Europe/Rome",
-        "elevation_m": 21,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-15">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-58.3816, -34.6037]},
-      "properties": {
-        "name": "<aap:target id="name-15">Buenos Aires</aap:target>",
-        "country": "Argentina",
-        "population": <aap:target id="pop-15">15000000</aap:target>,
-        "timezone": "America/Argentina/Buenos_Aires",
-        "elevation_m": 25,
-        "is_capital": true,
-        "continent": "South America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-16">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [103.8198, 1.3521]},
-      "properties": {
-        "name": "<aap:target id="name-16">Singapore</aap:target>",
-        "country": "Singapore",
-        "population": <aap:target id="pop-16">5686000</aap:target>,
-        "timezone": "Asia/Singapore",
-        "elevation_m": 15,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-17">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [13.4050, 52.5200]},
-      "properties": {
-        "name": "<aap:target id="name-17">Berlin</aap:target>",
-        "country": "Germany",
-        "population": <aap:target id="pop-17">3769000</aap:target>,
-        "timezone": "Europe/Berlin",
-        "elevation_m": 34,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-18">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-0.1960, 5.6037]},
-      "properties": {
-        "name": "<aap:target id="name-18">Accra</aap:target>",
-        "country": "Ghana",
-        "population": <aap:target id="pop-18">2514000</aap:target>,
-        "timezone": "Africa/Accra",
-        "elevation_m": 61,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-19">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [100.5018, 13.7563]},
-      "properties": {
-        "name": "<aap:target id="name-19">Bangkok</aap:target>",
-        "country": "Thailand",
-        "population": <aap:target id="pop-19">10539000</aap:target>,
-        "timezone": "Asia/Bangkok",
-        "elevation_m": 1,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-20">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-79.3832, 43.6532]},
-      "properties": {
-        "name": "<aap:target id="name-20">Toronto</aap:target>",
-        "country": "Canada",
-        "population": <aap:target id="pop-20">2930000</aap:target>,
-        "timezone": "America/Toronto",
-        "elevation_m": 76,
-        "is_capital": false,
-        "continent": "North America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-21">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [23.7275, 37.9838]},
-      "properties": {
-        "name": "<aap:target id="name-21">Athens</aap:target>",
-        "country": "Greece",
-        "population": <aap:target id="pop-21">664000</aap:target>,
-        "timezone": "Europe/Athens",
-        "elevation_m": 20,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-22">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [39.1963, 21.4858]},
-      "properties": {
-        "name": "<aap:target id="name-22">Jeddah</aap:target>",
-        "country": "Saudi Arabia",
-        "population": <aap:target id="pop-22">4697000</aap:target>,
-        "timezone": "Asia/Riyadh",
-        "elevation_m": 12,
-        "is_capital": false,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-23">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-122.4194, 37.7749]},
-      "properties": {
-        "name": "<aap:target id="name-23">San Francisco</aap:target>",
-        "country": "USA",
-        "population": <aap:target id="pop-23">873000</aap:target>,
-        "timezone": "America/Los_Angeles",
-        "elevation_m": 16,
-        "is_capital": false,
-        "continent": "North America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-24">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [32.5599, 15.5007]},
-      "properties": {
-        "name": "<aap:target id="name-24">Khartoum</aap:target>",
-        "country": "Sudan",
-        "population": <aap:target id="pop-24">5274000</aap:target>,
-        "timezone": "Africa/Khartoum",
-        "elevation_m": 381,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-25">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [114.1694, 22.3193]},
-      "properties": {
-        "name": "<aap:target id="name-25">Hong Kong,
-    <aap:target id="feature-26">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [3.3792, 6.5244]},
-      "properties": {
-        "name": "<aap:target id="name-26">Lagos</aap:target>",
-        "country": "Nigeria",
-        "population": <aap:target id="pop-26">15388000</aap:target>,
-        "timezone": "Africa/Lagos",
-        "elevation_m": 41,
-        "is_capital": false,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-27">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-66.9036, 10.4806]},
-      "properties": {
-        "name": "<aap:target id="name-27">Caracas</aap:target>",
-        "country": "Venezuela",
-        "population": <aap:target id="pop-27">2923000</aap:target>,
-        "timezone": "America/Caracas",
-        "elevation_m": 900,
-        "is_capital": true,
-        "continent": "South America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-28">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [18.4233, -33.9249]},
-      "properties": {
-        "name": "<aap:target id="name-28">Nairobi</aap:target>",
-        "country": "Kenya",
-        "population": <aap:target id="pop-28">4397000</aap:target>,
-        "timezone": "Africa/Nairobi",
-        "elevation_m": 1795,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-29">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-74.0721, 4.7110]},
-      "properties": {
-        "name": "<aap:target id="name-29">Bogotá</aap:target>",
-        "country": "Colombia",
-        "population": <aap:target id="pop-29">7743000</aap:target>,
-        "timezone": "America/Bogota",
-        "elevation_m": 2640,
-        "is_capital": true,
-        "continent": "South America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-30">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [47.5769, -18.8792]},
-      "properties": {
-        "name": "<aap:target id="name-30">Antananarivo</aap:target>",
-        "country": "Madagascar",
-        "population": <aap:target id="pop-30">1275000</aap:target>,
-        "timezone": "Indian/Antananarivo",
-        "elevation_m": 1276,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-31">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-77.0428, -12.0464]},
-      "properties": {
-        "name": "<aap:target id="name-31">Lima</aap:target>",
-        "country": "Peru",
-        "population": <aap:target id="pop-31">9674000</aap:target>,
-        "timezone": "America/Lima",
-        "elevation_m": 154,
-        "is_capital": true,
-        "continent": "South America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-32">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [32.5599, 15.5007]},
-      "properties": {
-        "name": "<aap:target id="name-32">Addis Ababa</aap:target>",
-        "country": "Ethiopia",
-        "population": <aap:target id="pop-32">3384000</aap:target>,
-        "timezone": "Africa/Addis_Ababa",
-        "elevation_m": 2355,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-33">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-70.6693, -33.4489]},
-      "properties": {
-        "name": "<aap:target id="name-33">Santiago</aap:target>",
-        "country": "Chile",
-        "population": <aap:target id="pop-33">6257000</aap:target>,
-        "timezone": "America/Santiago",
-        "elevation_m": 520,
-        "is_capital": true,
-        "continent": "South America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-34">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [15.3101, -4.4419]},
-      "properties": {
-        "name": "<aap:target id="name-34">Kinshasa</aap:target>",
-        "country": "DR Congo",
-        "population": <aap:target id="pop-34">14343000</aap:target>,
-        "timezone": "Africa/Kinshasa",
-        "elevation_m": 240,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-35">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-56.0495, -15.6014]},
-      "properties": {
-        "name": "<aap:target id="name-35">Cuiabá</aap:target>",
-        "country": "Brazil",
-        "population": <aap:target id="pop-35">618000</aap:target>,
-        "timezone": "America/Cuiaba",
-        "elevation_m": 165,
-        "is_capital": false,
-        "continent": "South America"
-      }
-    }
-    </aap:target></aap:target>",
-        "country": "China",
-        "population": <aap:target id="pop-25">7500000</aap:target>,
-        "timezone": "Asia/Hong_Kong",
-        "elevation_m": 0,
-        "is_capital": false,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/028-json-geojson-cities/outputs/aap/turn-2.json b/evals/data/experiments/028-json-geojson-cities/outputs/aap/turn-2.json
deleted file mode 100644
index 188fb34..0000000
--- a/evals/data/experiments/028-json-geojson-cities/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,530 +0,0 @@
-{
-  "type": "FeatureCollection",
-  "features": [
-    <aap:target id="feature-1">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-74.006, 40.7128]},
-      "properties": {
-        "name": "<aap:target id="name-1">New York</aap:target>",
-        "country": "USA",
-        "population": <aap:target id="pop-1">8400000</aap:target>,
-        "timezone": "America/New_York",
-        "elevation_m": 10,
-        "is_capital": false,
-        "continent": "North America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-2">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [139.6917, 35.6895]},
-      "properties": {
-        "name": "<aap:target id="name-2">Tokyo</aap:target>",
-        "country": "Japan",
-        "population": <aap:target id="pop-2">13960000</aap:target>,
-        "timezone": "Asia/Tokyo",
-        "elevation_m": 40,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-3">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [2.3522, 48.8566]},
-      "properties": {
-        "name": "<aap:target id="name-3">Paris</aap:target>",
-        "country": "France",
-        "population": <aap:target id="pop-3">2161000</aap:target>,
-        "timezone": "Europe/Paris",
-        "elevation_m": 35,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-4">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [151.2093, -33.8688]},
-      "properties": {
-        "name": "<aap:target id="name-4">Sydney</aap:target>",
-        "country": "Australia",
-        "population": <aap:target id="pop-4">5312000</aap:target>,
-        "timezone": "Australia/Sydney",
-        "elevation_m": 3,
-        "is_capital": false,
-        "continent": "Australia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-5">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-46.6333, -23.5505]},
-      "properties": {
-        "name": "<aap:target id="name-5">São Paulo</aap:target>",
-        "country": "Brazil",
-        "population": <aap:target id="pop-5">12330000</aap:target>,
-        "timezone": "America/Sao_Paulo",
-        "elevation_m": 760,
-        "is_capital": false,
-        "continent": "South America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-6">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [77.1025, 28.7041]},
-      "properties": {
-        "name": "<aap:target id="name-6">Delhi</aap:target>",
-        "country": "India",
-        "population": <aap:target id="pop-6">32941000</aap:target>,
-        "timezone": "Asia/Kolkata",
-        "elevation_m": 213,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-7">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-0.1278, 51.5074]},
-      "properties": {
-        "name": "<aap:target id="name-7">London</aap:target>",
-        "country": "UK",
-        "population": <aap:target id="pop-7">8982000</aap:target>,
-        "timezone": "Europe/London",
-        "elevation_m": 11,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-8">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [37.6173, 55.7558]},
-      "properties": {
-        "name": "<aap:target id="name-8">Moscow</aap:target>",
-        "country": "Russia",
-        "population": <aap:target id="pop-8">12680000</aap:target>,
-        "timezone": "Europe/Moscow",
-        "elevation_m": 156,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-9">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [18.4233, -33.9249]},
-      "properties": {
-        "name": "<aap:target id="name-9">Cape Town</aap:target>",
-        "country": "South Africa",
-        "population": <aap:target id="pop-9">4800000</aap:target>,
-        "timezone": "Africa/Johannesburg",
-        "elevation_m": 25,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-10">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-99.1332, 19.4326]},
-      "properties": {
-        "name": "<aap:target id="name-10">Mexico City</aap:target>",
-        "country": "Mexico",
-        "population": <aap:target id="pop-10">9200000</aap:target>,
-        "timezone": "America/Mexico_City",
-        "elevation_m": 2240,
-        "is_capital": true,
-        "continent": "North America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-11">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [116.4074, 39.9042]},
-      "properties": {
-        "name": "<aap:target id="name-11">Beijing</aap:target>",
-        "country": "China",
-        "population": <aap:target id="pop-11">21540000</aap:target>,
-        "timezone": "Asia/Shanghai",
-        "elevation_m": 44,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-12">
-    {
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-      "geometry": {"type": "Point", "coordinates": [28.0473, -26.2041]},
-      "properties": {
-        "name": "<aap:target id="name-12">Johannesburg</aap:target>",
-        "country": "South Africa",
-        "population": <aap:target id="pop-12">5635000</aap:target>,
-        "timezone": "Africa/Johannesburg",
-        "elevation_m": 1753,
-        "is_capital": false,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-13">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [31.2357, 30.0444]},
-      "properties": {
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-        "country": "Egypt",
-        "population": <aap:target id="pop-13">10100000</aap:target>,
-        "timezone": "Africa/Cairo",
-        "elevation_m": 23,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-14">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [12.4964, 41.9028]},
-      "properties": {
-        "name": "<aap:target id="name-14">Rome</aap:target>",
-        "country": "Italy",
-        "population": <aap:target id="pop-14">2873000</aap:target>,
-        "timezone": "Europe/Rome",
-        "elevation_m": 21,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-15">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-58.3816, -34.6037]},
-      "properties": {
-        "name": "<aap:target id="name-15">Buenos Aires</aap:target>",
-        "country": "Argentina",
-        "population": <aap:target id="pop-15">15000000</aap:target>,
-        "timezone": "America/Argentina/Buenos_Aires",
-        "elevation_m": 25,
-        "is_capital": true,
-        "continent": "South America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-16">
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-      "properties": {
-        "name": "<aap:target id="name-16">Singapore</aap:target>",
-        "country": "Singapore",
-        "population": <aap:target id="pop-16">5686000</aap:target>,
-        "timezone": "Asia/Singapore",
-        "elevation_m": 15,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-17">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [13.4050, 52.5200]},
-      "properties": {
-        "name": "<aap:target id="name-17">Berlin</aap:target>",
-        "country": "Germany",
-        "population": <aap:target id="pop-17">3769000</aap:target>,
-        "timezone": "Europe/Berlin",
-        "elevation_m": 34,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-18">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-0.1960, 5.6037]},
-      "properties": {
-        "name": "<aap:target id="name-18">Accra</aap:target>",
-        "country": "Ghana",
-        "population": <aap:target id="pop-18">2514000</aap:target>,
-        "timezone": "Africa/Accra",
-        "elevation_m": 61,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-19">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [100.5018, 13.7563]},
-      "properties": {
-        "name": "<aap:target id="name-19">Bangkok</aap:target>",
-        "country": "Thailand",
-        "population": <aap:target id="pop-19">10539000</aap:target>,
-        "timezone": "Asia/Bangkok",
-        "elevation_m": 1,
-        "is_capital": true,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-20">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-79.3832, 43.6532]},
-      "properties": {
-        "name": "<aap:target id="name-20">Toronto</aap:target>",
-        "country": "Canada",
-        "population": <aap:target id="pop-20">2930000</aap:target>,
-        "timezone": "America/Toronto",
-        "elevation_m": 76,
-        "is_capital": false,
-        "continent": "North America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-21">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [23.7275, 37.9838]},
-      "properties": {
-        "name": "<aap:target id="name-21">Athens</aap:target>",
-        "country": "Greece",
-        "population": <aap:target id="pop-21">664000</aap:target>,
-        "timezone": "Europe/Athens",
-        "elevation_m": 20,
-        "is_capital": true,
-        "continent": "Europe"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-22">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [39.1963, 21.4858]},
-      "properties": {
-        "name": "<aap:target id="name-22">Jeddah</aap:target>",
-        "country": "Saudi Arabia",
-        "population": <aap:target id="pop-22">4697000</aap:target>,
-        "timezone": "Asia/Riyadh",
-        "elevation_m": 12,
-        "is_capital": false,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-23">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-122.4194, 37.7749]},
-      "properties": {
-        "name": "<aap:target id="name-23">San Francisco</aap:target>",
-        "country": "USA",
-        "population": <aap:target id="pop-23">873000</aap:target>,
-        "timezone": "America/Los_Angeles",
-        "elevation_m": 16,
-        "is_capital": false,
-        "continent": "North America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-24">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [32.5599, 15.5007]},
-      "properties": {
-        "name": "<aap:target id="name-24">Khartoum</aap:target>",
-        "country": "Sudan",
-        "population": <aap:target id="pop-24">5274000</aap:target>,
-        "timezone": "Africa/Khartoum",
-        "elevation_m": 381,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-25">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [114.1694, 22.3193]},
-      "properties": {
-        "name": "<aap:target id="name-25">Hong Kong,
-    <aap:target id="feature-26">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [3.3792, 6.5244]},
-      "properties": {
-        "name": "<aap:target id="name-26">Lagos</aap:target>",
-        "country": "Nigeria",
-        "population": <aap:target id="pop-26">15388000</aap:target>,
-        "timezone": "Africa/Lagos",
-        "elevation_m": 41,
-        "is_capital": false,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-27">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-66.9036, 10.4806]},
-      "properties": {
-        "name": "<aap:target id="name-27">Caracas</aap:target>",
-        "country": "Venezuela",
-        "population": <aap:target id="pop-27">2923000</aap:target>,
-        "timezone": "America/Caracas",
-        "elevation_m": 900,
-        "is_capital": true,
-        "continent": "South America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-28">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [18.4233, -33.9249]},
-      "properties": {
-        "name": "<aap:target id="name-28">Nairobi</aap:target>",
-        "country": "Kenya",
-        "population": <aap:target id="pop-28">4397000</aap:target>,
-        "timezone": "Africa/Nairobi",
-        "elevation_m": 1795,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-29">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-74.0721, 4.7110]},
-      "properties": {
-        "name": "<aap:target id="name-29">Bogotá</aap:target>",
-        "country": "Colombia",
-        "population": <aap:target id="pop-29">7743000</aap:target>,
-        "timezone": "America/Bogota",
-        "elevation_m": 2640,
-        "is_capital": true,
-        "continent": "South America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-30">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [47.5769, -18.8792]},
-      "properties": {
-        "name": "<aap:target id="name-30">Antananarivo</aap:target>",
-        "country": "Madagascar",
-        "population": <aap:target id="pop-30">1275000</aap:target>,
-        "timezone": "Indian/Antananarivo",
-        "elevation_m": 1276,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-31">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-77.0428, -12.0464]},
-      "properties": {
-        "name": "<aap:target id="name-31">Lima</aap:target>",
-        "country": "Peru",
-        "population": <aap:target id="pop-31">9674000</aap:target>,
-        "timezone": "America/Lima",
-        "elevation_m": 154,
-        "is_capital": true,
-        "continent": "South America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-32">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [32.5599, 15.5007]},
-      "properties": {
-        "name": "<aap:target id="name-32">Addis Ababa</aap:target>",
-        "country": "Ethiopia",
-        "population": <aap:target id="pop-32">3384000</aap:target>,
-        "timezone": "Africa/Addis_Ababa",
-        "elevation_m": 2355,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-33">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-70.6693, -33.4489]},
-      "properties": {
-        "name": "<aap:target id="name-33">Santiago</aap:target>",
-        "country": "Chile",
-        "population": <aap:target id="pop-33">6257000</aap:target>,
-        "timezone": "America/Santiago",
-        "elevation_m": 520,
-        "is_capital": true,
-        "continent": "South America"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-34">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [15.3101, -4.4419]},
-      "properties": {
-        "name": "<aap:target id="name-34">Kinshasa</aap:target>",
-        "country": "DR Congo",
-        "population": <aap:target id="pop-34">14343000</aap:target>,
-        "timezone": "Africa/Kinshasa",
-        "elevation_m": 240,
-        "is_capital": true,
-        "continent": "Africa"
-      }
-    }
-    </aap:target>,
-    <aap:target id="feature-35">
-    {
-      "type": "Feature",
-      "geometry": {"type": "Point", "coordinates": [-56.0495, -15.6014]},
-      "properties": {
-        "name": "<aap:target id="name-35">Cuiabá</aap:target>",
-        "country": "Brazil",
-        "population": <aap:target id="pop-35">618000</aap:target>,
-        "timezone": "America/Cuiaba",
-        "elevation_m": 165,
-        "is_capital": false,
-        "continent": "South America"
-      }
-    }
-    </aap:target></aap:target>",
-        "country": "China",
-        "population": <aap:target id="pop-25">7500000</aap:target>,
-        "timezone": "Asia/Hong_Kong",
-        "elevation_m": 0,
-        "is_capital": false,
-        "continent": "Asia"
-      }
-    }
-    </aap:target>
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/028-json-geojson-cities/outputs/base/turn-0.json b/evals/data/experiments/028-json-geojson-cities/outputs/base/turn-0.json
deleted file mode 100644
index ec28ab1..0000000
--- a/evals/data/experiments/028-json-geojson-cities/outputs/base/turn-0.json
+++ /dev/null
@@ -1,130 +0,0 @@
-{
-  "type": "FeatureCollection",
-  "features": [
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [2.3522, 48.8566] },
-      "properties": { "name": "Paris", "country": "France", "population": 2161000, "timezone": "Europe/Paris", "elevation_m": 35, "is_capital": true, "continent": "Europe" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [139.6917, 35.6895] },
-      "properties": { "name": "Tokyo", "country": "Japan", "population": 13960000, "timezone": "Asia/Tokyo", "elevation_m": 40, "is_capital": true, "continent": "Asia" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-74.006, 40.7128] },
-      "properties": { "name": "New York City", "country": "United States", "population": 8468000, "timezone": "America/New_York", "elevation_m": 10, "is_capital": false, "continent": "North America" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-46.6333, -23.5505] },
-      "properties": { "name": "São Paulo", "country": "Brazil", "population": 12330000, "timezone": "America/Sao_Paulo", "elevation_m": 760, "is_capital": false, "continent": "South America" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [37.6173, 55.7558] },
-      "properties": { "name": "Moscow", "country": "Russia", "population": 12655000, "timezone": "Europe/Moscow", "elevation_m": 156, "is_capital": true, "continent": "Europe" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [77.1025, 28.6139] },
-      "properties": { "name": "New Delhi", "country": "India", "population": 32941000, "timezone": "Asia/Kolkata", "elevation_m": 216, "is_capital": true, "continent": "Asia" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [18.4233, -33.9249] },
-      "properties": { "name": "Cape Town", "country": "South Africa", "population": 4618000, "timezone": "Africa/Johannesburg", "elevation_m": 2, "is_capital": true, "continent": "Africa" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [151.2093, -33.8688] },
-      "properties": { "name": "Sydney", "country": "Australia", "population": 5312000, "timezone": "Australia/Sydney", "elevation_m": 3, "is_capital": false, "continent": "Australia" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-0.1278, 51.5074] },
-      "properties": { "name": "London", "country": "United Kingdom", "population": 8982000, "timezone": "Europe/London", "elevation_m": 11, "is_capital": true, "continent": "Europe" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [116.4074, 39.9042] },
-      "properties": { "name": "Beijing", "country": "China", "population": 21542000, "timezone": "Asia/Shanghai", "elevation_m": 44, "is_capital": true, "continent": "Asia" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-99.1332, 19.4326] },
-      "properties": { "name": "Mexico City", "country": "Mexico", "population": 9209000, "timezone": "America/Mexico_City", "elevation_m": 2240, "is_capital": true, "continent": "North America" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [31.2357, 30.0444] },
-      "properties": { "name": "Cairo", "country": "Egypt", "population": 9540000, "timezone": "Africa/Cairo", "elevation_m": 23, "is_capital": true, "continent": "Africa" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [103.8198, 1.3521] },
-      "properties": { "name": "Singapore", "country": "Singapore", "population": 5686000, "timezone": "Asia/Singapore", "elevation_m": 15, "is_capital": true, "continent": "Asia" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-58.3816, -34.6037] },
-      "properties": { "name": "Buenos Aires", "country": "Argentina", "population": 3075000, "timezone": "America/Argentina/Buenos_Aires", "elevation_m": 25, "is_capital": true, "continent": "South America" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [12.4964, 41.9028] },
-      "properties": { "name": "Rome", "country": "Italy", "population": 2873000, "timezone": "Europe/Rome", "elevation_m": 21, "is_capital": true, "continent": "Europe" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-77.0369, 38.9072] },
-      "properties": { "name": "Washington, D.C.", "country": "United States", "population": 689000, "timezone": "America/New_York", "elevation_m": 12, "is_capital": true, "continent": "North America" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [28.0473, -26.2041] },
-      "properties": { "name": "Johannesburg", "country": "South Africa", "population": 5635000, "timezone": "Africa/Johannesburg", "elevation_m": 1753, "is_capital": false, "continent": "Africa" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [100.5018, 13.7563] },
-      "properties": { "name": "Bangkok", "country": "Thailand", "population": 10539000, "timezone": "Asia/Bangkok", "elevation_m": 1, "is_capital": true, "continent": "Asia" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-3.7038, 40.4168] },
-      "properties": { "name": "Madrid", "country": "Spain", "population": 3223000, "timezone": "Europe/Madrid", "elevation_m": 655, "is_capital": true, "continent": "Europe" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [13.405, 52.52] },
-      "properties": { "name": "Berlin", "country": "Germany", "population": 3769000, "timezone": "Europe/Berlin", "elevation_m": 34, "is_capital": true, "continent": "Europe" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-74.0721, 4.711] },
-      "properties": { "name": "Bogotá", "country": "Colombia", "population": 7743000, "timezone": "America/Bogota", "elevation_m": 2640, "is_capital": true, "continent": "South America" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [31.0000, 48.3794] },
-      "properties": { "name": "Kyiv", "country": "Ukraine", "population": 2962000, "timezone": "Europe/Kyiv", "elevation_m": 179, "is_capital": true, "continent": "Europe" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [126.978, 37.5665] },
-      "properties": { "name": "Seoul", "country": "South Korea", "population": 9776000, "timezone": "Asia/Seoul", "elevation_m": 38, "is_capital": true, "continent": "Asia" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-122.4194, 37.7749] },
-      "properties": { "name": "San Francisco", "country": "United States", "population": 873000, "timezone": "America/Los_Angeles", "elevation_m": 16, "is_capital": false, "continent": "North America" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [30.435, -1.9706] },
-      "properties": { "name": "Kigali", "country": "Rwanda", "population": 1132000, "timezone": "Africa/Kigali", "elevation_m": 1567, "is_capital": true, "continent": "Africa" }
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/028-json-geojson-cities/outputs/base/turn-1.json b/evals/data/experiments/028-json-geojson-cities/outputs/base/turn-1.json
deleted file mode 100644
index d776bc8..0000000
--- a/evals/data/experiments/028-json-geojson-cities/outputs/base/turn-1.json
+++ /dev/null
@@ -1,55 +0,0 @@
-{
-  "type": "FeatureCollection",
-  "features": [
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [3.3792, 6.5244] },
-      "properties": { "name": "Lagos", "country": "Nigeria", "population": 15388000, "timezone": "Africa/Lagos", "elevation_m": 41, "is_capital": false, "continent": "Africa" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [32.5825, 0.3476] },
-      "properties": { "name": "Kampala", "country": "Uganda", "population": 3652000, "timezone": "Africa/Kampala", "elevation_m": 1190, "is_capital": true, "continent": "Africa" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [36.8219, -1.2921] },
-      "properties": { "name": "Nairobi", "country": "Kenya", "population": 4397000, "timezone": "Africa/Nairobi", "elevation_m": 1795, "is_capital": true, "continent": "Africa" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-0.2597, 5.6037] },
-      "properties": { "name": "Accra", "country": "Ghana", "population": 2514000, "timezone": "Africa/Accra", "elevation_m": 61, "is_capital": true, "continent": "Africa" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [36.7833, -1.2833] },
-      "properties": { "name": "Addis Ababa", "country": "Ethiopia", "population": 5006000, "timezone": "Africa/Addis_Ababa", "elevation_m": 2355, "is_capital": true, "continent": "Africa" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-66.9036, 10.4806] },
-      "properties": { "name": "Caracas", "country": "Venezuela", "population": 2923000, "timezone": "America/Caracas", "elevation_m": 900, "is_capital": true, "continent": "South America" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-77.0428, -12.0464] },
-      "properties": { "name": "Lima", "country": "Peru", "population": 9752000, "timezone": "America/Lima", "elevation_m": 154, "is_capital": true, "continent": "South America" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-78.4678, -0.1807] },
-      "properties": { "name": "Quito", "country": "Ecuador", "population": 2011000, "timezone": "America/Guayaquil", "elevation_m": 2850, "is_capital": true, "continent": "South America" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-57.5759, -25.2637] },
-      "properties": { "name": "Asunción", "country": "Paraguay", "population": 525000, "timezone": "America/Asuncion", "elevation_m": 127, "is_capital": true, "continent": "South America" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-71.5167, -33.45] },
-      "properties": { "name": "Santiago", "country": "Chile", "population": 6254000, "timezone": "America/Santiago", "elevation_m": 520, "is_capital": true, "continent": "South America" }
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/028-json-geojson-cities/outputs/base/turn-2.json b/evals/data/experiments/028-json-geojson-cities/outputs/base/turn-2.json
deleted file mode 100644
index 2e7221c..0000000
--- a/evals/data/experiments/028-json-geojson-cities/outputs/base/turn-2.json
+++ /dev/null
@@ -1,180 +0,0 @@
-{
-  "type": "FeatureCollection",
-  "features": [
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [2.3522, 48.8566] },
-      "properties": { "name": "Paris", "country": "France", "population": 2161000, "timezone": "Europe/Paris", "elevation_m": 35, "is_capital": true, "continent": "Europe", "language": "French" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [139.6917, 35.6895] },
-      "properties": { "name": "Tokyo", "country": "Japan", "population": 13960000, "timezone": "Asia/Tokyo", "elevation_m": 40, "is_capital": true, "continent": "Asia", "language": "Japanese" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-74.006, 40.7128] },
-      "properties": { "name": "New York City", "country": "United States", "population": 8468000, "timezone": "America/New_York", "elevation_m": 10, "is_capital": false, "continent": "North America", "language": "English" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-46.6333, -23.5505] },
-      "properties": { "name": "São Paulo", "country": "Brazil", "population": 12330000, "timezone": "America/Sao_Paulo", "elevation_m": 760, "is_capital": false, "continent": "South America", "language": "Portuguese" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [37.6173, 55.7558] },
-      "properties": { "name": "Moscow", "country": "Russia", "population": 12655000, "timezone": "Europe/Moscow", "elevation_m": 156, "is_capital": true, "continent": "Europe", "language": "Russian" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [77.1025, 28.6139] },
-      "properties": { "name": "New Delhi", "country": "India", "population": 32941000, "timezone": "Asia/Kolkata", "elevation_m": 216, "is_capital": true, "continent": "Asia", "language": "Hindi" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [18.4233, -33.9249] },
-      "properties": { "name": "Cape Town", "country": "South Africa", "population": 4618000, "timezone": "Africa/Johannesburg", "elevation_m": 2, "is_capital": true, "continent": "Africa", "language": "Afrikaans" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [151.2093, -33.8688] },
-      "properties": { "name": "Sydney", "country": "Australia", "population": 5312000, "timezone": "Australia/Sydney", "elevation_m": 3, "is_capital": false, "continent": "Australia", "language": "English" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-0.1278, 51.5074] },
-      "properties": { "name": "London", "country": "United Kingdom", "population": 8982000, "timezone": "Europe/London", "elevation_m": 11, "is_capital": true, "continent": "Europe", "language": "English" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [116.4074, 39.9042] },
-      "properties": { "name": "Beijing", "country": "China", "population": 21542000, "timezone": "Asia/Shanghai", "elevation_m": 44, "is_capital": true, "continent": "Asia", "language": "Mandarin" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-99.1332, 19.4326] },
-      "properties": { "name": "Mexico City", "country": "Mexico", "population": 9209000, "timezone": "America/Mexico_City", "elevation_m": 2240, "is_capital": true, "continent": "North America", "language": "Spanish" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [31.2357, 30.0444] },
-      "properties": { "name": "Cairo", "country": "Egypt", "population": 9540000, "timezone": "Africa/Cairo", "elevation_m": 23, "is_capital": true, "continent": "Africa", "language": "Arabic" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [103.8198, 1.3521] },
-      "properties": { "name": "Singapore", "country": "Singapore", "population": 5686000, "timezone": "Asia/Singapore", "elevation_m": 15, "is_capital": true, "continent": "Asia", "language": "Malay" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-58.3816, -34.6037] },
-      "properties": { "name": "Buenos Aires", "country": "Argentina", "population": 3075000, "timezone": "America/Argentina/Buenos_Aires", "elevation_m": 25, "is_capital": true, "continent": "South America", "language": "Spanish" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [12.4964, 41.9028] },
-      "properties": { "name": "Rome", "country": "Italy", "population": 2873000, "timezone": "Europe/Rome", "elevation_m": 21, "is_capital": true, "continent": "Europe", "language": "Italian" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-77.0369, 38.9072] },
-      "properties": { "name": "Washington, D.C.", "country": "United States", "population": 689000, "timezone": "America/New_York", "elevation_m": 12, "is_capital": true, "continent": "North America", "language": "English" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [28.0473, -26.2041] },
-      "properties": { "name": "Johannesburg", "country": "South Africa", "population": 5635000, "timezone": "Africa/Johannesburg", "elevation_m": 1753, "is_capital": false, "continent": "Africa", "language": "Zulu" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [100.5018, 13.7563] },
-      "properties": { "name": "Bangkok", "country": "Thailand", "population": 10539000, "timezone": "Asia/Bangkok", "elevation_m": 1, "is_capital": true, "continent": "Asia", "language": "Thai" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-3.7038, 40.4168] },
-      "properties": { "name": "Madrid", "country": "Spain", "population": 3223000, "timezone": "Europe/Madrid", "elevation_m": 655, "is_capital": true, "continent": "Europe", "language": "Spanish" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [13.405, 52.52] },
-      "properties": { "name": "Berlin", "country": "Germany", "population": 3769000, "timezone": "Europe/Berlin", "elevation_m": 34, "is_capital": true, "continent": "Europe", "language": "German" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-74.0721, 4.711] },
-      "properties": { "name": "Bogotá", "country": "Colombia", "population": 7743000, "timezone": "America/Bogota", "elevation_m": 2640, "is_capital": true, "continent": "South America", "language": "Spanish" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [31.0000, 48.3794] },
-      "properties": { "name": "Kyiv", "country": "Ukraine", "population": 2962000, "timezone": "Europe/Kyiv", "elevation_m": 179, "is_capital": true, "continent": "Europe", "language": "Ukrainian" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [126.978, 37.5665] },
-      "properties": { "name": "Seoul", "country": "South Korea", "population": 9776000, "timezone": "Asia/Seoul", "elevation_m": 38, "is_capital": true, "continent": "Asia", "language": "Korean" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-122.4194, 37.7749] },
-      "properties": { "name": "San Francisco", "country": "United States", "population": 873000, "timezone": "America/Los_Angeles", "elevation_m": 16, "is_capital": false, "continent": "North America", "language": "English" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [30.435, -1.9706] },
-      "properties": { "name": "Kigali", "country": "Rwanda", "population": 1132000, "timezone": "Africa/Kigali", "elevation_m": 1567, "is_capital": true, "continent": "Africa", "language": "Kinyarwanda" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [3.3792, 6.5244] },
-      "properties": { "name": "Lagos", "country": "Nigeria", "population": 15388000, "timezone": "Africa/Lagos", "elevation_m": 41, "is_capital": false, "continent": "Africa", "language": "English" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [32.5825, 0.3476] },
-      "properties": { "name": "Kampala", "country": "Uganda", "population": 3652000, "timezone": "Africa/Kampala", "elevation_m": 1190, "is_capital": true, "continent": "Africa", "language": "English" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [36.8219, -1.2921] },
-      "properties": { "name": "Nairobi", "country": "Kenya", "population": 4397000, "timezone": "Africa/Nairobi", "elevation_m": 1795, "is_capital": true, "continent": "Africa", "language": "Swahili" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-0.2597, 5.6037] },
-      "properties": { "name": "Accra", "country": "Ghana", "population": 2514000, "timezone": "Africa/Accra", "elevation_m": 61, "is_capital": true, "continent": "Africa", "language": "English" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [36.7833, -1.2833] },
-      "properties": { "name": "Addis Ababa", "country": "Ethiopia", "population": 5006000, "timezone": "Africa/Addis_Ababa", "elevation_m": 2355, "is_capital": true, "continent": "Africa", "language": "Amharic" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-66.9036, 10.4806] },
-      "properties": { "name": "Caracas", "country": "Venezuela", "population": 2923000, "timezone": "America/Caracas", "elevation_m": 900, "is_capital": true, "continent": "South America", "language": "Spanish" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-77.0428, -12.0464] },
-      "properties": { "name": "Lima", "country": "Peru", "population": 9752000, "timezone": "America/Lima", "elevation_m": 154, "is_capital": true, "continent": "South America", "language": "Spanish" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-78.4678, -0.1807] },
-      "properties": { "name": "Quito", "country": "Ecuador", "population": 2011000, "timezone": "America/Guayaquil", "elevation_m": 2850, "is_capital": true, "continent": "South America", "language": "Spanish" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-57.5759, -25.2637] },
-      "properties": { "name": "Asunción", "country": "Paraguay", "population": 525000, "timezone": "America/Asuncion", "elevation_m": 127, "is_capital": true, "continent": "South America", "language": "Spanish" }
-    },
-    {
-      "type": "Feature",
-      "geometry": { "type": "Point", "coordinates": [-71.5167, -33.45] },
-      "properties": { "name": "Santiago", "country": "Chile", "population": 6254000, "timezone": "America/Santiago", "elevation_m": 520, "is_capital": true, "continent": "South America", "language": "Spanish" }
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/metrics.json b/evals/data/experiments/029-yaml-docker-compose-microservices/metrics.json
deleted file mode 100644
index cc77e85..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/metrics.json
+++ /dev/null
@@ -1,334 +0,0 @@
-{
-  "experiment_id": "029-yaml-docker-compose-microservices",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:19:59.904560+00:00",
-  "format": "text/x-yaml",
-  "base_turn0": {
-    "input_tokens": 132,
-    "output_tokens": 862,
-    "latency_ms": 3814,
-    "artifact_bytes": 2574,
-    "ttft_ms": 0,
-    "ttlt_ms": 3096,
-    "median_itl_ms": 95.82
-  },
-  "aap_turn0": {
-    "input_tokens": 471,
-    "output_tokens": 676,
-    "latency_ms": 3532,
-    "artifact_bytes": 1919,
-    "ttft_ms": 0,
-    "ttlt_ms": 1283,
-    "median_itl_ms": 0.18
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'monitoring' service using Prometheus with a scrape config targeting a",
-        "input_tokens": 1018,
-        "output_tokens": 963,
-        "latency_ms": 4029,
-        "output_bytes": 2894,
-        "ttft_ms": 0,
-        "ttlt_ms": 3172,
-        "median_itl_ms": 82.23,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the PostgreSQL service to use version 16 and add a health check that runs",
-        "input_tokens": 2009,
-        "output_tokens": 964,
-        "latency_ms": 4200,
-        "output_bytes": 2895,
-        "ttft_ms": 0,
-        "ttlt_ms": 3211,
-        "median_itl_ms": 79.55,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add resource limits (CPU and memory) to every service: API gateway 0.5 CPU / 256",
-        "input_tokens": 3021,
-        "output_tokens": 1237,
-        "latency_ms": 5042,
-        "output_bytes": 3699,
-        "ttft_ms": 0,
-        "ttlt_ms": 4212,
-        "median_itl_ms": 85.15,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 4,
-        "edit": "Add a new 'celery-worker' service that shares the same image as the notification",
-        "input_tokens": 4286,
-        "output_tokens": 1377,
-        "latency_ms": 6027,
-        "output_bytes": 4162,
-        "ttft_ms": 0,
-        "ttlt_ms": 5186,
-        "median_itl_ms": 85.25,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 10334,
-    "total_output_tokens": 4541,
-    "total_latency_ms": 19298
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'monitoring' service using Prometheus with a scrape config targeting a",
-        "input_tokens": 1808,
-        "output_tokens": 177,
-        "latency_ms": 1319,
-        "output_bytes": 2217,
-        "ttft_ms": 0,
-        "ttlt_ms": 3,
-        "median_itl_ms": 3.14,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the PostgreSQL service to use version 16 and add a health check that runs",
-        "input_tokens": 1912,
-        "output_tokens": 198,
-        "latency_ms": 2371,
-        "output_bytes": 2155,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 2.03,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Add resource limits (CPU and memory) to every service: API gateway 0.5 CPU / 256",
-        "input_tokens": 1907,
-        "output_tokens": 601,
-        "latency_ms": 2826,
-        "output_bytes": 1610,
-        "ttft_ms": 0,
-        "ttlt_ms": 3,
-        "median_itl_ms": 3.61,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 4,
-        "edit": "Add a new 'celery-worker' service that shares the same image as the notification",
-        "input_tokens": 1692,
-        "output_tokens": 374,
-        "latency_ms": 2349,
-        "output_bytes": 896,
-        "ttft_ms": 0,
-        "ttlt_ms": 0,
-        "median_itl_ms": 0.48,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 7319,
-    "total_output_tokens": 1350,
-    "total_latency_ms": 8865,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 70.3,
-    "input_token_savings_pct": 29.2,
-    "latency_savings_pct": 54.1
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 132,
-        "base_output": 862,
-        "base_latency_ms": 3814,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3096,
-        "base_median_itl_ms": 95.82,
-        "aap_input": 471,
-        "aap_output": 676,
-        "aap_latency_ms": 3532,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1283,
-        "aap_median_itl_ms": 0.18
-      },
-      {
-        "turn": 1,
-        "base_input": 1018,
-        "base_output": 963,
-        "base_latency_ms": 4029,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3172,
-        "base_median_itl_ms": 82.23,
-        "aap_input": 1808,
-        "aap_output": 177,
-        "aap_latency_ms": 1319,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3,
-        "aap_median_itl_ms": 3.14,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 2009,
-        "base_output": 964,
-        "base_latency_ms": 4200,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3211,
-        "base_median_itl_ms": 79.55,
-        "aap_input": 1912,
-        "aap_output": 198,
-        "aap_latency_ms": 2371,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 2.03,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 3021,
-        "base_output": 1237,
-        "base_latency_ms": 5042,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 4212,
-        "base_median_itl_ms": 85.15,
-        "aap_input": 1907,
-        "aap_output": 601,
-        "aap_latency_ms": 2826,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3,
-        "aap_median_itl_ms": 3.61,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 4,
-        "base_input": 4286,
-        "base_output": 1377,
-        "base_latency_ms": 6027,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 5186,
-        "base_median_itl_ms": 85.25,
-        "aap_input": 1692,
-        "aap_output": 374,
-        "aap_latency_ms": 2349,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 0,
-        "aap_median_itl_ms": 0.48,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 10466,
-      "base_output": 5403,
-      "base_combined": 15869,
-      "aap_input": 7790,
-      "aap_output": 2026,
-      "aap_combined": 9816,
-      "base_latency_ms": 23112,
-      "aap_latency_ms": 12397,
-      "output_savings_pct": 62.5,
-      "input_delta_pct": -25.6,
-      "combined_savings_pct": 38.1,
-      "latency_savings_pct": 46.4
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.371,
-        "token_f1": 0.4146,
-        "base_char_count": 2574,
-        "aap_char_count": 1545,
-        "char_delta_pct": -40.0,
-        "lines_added": 55,
-        "lines_removed": 72,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.2658,
-        "token_f1": 0.4348,
-        "base_char_count": 2894,
-        "aap_char_count": 1794,
-        "char_delta_pct": -38.0,
-        "lines_added": 70,
-        "lines_removed": 84,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.3104,
-        "token_f1": 0.4451,
-        "base_char_count": 2895,
-        "aap_char_count": 1732,
-        "char_delta_pct": -40.2,
-        "lines_added": 62,
-        "lines_removed": 85,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.1115,
-        "token_f1": 0.098,
-        "base_char_count": 3699,
-        "aap_char_count": 1610,
-        "char_delta_pct": -56.5,
-        "lines_added": 43,
-        "lines_removed": 166,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 4,
-        "sequence_similarity": 0.0149,
-        "token_f1": 0.1024,
-        "base_char_count": 4162,
-        "aap_char_count": 529,
-        "char_delta_pct": -87.3,
-        "lines_added": 33,
-        "lines_removed": 173,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.2147,
-    "mean_token_f1": 0.299,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-0.yaml b/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-0.yaml
deleted file mode 100644
index 8708532..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-0.yaml
+++ /dev/null
@@ -1,93 +0,0 @@
-<aap:target id="docker-compose-root">
-version: "3.8"
-
-services:
-  <aap:target id="api-gateway">
-  gateway:
-    image: nginx:alpine
-    ports:
-      - "80:80"
-    depends_on:
-      - auth
-      - user
-      - order
-    healthcheck:
-      test: ["CMD", "service", "nginx", "status"]
-      interval: 30s
-  </aap:target>
-
-  <aap:target id="auth-service">
-  auth:
-    build: ./auth-service
-    environment:
-      JWT_SECRET: ${JWT_SECRET}
-    depends_on:
-      - gateway
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:3000/health"]
-      interval: 30s
-  </aap:target>
-
-  <aap:target id="user-service">
-  user:
-    build: ./user-service
-    environment:
-      DATABASE_URL: postgresql://user:password@db:5432/users
-    depends_on:
-      - db
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8000/health"]
-  </aap:target>
-
-  <aap:target id="order-service">
-  order:
-    build: ./order-service
-    environment:
-      REDIS_URL: redis://cache:6379
-    depends_on:
-      - cache
-    healthcheck:
-      test: ["CMD", "go", "test", "-v", "./health"]
-  </aap:target>
-
-  <aap:target id="notification-service">
-  notification:
-    build: ./notification-service
-    environment:
-      RABBITMQ_URL: amqp://guest:guest@broker:5672
-    depends_on:
-      - broker
-  </aap:target>
-
-  <aap:target id="infrastructure-layer">
-  db:
-    image: postgres:15
-    environment:
-      POSTGRES_DB: app
-      POSTGRES_USER: ${DB_USER}
-      POSTGRES_PASSWORD: ${DB_PASSWORD}
-    volumes:
-      - db-data:/var/lib/postgresql/data
-      - ./init.sql:/docker-entrypoint-initdb.d/init.sql
-
-  cache:
-    image: redis:alpine
-    volumes:
-      - redis-data:/data
-
-  broker:
-    image: rabbitmq:3-management
-    ports:
-      - "15672:15672"
-  </aap:target>
-
-networks:
-  default:
-    name: microservices-network
-
-volumes:
-  <aap:target id="persistence-volumes">
-  db-data:
-  redis-data:
-  </aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-1.json b/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-1.json
deleted file mode 100644
index cf11ca7..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "docker-compose-root",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "notification-service"
-      },
-      "content": "  <aap:target id=\"monitoring-service\">\n  monitoring:\n    image: prom/prometheus:v2.45.0\n    volumes:\n      - ./prometheus.yml:/etc/prometheus/prometheus.yml\n    ports:\n      - \"9090:9090\"\n    depends_on:\n      - gateway\n      - auth\n      - user\n      - order\n      - notification\n  </aap:target>\n\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-1.yaml b/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-1.yaml
deleted file mode 100644
index ce2772e..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-1.yaml
+++ /dev/null
@@ -1,108 +0,0 @@
-<aap:target id="docker-compose-root">
-version: "3.8"
-
-services:
-  <aap:target id="api-gateway">
-  gateway:
-    image: nginx:alpine
-    ports:
-      - "80:80"
-    depends_on:
-      - auth
-      - user
-      - order
-    healthcheck:
-      test: ["CMD", "service", "nginx", "status"]
-      interval: 30s
-  </aap:target>
-
-  <aap:target id="auth-service">
-  auth:
-    build: ./auth-service
-    environment:
-      JWT_SECRET: ${JWT_SECRET}
-    depends_on:
-      - gateway
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:3000/health"]
-      interval: 30s
-  </aap:target>
-
-  <aap:target id="user-service">
-  user:
-    build: ./user-service
-    environment:
-      DATABASE_URL: postgresql://user:password@db:5432/users
-    depends_on:
-      - db
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8000/health"]
-  </aap:target>
-
-  <aap:target id="order-service">
-  order:
-    build: ./order-service
-    environment:
-      REDIS_URL: redis://cache:6379
-    depends_on:
-      - cache
-    healthcheck:
-      test: ["CMD", "go", "test", "-v", "./health"]
-  </aap:target>
-
-  <aap:target id="notification-service">
-  notification:
-    build: ./notification-service
-    environment:
-      RABBITMQ_URL: amqp://guest:guest@broker:5672
-    depends_on:
-      - broker
-    <aap:target id="monitoring-service">
-  monitoring:
-    image: prom/prometheus:v2.45.0
-    volumes:
-      - ./prometheus.yml:/etc/prometheus/prometheus.yml
-    ports:
-      - "9090:9090"
-    depends_on:
-      - gateway
-      - auth
-      - user
-      - order
-      - notification
-  </aap:target>
-
-</aap:target>
-
-  <aap:target id="infrastructure-layer">
-  db:
-    image: postgres:15
-    environment:
-      POSTGRES_DB: app
-      POSTGRES_USER: ${DB_USER}
-      POSTGRES_PASSWORD: ${DB_PASSWORD}
-    volumes:
-      - db-data:/var/lib/postgresql/data
-      - ./init.sql:/docker-entrypoint-initdb.d/init.sql
-
-  cache:
-    image: redis:alpine
-    volumes:
-      - redis-data:/data
-
-  broker:
-    image: rabbitmq:3-management
-    ports:
-      - "15672:15672"
-  </aap:target>
-
-networks:
-  default:
-    name: microservices-network
-
-volumes:
-  <aap:target id="persistence-volumes">
-  db-data:
-  redis-data:
-  </aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-2.json b/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-2.json
deleted file mode 100644
index a967489..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "docker-compose-root",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "infrastructure-layer"
-      },
-      "content": "  db:\n    image: postgres:16\n    environment:\n      POSTGRES_DB: app\n      POSTGRES_USER: ${DB_USER}\n      POSTGRES_PASSWORD: ${DB_PASSWORD}\n    volumes:\n      - db-data:/var/lib/postgresql/data\n      - ./init.sql:/docker-entrypoint-initdb.d/init.sql\n    healthcheck:\n      test: [\"CMD-SHELL\", \"pg_isready -U ${DB_USER}\"]\n      interval: 10s"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-2.yaml b/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-2.yaml
deleted file mode 100644
index 17b318f..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-2.yaml
+++ /dev/null
@@ -1,99 +0,0 @@
-<aap:target id="docker-compose-root">
-version: "3.8"
-
-services:
-  <aap:target id="api-gateway">
-  gateway:
-    image: nginx:alpine
-    ports:
-      - "80:80"
-    depends_on:
-      - auth
-      - user
-      - order
-    healthcheck:
-      test: ["CMD", "service", "nginx", "status"]
-      interval: 30s
-  </aap:target>
-
-  <aap:target id="auth-service">
-  auth:
-    build: ./auth-service
-    environment:
-      JWT_SECRET: ${JWT_SECRET}
-    depends_on:
-      - gateway
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:3000/health"]
-      interval: 30s
-  </aap:target>
-
-  <aap:target id="user-service">
-  user:
-    build: ./user-service
-    environment:
-      DATABASE_URL: postgresql://user:password@db:5432/users
-    depends_on:
-      - db
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8000/health"]
-  </aap:target>
-
-  <aap:target id="order-service">
-  order:
-    build: ./order-service
-    environment:
-      REDIS_URL: redis://cache:6379
-    depends_on:
-      - cache
-    healthcheck:
-      test: ["CMD", "go", "test", "-v", "./health"]
-  </aap:target>
-
-  <aap:target id="notification-service">
-  notification:
-    build: ./notification-service
-    environment:
-      RABBITMQ_URL: amqp://guest:guest@broker:5672
-    depends_on:
-      - broker
-    <aap:target id="monitoring-service">
-  monitoring:
-    image: prom/prometheus:v2.45.0
-    volumes:
-      - ./prometheus.yml:/etc/prometheus/prometheus.yml
-    ports:
-      - "9090:9090"
-    depends_on:
-      - gateway
-      - auth
-      - user
-      - order
-      - notification
-  </aap:target>
-
-</aap:target>
-
-  <aap:target id="infrastructure-layer">  db:
-    image: postgres:16
-    environment:
-      POSTGRES_DB: app
-      POSTGRES_USER: ${DB_USER}
-      POSTGRES_PASSWORD: ${DB_PASSWORD}
-    volumes:
-      - db-data:/var/lib/postgresql/data
-      - ./init.sql:/docker-entrypoint-initdb.d/init.sql
-    healthcheck:
-      test: ["CMD-SHELL", "pg_isready -U ${DB_USER}"]
-      interval: 10s</aap:target>
-
-networks:
-  default:
-    name: microservices-network
-
-volumes:
-  <aap:target id="persistence-volumes">
-  db-data:
-  redis-data:
-  </aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-3.json b/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-3.json
deleted file mode 100644
index 4161198..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "docker-compose-edit-resources",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"docker-compose-root\",\n  \"version\": 2,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"insert_after\",\n      \"target\": { \"type\": \"id\", \"value\": \"api-gateway\" },\n      \"content\": \"    deploy:\\n      resources:\\n        limits:\\n          cpus: '0.5'\\n          memory: 256M\"\n    },\n    {\n      \"op\": \"insert_after\",\n      \"target\": { \"type\": \"id\", \"value\": \"auth-service\" },\n      \"content\": \"    deploy:\\n      resources:\\n        limits:\\n          cpus: '1'\\n          memory: 512M\"\n    },\n    {\n      \"op\": \"insert_after\",\n      \"target\": { \"type\": \"id\", \"value\": \"user-service\" },\n      \"content\": \"    deploy:\\n      resources:\\n        limits:\\n          cpus: '1'\\n          memory: 512M\"\n    },\n    {\n      \"op\": \"insert_after\",\n      \"target\": { \"type\": \"id\", \"value\": \"order-service\" },\n      \"content\": \"    deploy:\\n      resources:\\n        limits:\\n          cpus: '1'\\n          memory: 512M\"\n    },\n    {\n      \"op\": \"insert_after\",\n      \"target\": { \"type\": \"id\", \"value\": \"notification-service\" },\n      \"content\": \"    deploy:\\n      resources:\\n        limits:\\n          cpus: '1'\\n          memory: 512M\"\n    },\n    {\n      \"op\": \"insert_after\",\n      \"target\": { \"type\": \"id\", \"value\": \"monitoring-service\" },\n      \"content\": \"    deploy:\\n      resources:\\n        limits:\\n          cpus: '1'\\n          memory: 512M\"\n    },\n    {\n      \"op\": \"insert_after\",\n      \"target\": { \"type\": \"id\", \"value\": \"infrastructure-layer\" },\n      \"content\": \"    deploy:\\n      resources:\\n        limits:\\n          cpus: '2'\\n          memory: 1G\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-3.yaml b/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-3.yaml
deleted file mode 100644
index a401d37..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-3.yaml
+++ /dev/null
@@ -1,43 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "docker-compose-root",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "insert_after",
-      "target": { "type": "id", "value": "api-gateway" },
-      "content": "    deploy:\n      resources:\n        limits:\n          cpus: '0.5'\n          memory: 256M"
-    },
-    {
-      "op": "insert_after",
-      "target": { "type": "id", "value": "auth-service" },
-      "content": "    deploy:\n      resources:\n        limits:\n          cpus: '1'\n          memory: 512M"
-    },
-    {
-      "op": "insert_after",
-      "target": { "type": "id", "value": "user-service" },
-      "content": "    deploy:\n      resources:\n        limits:\n          cpus: '1'\n          memory: 512M"
-    },
-    {
-      "op": "insert_after",
-      "target": { "type": "id", "value": "order-service" },
-      "content": "    deploy:\n      resources:\n        limits:\n          cpus: '1'\n          memory: 512M"
-    },
-    {
-      "op": "insert_after",
-      "target": { "type": "id", "value": "notification-service" },
-      "content": "    deploy:\n      resources:\n        limits:\n          cpus: '1'\n          memory: 512M"
-    },
-    {
-      "op": "insert_after",
-      "target": { "type": "id", "value": "monitoring-service" },
-      "content": "    deploy:\n      resources:\n        limits:\n          cpus: '1'\n          memory: 512M"
-    },
-    {
-      "op": "insert_after",
-      "target": { "type": "id", "value": "infrastructure-layer" },
-      "content": "    deploy:\n      resources:\n        limits:\n          cpus: '2'\n          memory: 1G"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-4.json b/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-4.json
deleted file mode 100644
index 6030891..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-4.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "docker-compose-root",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/x-yaml",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "version: '3.8'\n\nservices:\n  <aap:target id=\"api-gateway\">\n  api-gateway:\n    image: my-app/api-gateway\n  </aap:target>\n\n  <aap:target id=\"auth-service\">\n  auth-service:\n    image: my-app/auth-service\n  </aap:target>\n\n  <aap:target id=\"user-service\">\n  user-service:\n    image: my-app/user-service\n  </aap:target>\n\n  <aap:target id=\"order-service\">\n  order-service:\n    image: my-app/order-service\n  </aap:target>\n\n  <aap:target id=\"notification-service\">\n  notification-service:\n    image: my-app/notification-service\n  </aap:target>\n\n  <aap:target id=\"celery-worker\">\n  celery-worker:\n    image: my-app/notification-service\n    command: celery -A worker worker --loglevel=info\n  </aap:target>\n\n  <aap:target id=\"monitoring-service\">\n  monitoring-service:\n    image: my-app/monitoring-service\n  </aap:target>\n\n  <aap:target id=\"infrastructure-layer\">\n  db:\n    image: postgres:13\n  </aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-4.yaml b/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-4.yaml
deleted file mode 100644
index a695475..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/aap/turn-4.yaml
+++ /dev/null
@@ -1,43 +0,0 @@
-version: '3.8'
-
-services:
-  <aap:target id="api-gateway">
-  api-gateway:
-    image: my-app/api-gateway
-  </aap:target>
-
-  <aap:target id="auth-service">
-  auth-service:
-    image: my-app/auth-service
-  </aap:target>
-
-  <aap:target id="user-service">
-  user-service:
-    image: my-app/user-service
-  </aap:target>
-
-  <aap:target id="order-service">
-  order-service:
-    image: my-app/order-service
-  </aap:target>
-
-  <aap:target id="notification-service">
-  notification-service:
-    image: my-app/notification-service
-  </aap:target>
-
-  <aap:target id="celery-worker">
-  celery-worker:
-    image: my-app/notification-service
-    command: celery -A worker worker --loglevel=info
-  </aap:target>
-
-  <aap:target id="monitoring-service">
-  monitoring-service:
-    image: my-app/monitoring-service
-  </aap:target>
-
-  <aap:target id="infrastructure-layer">
-  db:
-    image: postgres:13
-  </aap:target>
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-0.yaml b/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-0.yaml
deleted file mode 100644
index e3364a7..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-0.yaml
+++ /dev/null
@@ -1,109 +0,0 @@
-version: '3.8'
-
-networks:
-  app_network:
-    driver: bridge
-
-volumes:
-  postgres_data:
-  redis_data:
-  rabbitmq_data:
-
-services:
-  nginx:
-    image: nginx:alpine
-    ports:
-      - "80:80"
-    volumes:
-      - ./nginx.conf:/etc/nginx/nginx.conf:ro
-    depends_on:
-      auth-service: { condition: service_healthy }
-      user-service: { condition: service_healthy }
-      order-service: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost"]
-      interval: 30s
-      timeout: 10s
-      retries: 3
-
-  auth-service:
-    build: ./auth-service
-    env_file: .env
-    environment:
-      - JWT_SECRET=${JWT_SECRET}
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "node", "-e", "require('http').get('http://localhost:3000/health', (r) => process.exit(r.statusCode === 200 ? 0 : 1))"]
-      interval: 30s
-
-  user-service:
-    build: ./user-service
-    env_file: .env
-    depends_on:
-      db: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8000/health"]
-      interval: 30s
-
-  order-service:
-    build: ./order-service
-    env_file: .env
-    depends_on:
-      redis: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8080/health"]
-      interval: 30s
-
-  notification-service:
-    build: ./notification-service
-    depends_on:
-      rabbitmq: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "python", "-c", "import socket; s = socket.socket(); s.connect(('localhost', 5000))"]
-      interval: 30s
-
-  db:
-    image: postgres:15-alpine
-    environment:
-      POSTGRES_USER: ${DB_USER}
-      POSTGRES_PASSWORD: ${DB_PASSWORD}
-      POSTGRES_DB: app_db
-    volumes:
-      - postgres_data:/var/lib/postgresql/data
-      - ./init.sql:/docker-entrypoint-initdb.d/init.sql
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD-SHELL", "pg_isready -U ${DB_USER} -d app_db"]
-      interval: 5s
-      timeout: 5s
-      retries: 5
-
-  redis:
-    image: redis:alpine
-    volumes:
-      - redis_data:/data
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "redis-cli", "ping"]
-      interval: 5s
-
-  rabbitmq:
-    image: rabbitmq:3-management-alpine
-    volumes:
-      - rabbitmq_data:/var/lib/rabbitmq
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "rabbitmq-diagnostics", "check_running"]
-      interval: 5s
\ No newline at end of file
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-1.yaml b/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-1.yaml
deleted file mode 100644
index fc2fd9c..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-1.yaml
+++ /dev/null
@@ -1,121 +0,0 @@
-version: '3.8'
-
-networks:
-  app_network:
-    driver: bridge
-
-volumes:
-  postgres_data:
-  redis_data:
-  rabbitmq_data:
-  prometheus_data:
-
-services:
-  prometheus:
-    image: prom/prometheus:latest
-    volumes:
-      - ./prometheus.yml:/etc/prometheus/prometheus.yml
-      - prometheus_data:/prometheus
-    ports:
-      - "9090:9090"
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "wget", "-q", "--spider", "http://localhost:9090/-/healthy"]
-      interval: 30s
-
-  nginx:
-    image: nginx:alpine
-    ports:
-      - "80:80"
-    volumes:
-      - ./nginx.conf:/etc/nginx/nginx.conf:ro
-    depends_on:
-      auth-service: { condition: service_healthy }
-      user-service: { condition: service_healthy }
-      order-service: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost"]
-      interval: 30s
-
-  auth-service:
-    build: ./auth-service
-    env_file: .env
-    environment:
-      - JWT_SECRET=${JWT_SECRET}
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "node", "-e", "require('http').get('http://localhost:3000/health', (r) => process.exit(r.statusCode === 200 ? 0 : 1))"]
-      interval: 30s
-
-  user-service:
-    build: ./user-service
-    env_file: .env
-    depends_on:
-      db: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8000/health"]
-      interval: 30s
-
-  order-service:
-    build: ./order-service
-    env_file: .env
-    depends_on:
-      redis: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8080/health"]
-      interval: 30s
-
-  notification-service:
-    build: ./notification-service
-    depends_on:
-      rabbitmq: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "python", "-c", "import socket; s = socket.socket(); s.connect(('localhost', 5000))"]
-      interval: 30s
-
-  db:
-    image: postgres:15-alpine
-    environment:
-      POSTGRES_USER: ${DB_USER}
-      POSTGRES_PASSWORD: ${DB_PASSWORD}
-      POSTGRES_DB: app_db
-    volumes:
-      - postgres_data:/var/lib/postgresql/data
-      - ./init.sql:/docker-entrypoint-initdb.d/init.sql
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD-SHELL", "pg_isready -U ${DB_USER} -d app_db"]
-      interval: 5s
-      timeout: 5s
-      retries: 5
-
-  redis:
-    image: redis:alpine
-    volumes:
-      - redis_data:/data
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "redis-cli", "ping"]
-      interval: 5s
-
-  rabbitmq:
-    image: rabbitmq:3-management-alpine
-    volumes:
-      - rabbitmq_data:/var/lib/rabbitmq
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "rabbitmq-diagnostics", "check_running"]
-      interval: 5s
\ No newline at end of file
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-2.yaml b/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-2.yaml
deleted file mode 100644
index 8ae7c54..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-2.yaml
+++ /dev/null
@@ -1,121 +0,0 @@
-version: '3.8'
-
-networks:
-  app_network:
-    driver: bridge
-
-volumes:
-  postgres_data:
-  redis_data:
-  rabbitmq_data:
-  prometheus_data:
-
-services:
-  prometheus:
-    image: prom/prometheus:latest
-    volumes:
-      - ./prometheus.yml:/etc/prometheus/prometheus.yml
-      - prometheus_data:/prometheus
-    ports:
-      - "9090:9090"
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "wget", "-q", "--spider", "http://localhost:9090/-/healthy"]
-      interval: 30s
-
-  nginx:
-    image: nginx:alpine
-    ports:
-      - "80:80"
-    volumes:
-      - ./nginx.conf:/etc/nginx/nginx.conf:ro
-    depends_on:
-      auth-service: { condition: service_healthy }
-      user-service: { condition: service_healthy }
-      order-service: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost"]
-      interval: 30s
-
-  auth-service:
-    build: ./auth-service
-    env_file: .env
-    environment:
-      - JWT_SECRET=${JWT_SECRET}
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "node", "-e", "require('http').get('http://localhost:3000/health', (r) => process.exit(r.statusCode === 200 ? 0 : 1))"]
-      interval: 30s
-
-  user-service:
-    build: ./user-service
-    env_file: .env
-    depends_on:
-      db: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8000/health"]
-      interval: 30s
-
-  order-service:
-    build: ./order-service
-    env_file: .env
-    depends_on:
-      redis: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8080/health"]
-      interval: 30s
-
-  notification-service:
-    build: ./notification-service
-    depends_on:
-      rabbitmq: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "python", "-c", "import socket; s = socket.socket(); s.connect(('localhost', 5000))"]
-      interval: 30s
-
-  db:
-    image: postgres:16-alpine
-    environment:
-      POSTGRES_USER: ${DB_USER}
-      POSTGRES_PASSWORD: ${DB_PASSWORD}
-      POSTGRES_DB: app_db
-    volumes:
-      - postgres_data:/var/lib/postgresql/data
-      - ./init.sql:/docker-entrypoint-initdb.d/init.sql
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD-SHELL", "pg_isready -U ${DB_USER} -d app_db"]
-      interval: 10s
-      timeout: 5s
-      retries: 5
-
-  redis:
-    image: redis:alpine
-    volumes:
-      - redis_data:/data
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "redis-cli", "ping"]
-      interval: 5s
-
-  rabbitmq:
-    image: rabbitmq:3-management-alpine
-    volumes:
-      - rabbitmq_data:/var/lib/rabbitmq
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "rabbitmq-diagnostics", "check_running"]
-      interval: 5s
\ No newline at end of file
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-3.yaml b/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-3.yaml
deleted file mode 100644
index 8b1706f..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-3.yaml
+++ /dev/null
@@ -1,166 +0,0 @@
-version: '3.8'
-
-networks:
-  app_network:
-    driver: bridge
-
-volumes:
-  postgres_data:
-  redis_data:
-  rabbitmq_data:
-  prometheus_data:
-
-services:
-  prometheus:
-    image: prom/prometheus:latest
-    deploy:
-      resources:
-        limits:
-          cpus: '1.0'
-          memory: 512M
-    volumes:
-      - ./prometheus.yml:/etc/prometheus/prometheus.yml
-      - prometheus_data:/prometheus
-    ports:
-      - "9090:9090"
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "wget", "-q", "--spider", "http://localhost:9090/-/healthy"]
-      interval: 30s
-
-  nginx:
-    image: nginx:alpine
-    deploy:
-      resources:
-        limits:
-          cpus: '0.5'
-          memory: 256M
-    ports:
-      - "80:80"
-    volumes:
-      - ./nginx.conf:/etc/nginx/nginx.conf:ro
-    depends_on:
-      auth-service: { condition: service_healthy }
-      user-service: { condition: service_healthy }
-      order-service: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost"]
-      interval: 30s
-
-  auth-service:
-    build: ./auth-service
-    deploy:
-      resources:
-        limits:
-          cpus: '1.0'
-          memory: 512M
-    env_file: .env
-    environment:
-      - JWT_SECRET=${JWT_SECRET}
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "node", "-e", "require('http').get('http://localhost:3000/health', (r) => process.exit(r.statusCode === 200 ? 0 : 1))"]
-      interval: 30s
-
-  user-service:
-    build: ./user-service
-    deploy:
-      resources:
-        limits:
-          cpus: '1.0'
-          memory: 512M
-    env_file: .env
-    depends_on:
-      db: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8000/health"]
-      interval: 30s
-
-  order-service:
-    build: ./order-service
-    deploy:
-      resources:
-        limits:
-          cpus: '1.0'
-          memory: 512M
-    env_file: .env
-    depends_on:
-      redis: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8080/health"]
-      interval: 30s
-
-  notification-service:
-    build: ./notification-service
-    deploy:
-      resources:
-        limits:
-          cpus: '1.0'
-          memory: 512M
-    depends_on:
-      rabbitmq: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "python", "-c", "import socket; s = socket.socket(); s.connect(('localhost', 5000))"]
-      interval: 30s
-
-  db:
-    image: postgres:16-alpine
-    deploy:
-      resources:
-        limits:
-          cpus: '2.0'
-          memory: 1G
-    environment:
-      POSTGRES_USER: ${DB_USER}
-      POSTGRES_PASSWORD: ${DB_PASSWORD}
-      POSTGRES_DB: app_db
-    volumes:
-      - postgres_data:/var/lib/postgresql/data
-      - ./init.sql:/docker-entrypoint-initdb.d/init.sql
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD-SHELL", "pg_isready -U ${DB_USER} -d app_db"]
-      interval: 10s
-      timeout: 5s
-      retries: 5
-
-  redis:
-    image: redis:alpine
-    deploy:
-      resources:
-        limits:
-          cpus: '2.0'
-          memory: 1G
-    volumes:
-      - redis_data:/data
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "redis-cli", "ping"]
-      interval: 5s
-
-  rabbitmq:
-    image: rabbitmq:3-management-alpine
-    deploy:
-      resources:
-        limits:
-          cpus: '2.0'
-          memory: 1G
-    volumes:
-      - rabbitmq_data:/var/lib/rabbitmq
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "rabbitmq-diagnostics", "check_running"]
-      interval: 5s
\ No newline at end of file
diff --git a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-4.yaml b/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-4.yaml
deleted file mode 100644
index af8d709..0000000
--- a/evals/data/experiments/029-yaml-docker-compose-microservices/outputs/base/turn-4.yaml
+++ /dev/null
@@ -1,183 +0,0 @@
-version: '3.8'
-
-networks:
-  app_network:
-    driver: bridge
-
-volumes:
-  postgres_data:
-  redis_data:
-  rabbitmq_data:
-  prometheus_data:
-
-services:
-  prometheus:
-    image: prom/prometheus:latest
-    deploy:
-      resources:
-        limits:
-          cpus: '1.0'
-          memory: 512M
-    volumes:
-      - ./prometheus.yml:/etc/prometheus/prometheus.yml
-      - prometheus_data:/prometheus
-    ports:
-      - "9090:9090"
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "wget", "-q", "--spider", "http://localhost:9090/-/healthy"]
-      interval: 30s
-
-  nginx:
-    image: nginx:alpine
-    deploy:
-      resources:
-        limits:
-          cpus: '0.5'
-          memory: 256M
-    ports:
-      - "80:80"
-    volumes:
-      - ./nginx.conf:/etc/nginx/nginx.conf:ro
-    depends_on:
-      auth-service: { condition: service_healthy }
-      user-service: { condition: service_healthy }
-      order-service: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost"]
-      interval: 30s
-
-  auth-service:
-    build: ./auth-service
-    deploy:
-      resources:
-        limits:
-          cpus: '1.0'
-          memory: 512M
-    env_file: .env
-    environment:
-      - JWT_SECRET=${JWT_SECRET}
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "node", "-e", "require('http').get('http://localhost:3000/health', (r) => process.exit(r.statusCode === 200 ? 0 : 1))"]
-      interval: 30s
-
-  user-service:
-    build: ./user-service
-    deploy:
-      resources:
-        limits:
-          cpus: '1.0'
-          memory: 512M
-    env_file: .env
-    depends_on:
-      db: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8000/health"]
-      interval: 30s
-
-  order-service:
-    build: ./order-service
-    deploy:
-      resources:
-        limits:
-          cpus: '1.0'
-          memory: 512M
-    env_file: .env
-    depends_on:
-      redis: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8080/health"]
-      interval: 30s
-
-  notification-service:
-    build: ./notification-service
-    deploy:
-      resources:
-        limits:
-          cpus: '1.0'
-          memory: 512M
-    depends_on:
-      rabbitmq: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "python", "-c", "import socket; s = socket.socket(); s.connect(('localhost', 5000))"]
-      interval: 30s
-
-  celery-worker:
-    build: ./notification-service
-    command: celery -A app.worker worker --loglevel=info
-    deploy:
-      resources:
-        limits:
-          cpus: '1.0'
-          memory: 512M
-    depends_on:
-      rabbitmq: { condition: service_healthy }
-      redis: { condition: service_healthy }
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD-SHELL", "celery -A app.worker inspect ping -d celery@$${HOSTNAME}"]
-      interval: 30s
-
-  db:
-    image: postgres:16-alpine
-    deploy:
-      resources:
-        limits:
-          cpus: '2.0'
-          memory: 1G
-    environment:
-      POSTGRES_USER: ${DB_USER}
-      POSTGRES_PASSWORD: ${DB_PASSWORD}
-      POSTGRES_DB: app_db
-    volumes:
-      - postgres_data:/var/lib/postgresql/data
-      - ./init.sql:/docker-entrypoint-initdb.d/init.sql
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD-SHELL", "pg_isready -U ${DB_USER} -d app_db"]
-      interval: 10s
-      timeout: 5s
-      retries: 5
-
-  redis:
-    image: redis:alpine
-    deploy:
-      resources:
-        limits:
-          cpus: '2.0'
-          memory: 1G
-    volumes:
-      - redis_data:/data
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "redis-cli", "ping"]
-      interval: 5s
-
-  rabbitmq:
-    image: rabbitmq:3-management-alpine
-    deploy:
-      resources:
-        limits:
-          cpus: '2.0'
-          memory: 1G
-    volumes:
-      - rabbitmq_data:/var/lib/rabbitmq
-    networks:
-      - app_network
-    healthcheck:
-      test: ["CMD", "rabbitmq-diagnostics", "check_running"]
-      interval: 5s
\ No newline at end of file
diff --git a/evals/data/experiments/030-yaml-github-actions-ci/metrics.json b/evals/data/experiments/030-yaml-github-actions-ci/metrics.json
deleted file mode 100644
index 695eed8..0000000
--- a/evals/data/experiments/030-yaml-github-actions-ci/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "030-yaml-github-actions-ci",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:20:35.462715+00:00",
-  "format": "text/x-yaml",
-  "base_turn0": {
-    "input_tokens": 154,
-    "output_tokens": 575,
-    "latency_ms": 3153,
-    "artifact_bytes": 1796,
-    "ttft_ms": 0,
-    "ttlt_ms": 2212,
-    "median_itl_ms": 89.44
-  },
-  "aap_turn0": {
-    "input_tokens": 493,
-    "output_tokens": 673,
-    "latency_ms": 3889,
-    "artifact_bytes": 2046,
-    "ttft_ms": 0,
-    "ttlt_ms": 2890,
-    "median_itl_ms": 102.94
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'security-scan' job between lint and test that runs npm audit and Snyk",
-        "input_tokens": 753,
-        "output_tokens": 715,
-        "latency_ms": 2693,
-        "output_bytes": 2253,
-        "ttft_ms": 0,
-        "ttlt_ms": 2074,
-        "median_itl_ms": 71.32,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the deploy job to add a manual approval step before production deployment",
-        "input_tokens": 1487,
-        "output_tokens": 827,
-        "latency_ms": 4359,
-        "output_bytes": 2608,
-        "ttft_ms": 0,
-        "ttlt_ms": 2830,
-        "median_itl_ms": 79.03,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite the test job to also run Playwright e2e tests in a separate matrix entry",
-        "input_tokens": 2339,
-        "output_tokens": 1042,
-        "latency_ms": 4649,
-        "output_bytes": 3365,
-        "ttft_ms": 0,
-        "ttlt_ms": 3814,
-        "median_itl_ms": 89.05,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 4579,
-    "total_output_tokens": 2584,
-    "total_latency_ms": 11701
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'security-scan' job between lint and test that runs npm audit and Snyk",
-        "input_tokens": 1805,
-        "output_tokens": 196,
-        "latency_ms": 1734,
-        "output_bytes": 2409,
-        "ttft_ms": 0,
-        "ttlt_ms": 3,
-        "median_itl_ms": 2.76,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the deploy job to add a manual approval step before production deployment",
-        "input_tokens": 1921,
-        "output_tokens": 215,
-        "latency_ms": 1751,
-        "output_bytes": 2461,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 1.52,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite the test job to also run Playwright e2e tests in a separate matrix entry",
-        "input_tokens": 1939,
-        "output_tokens": 437,
-        "latency_ms": 2393,
-        "output_bytes": 3485,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 2.1,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 5665,
-    "total_output_tokens": 848,
-    "total_latency_ms": 5878,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 67.2,
-    "input_token_savings_pct": -23.7,
-    "latency_savings_pct": 49.8
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 154,
-        "base_output": 575,
-        "base_latency_ms": 3153,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 2212,
-        "base_median_itl_ms": 89.44,
-        "aap_input": 493,
-        "aap_output": 673,
-        "aap_latency_ms": 3889,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2890,
-        "aap_median_itl_ms": 102.94
-      },
-      {
-        "turn": 1,
-        "base_input": 753,
-        "base_output": 715,
-        "base_latency_ms": 2693,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 2074,
-        "base_median_itl_ms": 71.32,
-        "aap_input": 1805,
-        "aap_output": 196,
-        "aap_latency_ms": 1734,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3,
-        "aap_median_itl_ms": 2.76,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1487,
-        "base_output": 827,
-        "base_latency_ms": 4359,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 2830,
-        "base_median_itl_ms": 79.03,
-        "aap_input": 1921,
-        "aap_output": 215,
-        "aap_latency_ms": 1751,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 1.52,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 2339,
-        "base_output": 1042,
-        "base_latency_ms": 4649,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3814,
-        "base_median_itl_ms": 89.05,
-        "aap_input": 1939,
-        "aap_output": 437,
-        "aap_latency_ms": 2393,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 2.1,
-        "envelope_name": "edit",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 4733,
-      "base_output": 3159,
-      "base_combined": 7892,
-      "aap_input": 6158,
-      "aap_output": 1521,
-      "aap_combined": 7679,
-      "base_latency_ms": 14854,
-      "aap_latency_ms": 9767,
-      "output_savings_pct": 51.9,
-      "input_delta_pct": 30.1,
-      "combined_savings_pct": 2.7,
-      "latency_savings_pct": 34.2
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.8014,
-        "token_f1": 0.8976,
-        "base_char_count": 1796,
-        "aap_char_count": 1708,
-        "char_delta_pct": -4.9,
-        "lines_added": 19,
-        "lines_removed": 13,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.8007,
-        "token_f1": 0.8734,
-        "base_char_count": 2253,
-        "aap_char_count": 2023,
-        "char_delta_pct": -10.2,
-        "lines_added": 24,
-        "lines_removed": 21,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.7122,
-        "token_f1": 0.8364,
-        "base_char_count": 2608,
-        "aap_char_count": 2062,
-        "char_delta_pct": -20.9,
-        "lines_added": 26,
-        "lines_removed": 37,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.5986,
-        "token_f1": 0.8138,
-        "base_char_count": 3365,
-        "aap_char_count": 3073,
-        "char_delta_pct": -8.7,
-        "lines_added": 56,
-        "lines_removed": 59,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.7282,
-    "mean_token_f1": 0.8553,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-0.yaml b/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-0.yaml
deleted file mode 100644
index 107fb87..0000000
--- a/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-0.yaml
+++ /dev/null
@@ -1,82 +0,0 @@
-<aap:target id="workflow-root">
-name: CI/CD Pipeline
-on:
-  push:
-    branches:
-      - main
-  pull_request:
-    branches:
-      - main
-  workflow_dispatch:
-
-concurrency:
-  group: <aap:target id="concurrency-group">${{ github.workflow }}-${{ github.ref }}</aap:target>
-  cancel-in-progress: true
-
-jobs:
-  <aap:target id="lint-job">
-  lint:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run lint
-      - run: npm run format:check
-  </aap:target>
-
-  <aap:target id="test-job">
-  test:
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        node-version: [<aap:target id="node-versions">18, 20</aap:target>]
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: ${{ matrix.node-version }}
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run test:coverage
-      - uses: actions/upload-artifact@v4
-        with:
-          name: coverage-report-${{ matrix.node-version }}
-          path: coverage/
-  </aap:target>
-
-  <aap:target id="build-job">
-  build:
-    needs: [lint, test]
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run build
-      - uses: actions/upload-artifact@v4
-        with:
-          name: next-build
-          path: .next/
-  </aap:target>
-
-  <aap:target id="deploy-job">
-  deploy:
-    needs: [build]
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: vercel/actions/deploy@v1
-        with:
-          vercel-token: ${{ secrets.VERCEL_TOKEN }}
-          vercel-org-id: ${{ secrets.VERCEL_ORG_ID }}
-          vercel-project-id: ${{ secrets.VERCEL_PROJECT_ID }}
-          production: <aap:target id="prod-trigger">${{ github.ref == 'refs/heads/main' }}</aap:target>
-  </aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-1.json b/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-1.json
deleted file mode 100644
index 770c6b4..0000000
--- a/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "workflow-root",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "lint-job"
-      },
-      "content": "  <aap:target id=\"security-scan-job\">\n  security-scan:\n    runs-on: ubuntu-latest\n    steps:\n      - uses: actions/checkout@v4\n      - uses: actions/setup-node@v4\n        with:\n          node-version: 20\n      - run: npm audit --audit-level=high\n      - uses: snyk/actions/node@master\n        env:\n          SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}\n  </aap:target>\n\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-1.yaml b/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-1.yaml
deleted file mode 100644
index 61a2612..0000000
--- a/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-1.yaml
+++ /dev/null
@@ -1,96 +0,0 @@
-<aap:target id="workflow-root">
-name: CI/CD Pipeline
-on:
-  push:
-    branches:
-      - main
-  pull_request:
-    branches:
-      - main
-  workflow_dispatch:
-
-concurrency:
-  group: <aap:target id="concurrency-group">${{ github.workflow }}-${{ github.ref }}</aap:target>
-  cancel-in-progress: true
-
-jobs:
-  <aap:target id="lint-job">
-  lint:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run lint
-      - run: npm run format:check
-    <aap:target id="security-scan-job">
-  security-scan:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-      - run: npm audit --audit-level=high
-      - uses: snyk/actions/node@master
-        env:
-          SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}
-  </aap:target>
-
-</aap:target>
-
-  <aap:target id="test-job">
-  test:
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        node-version: [<aap:target id="node-versions">18, 20</aap:target>]
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: ${{ matrix.node-version }}
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run test:coverage
-      - uses: actions/upload-artifact@v4
-        with:
-          name: coverage-report-${{ matrix.node-version }}
-          path: coverage/
-  </aap:target>
-
-  <aap:target id="build-job">
-  build:
-    needs: [lint, test]
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run build
-      - uses: actions/upload-artifact@v4
-        with:
-          name: next-build
-          path: .next/
-  </aap:target>
-
-  <aap:target id="deploy-job">
-  deploy:
-    needs: [build]
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: vercel/actions/deploy@v1
-        with:
-          vercel-token: ${{ secrets.VERCEL_TOKEN }}
-          vercel-org-id: ${{ secrets.VERCEL_ORG_ID }}
-          vercel-project-id: ${{ secrets.VERCEL_PROJECT_ID }}
-          production: <aap:target id="prod-trigger">${{ github.ref == 'refs/heads/main' }}</aap:target>
-  </aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-2.json b/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-2.json
deleted file mode 100644
index 27200da..0000000
--- a/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "workflow-root",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "deploy-job"
-      },
-      "content": "  deploy:\n    needs: [build]\n    runs-on: ubuntu-latest\n    environment:\n      name: production\n    steps:\n      - uses: actions/checkout@v4\n      - uses: vercel/actions/deploy@v1\n        with:\n          vercel-token: ${{ secrets.VERCEL_TOKEN }}\n          vercel-org-id: ${{ secrets.VERCEL_ORG_ID }}\n          vercel-project-id: ${{ secrets.VERCEL_PROJECT_ID }}\n          production: <aap:target id=\"prod-trigger\">${{ github.ref == 'refs/heads/main' }}</aap:target>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-2.yaml b/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-2.yaml
deleted file mode 100644
index 81e013e..0000000
--- a/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-2.yaml
+++ /dev/null
@@ -1,97 +0,0 @@
-<aap:target id="workflow-root">
-name: CI/CD Pipeline
-on:
-  push:
-    branches:
-      - main
-  pull_request:
-    branches:
-      - main
-  workflow_dispatch:
-
-concurrency:
-  group: <aap:target id="concurrency-group">${{ github.workflow }}-${{ github.ref }}</aap:target>
-  cancel-in-progress: true
-
-jobs:
-  <aap:target id="lint-job">
-  lint:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run lint
-      - run: npm run format:check
-    <aap:target id="security-scan-job">
-  security-scan:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-      - run: npm audit --audit-level=high
-      - uses: snyk/actions/node@master
-        env:
-          SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}
-  </aap:target>
-
-</aap:target>
-
-  <aap:target id="test-job">
-  test:
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        node-version: [<aap:target id="node-versions">18, 20</aap:target>]
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: ${{ matrix.node-version }}
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run test:coverage
-      - uses: actions/upload-artifact@v4
-        with:
-          name: coverage-report-${{ matrix.node-version }}
-          path: coverage/
-  </aap:target>
-
-  <aap:target id="build-job">
-  build:
-    needs: [lint, test]
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run build
-      - uses: actions/upload-artifact@v4
-        with:
-          name: next-build
-          path: .next/
-  </aap:target>
-
-  <aap:target id="deploy-job">  deploy:
-    needs: [build]
-    runs-on: ubuntu-latest
-    environment:
-      name: production
-    steps:
-      - uses: actions/checkout@v4
-      - uses: vercel/actions/deploy@v1
-        with:
-          vercel-token: ${{ secrets.VERCEL_TOKEN }}
-          vercel-org-id: ${{ secrets.VERCEL_ORG_ID }}
-          vercel-project-id: ${{ secrets.VERCEL_PROJECT_ID }}
-          production: <aap:target id="prod-trigger">${{ github.ref == 'refs/heads/main' }}</aap:target></aap:target>
-  </aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-3.json b/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-3.json
deleted file mode 100644
index 170bd3d..0000000
--- a/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "workflow-root",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "test-job"
-      },
-      "content": "  test:\n    runs-on: ubuntu-latest\n    strategy:\n      matrix:\n        job-type: [unit, e2e]\n        node-version: [<aap:target id=\"node-versions\">18, 20</aap:target>]\n        exclude:\n          - job-type: e2e\n            node-version: 18\n    services:\n      postgres:\n        image: postgres:15\n        ports:\n          - 5432:5432\n        env:\n          POSTGRES_DB: testdb\n          POSTGRES_PASSWORD: password\n    steps:\n      - uses: actions/checkout@v4\n      - uses: actions/setup-node@v4\n        with:\n          node-version: ${{ matrix.node-version }}\n          cache: 'npm'\n      - run: npm ci\n      - run: npx playwright install --with-deps\n        if: matrix.job-type == 'e2e'\n      - run: npm run test:coverage\n        if: matrix.job-type == 'unit'\n      - run: npm run test:e2e\n        if: matrix.job-type == 'e2e'\n        env:\n          DATABASE_URL: postgresql://postgres:password@localhost:5432/testdb\n      - uses: actions/upload-artifact@v4\n        if: failure()\n        with:\n          name: test-artifacts-${{ matrix.job-type }}-${{ matrix.node-version }}\n          path: |\n            coverage/\n            playwright-report/\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-3.yaml b/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-3.yaml
deleted file mode 100644
index ac94fb1..0000000
--- a/evals/data/experiments/030-yaml-github-actions-ci/outputs/aap/turn-3.yaml
+++ /dev/null
@@ -1,131 +0,0 @@
-<aap:target id="workflow-root">
-name: CI/CD Pipeline
-on:
-  push:
-    branches:
-      - main
-  pull_request:
-    branches:
-      - main
-  workflow_dispatch:
-
-concurrency:
-  group: <aap:target id="concurrency-group">${{ github.workflow }}-${{ github.ref }}</aap:target>
-  cancel-in-progress: true
-
-jobs:
-  <aap:target id="lint-job">
-  lint:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run lint
-      - run: npm run format:check
-    <aap:target id="security-scan-job">
-  security-scan:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-      - run: npm audit --audit-level=high
-      - uses: snyk/actions/node@master
-        env:
-          SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}
-  </aap:target>
-
-</aap:target>
-
-  <aap:target id="test-job">  test:
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        job-type: [unit, e2e]
-        node-version: [<aap:target id="node-versions">18, 20</aap:target>]
-        exclude:
-          - job-type: e2e
-            node-version: 18
-    services:
-      postgres:
-        image: postgres:15
-        ports:
-          - 5432:5432
-        env:
-          POSTGRES_DB: testdb
-          POSTGRES_PASSWORD: password
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: ${{ matrix.node-version }}
-          cache: 'npm'
-      - run: npm ci
-      - run: npx playwright install --with-deps
-        if: matrix.job-type == 'e2e'
-      - run: npm run test:coverage
-        if: matrix.job-type == 'unit'
-      - run: npm run test:e2e
-        if: matrix.job-type == 'e2e'
-        env:
-          DATABASE_URL: postgresql://postgres:password@localhost:5432/testdb
-      - uses: actions/upload-artifact@v4
-        if: failure()
-        with:
-          name: test-artifacts-${{ matrix.job-type }}-${{ matrix.node-version }}
-          path: |
-            coverage/
-            playwright-report/
-</aap:target>]
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: ${{ matrix.node-version }}
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run test:coverage
-      - uses: actions/upload-artifact@v4
-        with:
-          name: coverage-report-${{ matrix.node-version }}
-          path: coverage/
-  </aap:target>
-
-  <aap:target id="build-job">
-  build:
-    needs: [lint, test]
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run build
-      - uses: actions/upload-artifact@v4
-        with:
-          name: next-build
-          path: .next/
-  </aap:target>
-
-  <aap:target id="deploy-job">  deploy:
-    needs: [build]
-    runs-on: ubuntu-latest
-    environment:
-      name: production
-    steps:
-      - uses: actions/checkout@v4
-      - uses: vercel/actions/deploy@v1
-        with:
-          vercel-token: ${{ secrets.VERCEL_TOKEN }}
-          vercel-org-id: ${{ secrets.VERCEL_ORG_ID }}
-          vercel-project-id: ${{ secrets.VERCEL_PROJECT_ID }}
-          production: <aap:target id="prod-trigger">${{ github.ref == 'refs/heads/main' }}</aap:target></aap:target>
-  </aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/030-yaml-github-actions-ci/outputs/base/turn-0.yaml b/evals/data/experiments/030-yaml-github-actions-ci/outputs/base/turn-0.yaml
deleted file mode 100644
index 704655f..0000000
--- a/evals/data/experiments/030-yaml-github-actions-ci/outputs/base/turn-0.yaml
+++ /dev/null
@@ -1,75 +0,0 @@
-name: CI/CD Pipeline
-
-on:
-  push:
-    branches: [main]
-  pull_request:
-    branches: [main]
-  workflow_dispatch:
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  lint:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run lint
-      - run: npm run format:check
-
-  test:
-    needs: lint
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        node-version: [18, 20]
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: ${{ matrix.node-version }}
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run test:coverage
-      - uses: actions/upload-artifact@v4
-        with:
-          name: coverage-node-${{ matrix.node-version }}
-          path: coverage/
-
-  build:
-    needs: test
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run build
-      - uses: actions/upload-artifact@v4
-        with:
-          name: next-build
-          path: .next/
-
-  deploy:
-    needs: build
-    runs-on: ubuntu-latest
-    env:
-      VERCEL_ORG_ID: ${{ secrets.VERCEL_ORG_ID }}
-      VERCEL_PROJECT_ID: ${{ secrets.VERCEL_PROJECT_ID }}
-    steps:
-      - uses: actions/checkout@v4
-      - name: Deploy to Vercel
-        uses: vercel/actions/deploy@v1
-        with:
-          vercel-token: ${{ secrets.VERCEL_TOKEN }}
-          production: ${{ github.ref == 'refs/heads/main' }}
-          vercel-args: ${{ github.ref != 'refs/heads/main' && '--preview' || '--prod' }}
\ No newline at end of file
diff --git a/evals/data/experiments/030-yaml-github-actions-ci/outputs/base/turn-1.yaml b/evals/data/experiments/030-yaml-github-actions-ci/outputs/base/turn-1.yaml
deleted file mode 100644
index 981f59b..0000000
--- a/evals/data/experiments/030-yaml-github-actions-ci/outputs/base/turn-1.yaml
+++ /dev/null
@@ -1,92 +0,0 @@
-name: CI/CD Pipeline
-
-on:
-  push:
-    branches: [main]
-  pull_request:
-    branches: [main]
-  workflow_dispatch:
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  lint:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run lint
-      - run: npm run format:check
-
-  security-scan:
-    needs: lint
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - name: Run npm audit
-        run: npm audit --audit-level=high
-      - name: Run Snyk to check for vulnerabilities
-        uses: snyk/actions/node@master
-        env:
-          SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}
-
-  test:
-    needs: security-scan
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        node-version: [18, 20]
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: ${{ matrix.node-version }}
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run test:coverage
-      - uses: actions/upload-artifact@v4
-        with:
-          name: coverage-node-${{ matrix.node-version }}
-          path: coverage/
-
-  build:
-    needs: test
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run build
-      - uses: actions/upload-artifact@v4
-        with:
-          name: next-build
-          path: .next/
-
-  deploy:
-    needs: build
-    runs-on: ubuntu-latest
-    env:
-      VERCEL_ORG_ID: ${{ secrets.VERCEL_ORG_ID }}
-      VERCEL_PROJECT_ID: ${{ secrets.VERCEL_PROJECT_ID }}
-    steps:
-      - uses: actions/checkout@v4
-      - name: Deploy to Vercel
-        uses: vercel/actions/deploy@v1
-        with:
-          vercel-token: ${{ secrets.VERCEL_TOKEN }}
-          production: ${{ github.ref == 'refs/heads/main' }}
-          vercel-args: ${{ github.ref != 'refs/heads/main' && '--preview' || '--prod' }}
\ No newline at end of file
diff --git a/evals/data/experiments/030-yaml-github-actions-ci/outputs/base/turn-2.yaml b/evals/data/experiments/030-yaml-github-actions-ci/outputs/base/turn-2.yaml
deleted file mode 100644
index 94f7d63..0000000
--- a/evals/data/experiments/030-yaml-github-actions-ci/outputs/base/turn-2.yaml
+++ /dev/null
@@ -1,107 +0,0 @@
-name: CI/CD Pipeline
-
-on:
-  push:
-    branches: [main]
-  pull_request:
-    branches: [main]
-  workflow_dispatch:
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  lint:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run lint
-      - run: npm run format:check
-
-  security-scan:
-    needs: lint
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - name: Run npm audit
-        run: npm audit --audit-level=high
-      - name: Run Snyk to check for vulnerabilities
-        uses: snyk/actions/node@master
-        env:
-          SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}
-
-  test:
-    needs: security-scan
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        node-version: [18, 20]
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: ${{ matrix.node-version }}
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run test:coverage
-      - uses: actions/upload-artifact@v4
-        with:
-          name: coverage-node-${{ matrix.node-version }}
-          path: coverage/
-
-  build:
-    needs: test
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run build
-      - uses: actions/upload-artifact@v4
-        with:
-          name: next-build
-          path: .next/
-
-  deploy-staging:
-    if: github.ref != 'refs/heads/main'
-    needs: build
-    runs-on: ubuntu-latest
-    environment: staging
-    env:
-      VERCEL_ORG_ID: ${{ secrets.VERCEL_ORG_ID }}
-      VERCEL_PROJECT_ID: ${{ secrets.VERCEL_PROJECT_ID }}
-    steps:
-      - uses: actions/checkout@v4
-      - uses: vercel/actions/deploy@v1
-        with:
-          vercel-token: ${{ secrets.VERCEL_TOKEN }}
-          vercel-args: '--preview'
-
-  deploy-production:
-    if: github.ref == 'refs/heads/main'
-    needs: build
-    runs-on: ubuntu-latest
-    environment: production
-    env:
-      VERCEL_ORG_ID: ${{ secrets.VERCEL_ORG_ID }}
-      VERCEL_PROJECT_ID: ${{ secrets.VERCEL_PROJECT_ID }}
-    steps:
-      - uses: actions/checkout@v4
-      - uses: vercel/actions/deploy@v1
-        with:
-          vercel-token: ${{ secrets.VERCEL_TOKEN }}
-          production: true
\ No newline at end of file
diff --git a/evals/data/experiments/030-yaml-github-actions-ci/outputs/base/turn-3.yaml b/evals/data/experiments/030-yaml-github-actions-ci/outputs/base/turn-3.yaml
deleted file mode 100644
index c02dc6f..0000000
--- a/evals/data/experiments/030-yaml-github-actions-ci/outputs/base/turn-3.yaml
+++ /dev/null
@@ -1,133 +0,0 @@
-name: CI/CD Pipeline
-
-on:
-  push:
-    branches: [main]
-  pull_request:
-    branches: [main]
-  workflow_dispatch:
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  lint:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run lint
-      - run: npm run format:check
-
-  security-scan:
-    needs: lint
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - name: Run npm audit
-        run: npm audit --audit-level=high
-      - name: Run Snyk to check for vulnerabilities
-        uses: snyk/actions/node@master
-        env:
-          SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}
-
-  test:
-    needs: security-scan
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        task: [unit, e2e]
-        node-version: [20]
-        include:
-          - task: unit
-            command: npm run test:coverage
-          - task: e2e
-            command: npx playwright test
-    services:
-      postgres:
-        image: postgres:15
-        env:
-          POSTGRES_DB: testdb
-          POSTGRES_PASSWORD: password
-        ports:
-          - 5432:5432
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: ${{ matrix.node-version }}
-          cache: 'npm'
-      - run: npm ci
-      - name: Install Playwright Browsers
-        if: matrix.task == 'e2e'
-        run: npx playwright install --with-deps
-      - name: Run tests
-        env:
-          DATABASE_URL: postgres://postgres:password@localhost:5432/testdb
-        run: ${{ matrix.command }}
-      - uses: actions/upload-artifact@v4
-        if: matrix.task == 'unit'
-        with:
-          name: coverage-report
-          path: coverage/
-      - uses: actions/upload-artifact@v4
-        if: matrix.task == 'e2e' && failure()
-        with:
-          name: playwright-report
-          path: playwright-report/
-
-  build:
-    needs: test
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-          cache: 'npm'
-      - run: npm ci
-      - run: npm run build
-      - uses: actions/upload-artifact@v4
-        with:
-          name: next-build
-          path: .next/
-
-  deploy-staging:
-    if: github.ref != 'refs/heads/main'
-    needs: build
-    runs-on: ubuntu-latest
-    environment: staging
-    env:
-      VERCEL_ORG_ID: ${{ secrets.VERCEL_ORG_ID }}
-      VERCEL_PROJECT_ID: ${{ secrets.VERCEL_PROJECT_ID }}
-    steps:
-      - uses: actions/checkout@v4
-      - uses: vercel/actions/deploy@v1
-        with:
-          vercel-token: ${{ secrets.VERCEL_TOKEN }}
-          vercel-args: '--preview'
-
-  deploy-production:
-    if: github.ref == 'refs/heads/main'
-    needs: build
-    runs-on: ubuntu-latest
-    environment: production
-    env:
-      VERCEL_ORG_ID: ${{ secrets.VERCEL_ORG_ID }}
-      VERCEL_PROJECT_ID: ${{ secrets.VERCEL_PROJECT_ID }}
-    steps:
-      - uses: actions/checkout@v4
-      - uses: vercel/actions/deploy@v1
-        with:
-          vercel-token: ${{ secrets.VERCEL_TOKEN }}
-          production: true
\ No newline at end of file
diff --git a/evals/data/experiments/031-yaml-k8s-deployment/metrics.json b/evals/data/experiments/031-yaml-k8s-deployment/metrics.json
deleted file mode 100644
index 43215ce..0000000
--- a/evals/data/experiments/031-yaml-k8s-deployment/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "031-yaml-k8s-deployment",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:21:00.155787+00:00",
-  "format": "text/x-yaml",
-  "base_turn0": {
-    "input_tokens": 147,
-    "output_tokens": 767,
-    "latency_ms": 3931,
-    "artifact_bytes": 2303,
-    "ttft_ms": 0,
-    "ttlt_ms": 3022,
-    "median_itl_ms": 99.96
-  },
-  "aap_turn0": {
-    "input_tokens": 486,
-    "output_tokens": 939,
-    "latency_ms": 4179,
-    "artifact_bytes": 2698,
-    "ttft_ms": 0,
-    "ttlt_ms": 3562,
-    "median_itl_ms": 93.2
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Update the Deployment to use 5 replicas and add a PodDisruptionBudget with minAv",
-        "input_tokens": 937,
-        "output_tokens": 821,
-        "latency_ms": 5821,
-        "output_bytes": 2457,
-        "ttft_ms": 0,
-        "ttlt_ms": 4291,
-        "median_itl_ms": 78.78,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Add a new Secret manifest containing database credentials and update the Deploym",
-        "input_tokens": 1778,
-        "output_tokens": 943,
-        "latency_ms": 4289,
-        "output_bytes": 2889,
-        "ttft_ms": 0,
-        "ttlt_ms": 3036,
-        "median_itl_ms": 76.9,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite the Ingress to add a second host rule for api.example.com routing to a d",
-        "input_tokens": 2751,
-        "output_tokens": 1009,
-        "latency_ms": 4191,
-        "output_bytes": 3112,
-        "ttft_ms": 0,
-        "ttlt_ms": 3439,
-        "median_itl_ms": 77.05,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 5466,
-    "total_output_tokens": 2773,
-    "total_latency_ms": 14301
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Update the Deployment to use 5 replicas and add a PodDisruptionBudget with minAv",
-        "input_tokens": 2070,
-        "output_tokens": 192,
-        "latency_ms": 1928,
-        "output_bytes": 2971,
-        "ttft_ms": 0,
-        "ttlt_ms": 4,
-        "median_itl_ms": 4.79,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Add a new Secret manifest containing database credentials and update the Deploym",
-        "input_tokens": 2165,
-        "output_tokens": 396,
-        "latency_ms": 2424,
-        "output_bytes": 935,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 1.79,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite the Ingress to add a second host rule for api.example.com routing to a d",
-        "input_tokens": 1476,
-        "output_tokens": 170,
-        "latency_ms": 1534,
-        "output_bytes": 935,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 1.87,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 5711,
-    "total_output_tokens": 758,
-    "total_latency_ms": 5886,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.6666666666666666
-  },
-  "comparison": {
-    "output_token_savings_pct": 72.7,
-    "input_token_savings_pct": -4.5,
-    "latency_savings_pct": 58.8
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 147,
-        "base_output": 767,
-        "base_latency_ms": 3931,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3022,
-        "base_median_itl_ms": 99.96,
-        "aap_input": 486,
-        "aap_output": 939,
-        "aap_latency_ms": 4179,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3562,
-        "aap_median_itl_ms": 93.2
-      },
-      {
-        "turn": 1,
-        "base_input": 937,
-        "base_output": 821,
-        "base_latency_ms": 5821,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 4291,
-        "base_median_itl_ms": 78.78,
-        "aap_input": 2070,
-        "aap_output": 192,
-        "aap_latency_ms": 1928,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 4,
-        "aap_median_itl_ms": 4.79,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1778,
-        "base_output": 943,
-        "base_latency_ms": 4289,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3036,
-        "base_median_itl_ms": 76.9,
-        "aap_input": 2165,
-        "aap_output": 396,
-        "aap_latency_ms": 2424,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 1.79,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 2751,
-        "base_output": 1009,
-        "base_latency_ms": 4191,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3439,
-        "base_median_itl_ms": 77.05,
-        "aap_input": 1476,
-        "aap_output": 170,
-        "aap_latency_ms": 1534,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 1.87,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 5613,
-      "base_output": 3540,
-      "base_combined": 9153,
-      "aap_input": 6197,
-      "aap_output": 1697,
-      "aap_combined": 7894,
-      "base_latency_ms": 18232,
-      "aap_latency_ms": 10065,
-      "output_savings_pct": 52.1,
-      "input_delta_pct": 10.4,
-      "combined_savings_pct": 13.8,
-      "latency_savings_pct": 44.8
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.6465,
-        "token_f1": 0.8324,
-        "base_char_count": 2303,
-        "aap_char_count": 1787,
-        "char_delta_pct": -22.4,
-        "lines_added": 27,
-        "lines_removed": 38,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.6064,
-        "token_f1": 0.8372,
-        "base_char_count": 2457,
-        "aap_char_count": 1943,
-        "char_delta_pct": -20.9,
-        "lines_added": 55,
-        "lines_removed": 63,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0569,
-        "token_f1": 0.0319,
-        "base_char_count": 2889,
-        "aap_char_count": 768,
-        "char_delta_pct": -73.4,
-        "lines_added": 32,
-        "lines_removed": 144,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0536,
-        "token_f1": 0.0301,
-        "base_char_count": 3112,
-        "aap_char_count": 768,
-        "char_delta_pct": -75.3,
-        "lines_added": 32,
-        "lines_removed": 155,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.3408,
-    "mean_token_f1": 0.4329,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-0.yaml b/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-0.yaml
deleted file mode 100644
index d39d72c..0000000
--- a/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-0.yaml
+++ /dev/null
@@ -1,110 +0,0 @@
-<aap:target id="k8s-manifests">
-<aap:target id="configmap">
-apiVersion: v1
-kind: ConfigMap
-metadata:
-  name: <aap:target id="configmap-name">web-app-config</aap:target>
-data:
-  <aap:target id="db-url">DATABASE_URL: postgres://db.internal:5432/app</aap:target>
-  <aap:target id="cache-ttl">CACHE_TTL: "3600"</aap:target>
-  <aap:target id="log-level">LOG_LEVEL: info</aap:target>
-  <aap:target id="feature-flags">FEATURE_FLAGS: "beta_ui:true,new_api:false"</aap:target>
-</aap:target>
----
-<aap:target id="deployment">
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: <aap:target id="deployment-name">web-app</aap:target>
-spec:
-  replicas: <aap:target id="replica-count">3</aap:target>
-  strategy:
-    type: RollingUpdate
-  selector:
-    matchLabels:
-      app: web-app
-  template:
-    metadata:
-      labels:
-        app: web-app
-    spec:
-      containers:
-      - name: web-app
-        image: <aap:target id="image-version">myapp:latest</aap:target>
-        ports:
-        - containerPort: 8080
-        resources:
-          limits:
-            cpu: "500m"
-            memory: "512Mi"
-        envFrom:
-        - configMapRef:
-            name: web-app-config
-        livenessProbe:
-          httpGet:
-            path: /healthz
-            port: 8080
-        readinessProbe:
-          httpGet:
-            path: /ready
-            port: 8080
-</aap:target>
----
-<aap:target id="service">
-apiVersion: v1
-kind: Service
-metadata:
-  name: <aap:target id="service-name">web-app-svc</aap:target>
-spec:
-  type: ClusterIP
-  ports:
-  - port: 80
-    targetPort: 8080
-  selector:
-    app: web-app
-</aap:target>
----
-<aap:target id="ingress">
-apiVersion: networking.k8s.io/v1
-kind: Ingress
-metadata:
-  name: <aap:target id="ingress-name">web-app-ingress</aap:target>
-spec:
-  tls:
-  - hosts:
-    - <aap:target id="host-name">app.example.com</aap:target>
-    secretName: app-tls-secret
-  rules:
-  - host: <aap:target id="host-name-ref">app.example.com</aap:target>
-    http:
-      paths:
-      - path: /
-        pathType: Prefix
-        backend:
-          service:
-            name: web-app-svc
-            port:
-              number: 80
-</aap:target>
----
-<aap:target id="hpa">
-apiVersion: autoscaling/v2
-kind: HorizontalPodAutoscaler
-metadata:
-  name: <aap:target id="hpa-name">web-app-hpa</aap:target>
-spec:
-  scaleTargetRef:
-    apiVersion: apps/v1
-    kind: Deployment
-    name: web-app
-  minReplicas: <aap:target id="min-replicas">2</aap:target>
-  maxReplicas: <aap:target id="max-replicas">10</aap:target>
-  metrics:
-  - type: Resource
-    resource:
-      name: cpu
-      target:
-        type: Utilization
-        averageUtilization: <aap:target id="cpu-target">70</aap:target>
-</aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-1.json b/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-1.json
deleted file mode 100644
index d50d3b8..0000000
--- a/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,30 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "k8s-manifests",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "replica-count"
-      },
-      "content": "5"
-    },
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "deployment"
-      },
-      "content": "---\n<aap:target id=\"pdb\">\napiVersion: policy/v1\nkind: PodDisruptionBudget\nmetadata:\n  name: <aap:target id=\"pdb-name\">web-app-pdb</aap:target>\nspec:\n  minAvailable: <aap:target id=\"min-available\">3</aap:target>\n  selector:\n    matchLabels:\n      app: web-app\n</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-1.yaml b/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-1.yaml
deleted file mode 100644
index 9d7a9f0..0000000
--- a/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-1.yaml
+++ /dev/null
@@ -1,122 +0,0 @@
-<aap:target id="k8s-manifests">
-<aap:target id="configmap">
-apiVersion: v1
-kind: ConfigMap
-metadata:
-  name: <aap:target id="configmap-name">web-app-config</aap:target>
-data:
-  <aap:target id="db-url">DATABASE_URL: postgres://db.internal:5432/app</aap:target>
-  <aap:target id="cache-ttl">CACHE_TTL: "3600"</aap:target>
-  <aap:target id="log-level">LOG_LEVEL: info</aap:target>
-  <aap:target id="feature-flags">FEATURE_FLAGS: "beta_ui:true,new_api:false"</aap:target>
-</aap:target>
----
-<aap:target id="deployment">
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: <aap:target id="deployment-name">web-app---
-<aap:target id="pdb">
-apiVersion: policy/v1
-kind: PodDisruptionBudget
-metadata:
-  name: <aap:target id="pdb-name">web-app-pdb</aap:target>
-spec:
-  minAvailable: <aap:target id="min-available">3</aap:target>
-  selector:
-    matchLabels:
-      app: web-app
-</aap:target>
-</aap:target>
-spec:
-  replicas: <aap:target id="replica-count">5</aap:target>
-  strategy:
-    type: RollingUpdate
-  selector:
-    matchLabels:
-      app: web-app
-  template:
-    metadata:
-      labels:
-        app: web-app
-    spec:
-      containers:
-      - name: web-app
-        image: <aap:target id="image-version">myapp:latest</aap:target>
-        ports:
-        - containerPort: 8080
-        resources:
-          limits:
-            cpu: "500m"
-            memory: "512Mi"
-        envFrom:
-        - configMapRef:
-            name: web-app-config
-        livenessProbe:
-          httpGet:
-            path: /healthz
-            port: 8080
-        readinessProbe:
-          httpGet:
-            path: /ready
-            port: 8080
-</aap:target>
----
-<aap:target id="service">
-apiVersion: v1
-kind: Service
-metadata:
-  name: <aap:target id="service-name">web-app-svc</aap:target>
-spec:
-  type: ClusterIP
-  ports:
-  - port: 80
-    targetPort: 8080
-  selector:
-    app: web-app
-</aap:target>
----
-<aap:target id="ingress">
-apiVersion: networking.k8s.io/v1
-kind: Ingress
-metadata:
-  name: <aap:target id="ingress-name">web-app-ingress</aap:target>
-spec:
-  tls:
-  - hosts:
-    - <aap:target id="host-name">app.example.com</aap:target>
-    secretName: app-tls-secret
-  rules:
-  - host: <aap:target id="host-name-ref">app.example.com</aap:target>
-    http:
-      paths:
-      - path: /
-        pathType: Prefix
-        backend:
-          service:
-            name: web-app-svc
-            port:
-              number: 80
-</aap:target>
----
-<aap:target id="hpa">
-apiVersion: autoscaling/v2
-kind: HorizontalPodAutoscaler
-metadata:
-  name: <aap:target id="hpa-name">web-app-hpa</aap:target>
-spec:
-  scaleTargetRef:
-    apiVersion: apps/v1
-    kind: Deployment
-    name: web-app
-  minReplicas: <aap:target id="min-replicas">2</aap:target>
-  maxReplicas: <aap:target id="max-replicas">10</aap:target>
-  metrics:
-  - type: Resource
-    resource:
-      name: cpu
-      target:
-        type: Utilization
-        averageUtilization: <aap:target id="cpu-target">70</aap:target>
-</aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-2.json b/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-2.json
deleted file mode 100644
index e192e94..0000000
--- a/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "k8s-manifests-edit-1",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"k8s-manifests\",\n  \"version\": 2,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"insert_after\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"configmap\"\n      },\n      \"content\": \"---\\n<aap:target id=\\\"secret\\\">\\napiVersion: v1\\nkind: Secret\\nmetadata:\\n  name: <aap:target id=\\\"secret-name\\\">web-app-secret</aap:target>\\ntype: Opaque\\nstringData:\\n  <aap:target id=\\\"db-password\\\">DB_PASSWORD: supersecretpassword</aap:target>\\n</aap:target>\\n\"\n    },\n    {\n      \"op\": \"insert_after\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"db-url\"\n      },\n      \"content\": \"\\n  <aap:target id=\\\"db-user\\\">DB_USER: admin</aap:target>\"\n    },\n    {\n      \"op\": \"insert_after\",\n      \"target\": {\n        \"type\": \"pointer\",\n        \"value\": \"/spec/template/spec/containers/0/envFrom/0\"\n      },\n      \"content\": \"\\n        - secretRef:\\n            name: web-app-secret\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-2.yaml b/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-2.yaml
deleted file mode 100644
index c9169ae..0000000
--- a/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-2.yaml
+++ /dev/null
@@ -1,32 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "k8s-manifests",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "configmap"
-      },
-      "content": "---\n<aap:target id=\"secret\">\napiVersion: v1\nkind: Secret\nmetadata:\n  name: <aap:target id=\"secret-name\">web-app-secret</aap:target>\ntype: Opaque\nstringData:\n  <aap:target id=\"db-password\">DB_PASSWORD: supersecretpassword</aap:target>\n</aap:target>\n"
-    },
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "db-url"
-      },
-      "content": "\n  <aap:target id=\"db-user\">DB_USER: admin</aap:target>"
-    },
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "pointer",
-        "value": "/spec/template/spec/containers/0/envFrom/0"
-      },
-      "content": "\n        - secretRef:\n            name: web-app-secret"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-3.json b/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-3.json
deleted file mode 100644
index c05758c..0000000
--- a/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "k8s-manifests",
-  "version": 3,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "web-ingress-rules"
-      },
-      "content": "    - host: api.example.com\n      http:\n        paths:\n        - path: /\n          pathType: Prefix\n          backend:\n            service:\n              name: <aap:target id=\"api-service-name\">api-service</aap:target>\n              port:\n                number: <aap:target id=\"api-service-port\">8081</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-3.yaml b/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-3.yaml
deleted file mode 100644
index c9169ae..0000000
--- a/evals/data/experiments/031-yaml-k8s-deployment/outputs/aap/turn-3.yaml
+++ /dev/null
@@ -1,32 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "k8s-manifests",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "configmap"
-      },
-      "content": "---\n<aap:target id=\"secret\">\napiVersion: v1\nkind: Secret\nmetadata:\n  name: <aap:target id=\"secret-name\">web-app-secret</aap:target>\ntype: Opaque\nstringData:\n  <aap:target id=\"db-password\">DB_PASSWORD: supersecretpassword</aap:target>\n</aap:target>\n"
-    },
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "db-url"
-      },
-      "content": "\n  <aap:target id=\"db-user\">DB_USER: admin</aap:target>"
-    },
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "pointer",
-        "value": "/spec/template/spec/containers/0/envFrom/0"
-      },
-      "content": "\n        - secretRef:\n            name: web-app-secret"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/031-yaml-k8s-deployment/outputs/base/turn-0.yaml b/evals/data/experiments/031-yaml-k8s-deployment/outputs/base/turn-0.yaml
deleted file mode 100644
index 3dd30b5..0000000
--- a/evals/data/experiments/031-yaml-k8s-deployment/outputs/base/turn-0.yaml
+++ /dev/null
@@ -1,121 +0,0 @@
-apiVersion: v1
-kind: ConfigMap
-metadata:
-  name: web-app-config
-data:
-  DATABASE_URL: "postgres://db.example.com:5432/app"
-  CACHE_TTL: "3600"
-  LOG_LEVEL: "info"
-  ENABLE_FEATURE_X: "true"
----
-apiVersion: v1
-kind: Secret
-metadata:
-  name: web-app-secrets
-type: Opaque
-stringData:
-  API_KEY: "super-secret-key"
----
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: web-app
-spec:
-  replicas: 3
-  selector:
-    matchLabels:
-      app: web-app
-  strategy:
-    type: RollingUpdate
-    rollingUpdate:
-      maxSurge: 1
-      maxUnavailable: 0
-  template:
-    metadata:
-      labels:
-        app: web-app
-    spec:
-      containers:
-      - name: web-app
-        image: my-registry/web-app:latest
-        ports:
-        - containerPort: 8080
-        envFrom:
-        - configMapRef:
-            name: web-app-config
-        - secretRef:
-            name: web-app-secrets
-        resources:
-          limits:
-            cpu: "500m"
-            memory: "512Mi"
-          requests:
-            cpu: "250m"
-            memory: "256Mi"
-        livenessProbe:
-          httpGet:
-            path: /health/live
-            port: 8080
-          initialDelaySeconds: 15
-          periodSeconds: 20
-        readinessProbe:
-          httpGet:
-            path: /health/ready
-            port: 8080
-          initialDelaySeconds: 5
-          periodSeconds: 10
----
-apiVersion: v1
-kind: Service
-metadata:
-  name: web-app-service
-spec:
-  type: ClusterIP
-  selector:
-    app: web-app
-  ports:
-  - port: 80
-    targetPort: 8080
-    protocol: TCP
----
-apiVersion: networking.k8s.io/v1
-kind: Ingress
-metadata:
-  name: web-app-ingress
-  annotations:
-    kubernetes.io/ingress.class: nginx
-spec:
-  tls:
-  - hosts:
-    - app.example.com
-    secretName: app-tls-secret
-  rules:
-  - host: app.example.com
-    http:
-      paths:
-      - path: /api
-        pathType: Prefix
-        backend:
-          service:
-            name: web-app-service
-            port:
-              number: 80
----
-apiVersion: autoscaling/v2
-kind: HorizontalPodAutoscaler
-metadata:
-  name: web-app-hpa
-spec:
-  scaleTargetRef:
-    apiVersion: apps/v1
-    kind: Deployment
-    name: web-app
-  minReplicas: 2
-  maxReplicas: 10
-  metrics:
-  - type: Resource
-    resource:
-      name: cpu
-      target:
-        type: Utilization
-        averageUtilization: 70
\ No newline at end of file
diff --git a/evals/data/experiments/031-yaml-k8s-deployment/outputs/base/turn-1.yaml b/evals/data/experiments/031-yaml-k8s-deployment/outputs/base/turn-1.yaml
deleted file mode 100644
index ca36cdb..0000000
--- a/evals/data/experiments/031-yaml-k8s-deployment/outputs/base/turn-1.yaml
+++ /dev/null
@@ -1,131 +0,0 @@
-apiVersion: v1
-kind: ConfigMap
-metadata:
-  name: web-app-config
-data:
-  DATABASE_URL: "postgres://db.example.com:5432/app"
-  CACHE_TTL: "3600"
-  LOG_LEVEL: "info"
-  ENABLE_FEATURE_X: "true"
----
-apiVersion: v1
-kind: Secret
-metadata:
-  name: web-app-secrets
-type: Opaque
-stringData:
-  API_KEY: "super-secret-key"
----
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: web-app
-spec:
-  replicas: 5
-  selector:
-    matchLabels:
-      app: web-app
-  strategy:
-    type: RollingUpdate
-    rollingUpdate:
-      maxSurge: 1
-      maxUnavailable: 0
-  template:
-    metadata:
-      labels:
-        app: web-app
-    spec:
-      containers:
-      - name: web-app
-        image: my-registry/web-app:latest
-        ports:
-        - containerPort: 8080
-        envFrom:
-        - configMapRef:
-            name: web-app-config
-        - secretRef:
-            name: web-app-secrets
-        resources:
-          limits:
-            cpu: "500m"
-            memory: "512Mi"
-          requests:
-            cpu: "250m"
-            memory: "256Mi"
-        livenessProbe:
-          httpGet:
-            path: /health/live
-            port: 8080
-          initialDelaySeconds: 15
-          periodSeconds: 20
-        readinessProbe:
-          httpGet:
-            path: /health/ready
-            port: 8080
-          initialDelaySeconds: 5
-          periodSeconds: 10
----
-apiVersion: policy/v1
-kind: PodDisruptionBudget
-metadata:
-  name: web-app-pdb
-spec:
-  minAvailable: 3
-  selector:
-    matchLabels:
-      app: web-app
----
-apiVersion: v1
-kind: Service
-metadata:
-  name: web-app-service
-spec:
-  type: ClusterIP
-  selector:
-    app: web-app
-  ports:
-  - port: 80
-    targetPort: 8080
-    protocol: TCP
----
-apiVersion: networking.k8s.io/v1
-kind: Ingress
-metadata:
-  name: web-app-ingress
-  annotations:
-    kubernetes.io/ingress.class: nginx
-spec:
-  tls:
-  - hosts:
-    - app.example.com
-    secretName: app-tls-secret
-  rules:
-  - host: app.example.com
-    http:
-      paths:
-      - path: /api
-        pathType: Prefix
-        backend:
-          service:
-            name: web-app-service
-            port:
-              number: 80
----
-apiVersion: autoscaling/v2
-kind: HorizontalPodAutoscaler
-metadata:
-  name: web-app-hpa
-spec:
-  scaleTargetRef:
-    apiVersion: apps/v1
-    kind: Deployment
-    name: web-app
-  minReplicas: 2
-  maxReplicas: 10
-  metrics:
-  - type: Resource
-    resource:
-      name: cpu
-      target:
-        type: Utilization
-        averageUtilization: 70
\ No newline at end of file
diff --git a/evals/data/experiments/031-yaml-k8s-deployment/outputs/base/turn-2.yaml b/evals/data/experiments/031-yaml-k8s-deployment/outputs/base/turn-2.yaml
deleted file mode 100644
index f189ebc..0000000
--- a/evals/data/experiments/031-yaml-k8s-deployment/outputs/base/turn-2.yaml
+++ /dev/null
@@ -1,151 +0,0 @@
-apiVersion: v1
-kind: ConfigMap
-metadata:
-  name: web-app-config
-data:
-  DATABASE_URL: "postgres://db.example.com:5432/app"
-  CACHE_TTL: "3600"
-  LOG_LEVEL: "info"
-  ENABLE_FEATURE_X: "true"
----
-apiVersion: v1
-kind: Secret
-metadata:
-  name: web-app-secrets
-type: Opaque
-stringData:
-  API_KEY: "super-secret-key"
----
-apiVersion: v1
-kind: Secret
-metadata:
-  name: db-credentials
-type: Opaque
-stringData:
-  DB_USER: "admin"
-  DB_PASSWORD: "change-me-password"
----
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: web-app
-spec:
-  replicas: 5
-  selector:
-    matchLabels:
-      app: web-app
-  strategy:
-    type: RollingUpdate
-    rollingUpdate:
-      maxSurge: 1
-      maxUnavailable: 0
-  template:
-    metadata:
-      labels:
-        app: web-app
-    spec:
-      containers:
-      - name: web-app
-        image: my-registry/web-app:latest
-        ports:
-        - containerPort: 8080
-        envFrom:
-        - configMapRef:
-            name: web-app-config
-        - secretRef:
-            name: web-app-secrets
-        env:
-        - name: DB_USER
-          valueFrom:
-            secretKeyRef:
-              name: db-credentials
-              key: DB_USER
-        - name: DB_PASSWORD
-          valueFrom:
-            secretKeyRef:
-              name: db-credentials
-              key: DB_PASSWORD
-        resources:
-          limits:
-            cpu: "500m"
-            memory: "512Mi"
-          requests:
-            cpu: "250m"
-            memory: "256Mi"
-        livenessProbe:
-          httpGet:
-            path: /health/live
-            port: 8080
-          initialDelaySeconds: 15
-          periodSeconds: 20
-        readinessProbe:
-          httpGet:
-            path: /health/ready
-            port: 8080
-          initialDelaySeconds: 5
-          periodSeconds: 10
----
-apiVersion: policy/v1
-kind: PodDisruptionBudget
-metadata:
-  name: web-app-pdb
-spec:
-  minAvailable: 3
-  selector:
-    matchLabels:
-      app: web-app
----
-apiVersion: v1
-kind: Service
-metadata:
-  name: web-app-service
-spec:
-  type: ClusterIP
-  selector:
-    app: web-app
-  ports:
-  - port: 80
-    targetPort: 8080
-    protocol: TCP
----
-apiVersion: networking.k8s.io/v1
-kind: Ingress
-metadata:
-  name: web-app-ingress
-  annotations:
-    kubernetes.io/ingress.class: nginx
-spec:
-  tls:
-  - hosts:
-    - app.example.com
-    secretName: app-tls-secret
-  rules:
-  - host: app.example.com
-    http:
-      paths:
-      - path: /api
-        pathType: Prefix
-        backend:
-          service:
-            name: web-app-service
-            port:
-              number: 80
----
-apiVersion: autoscaling/v2
-kind: HorizontalPodAutoscaler
-metadata:
-  name: web-app-hpa
-spec:
-  scaleTargetRef:
-    apiVersion: apps/v1
-    kind: Deployment
-    name: web-app
-  minReplicas: 2
-  maxReplicas: 10
-  metrics:
-  - type: Resource
-    resource:
-      name: cpu
-      target:
-        type: Utilization
-        averageUtilization: 70
\ No newline at end of file
diff --git a/evals/data/experiments/031-yaml-k8s-deployment/outputs/base/turn-3.yaml b/evals/data/experiments/031-yaml-k8s-deployment/outputs/base/turn-3.yaml
deleted file mode 100644
index 8c6b247..0000000
--- a/evals/data/experiments/031-yaml-k8s-deployment/outputs/base/turn-3.yaml
+++ /dev/null
@@ -1,162 +0,0 @@
-apiVersion: v1
-kind: ConfigMap
-metadata:
-  name: web-app-config
-data:
-  DATABASE_URL: "postgres://db.example.com:5432/app"
-  CACHE_TTL: "3600"
-  LOG_LEVEL: "info"
-  ENABLE_FEATURE_X: "true"
----
-apiVersion: v1
-kind: Secret
-metadata:
-  name: web-app-secrets
-type: Opaque
-stringData:
-  API_KEY: "super-secret-key"
----
-apiVersion: v1
-kind: Secret
-metadata:
-  name: db-credentials
-type: Opaque
-stringData:
-  DB_USER: "admin"
-  DB_PASSWORD: "change-me-password"
----
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: web-app
-spec:
-  replicas: 5
-  selector:
-    matchLabels:
-      app: web-app
-  strategy:
-    type: RollingUpdate
-    rollingUpdate:
-      maxSurge: 1
-      maxUnavailable: 0
-  template:
-    metadata:
-      labels:
-        app: web-app
-    spec:
-      containers:
-      - name: web-app
-        image: my-registry/web-app:latest
-        ports:
-        - containerPort: 8080
-        envFrom:
-        - configMapRef:
-            name: web-app-config
-        - secretRef:
-            name: web-app-secrets
-        env:
-        - name: DB_USER
-          valueFrom:
-            secretKeyRef:
-              name: db-credentials
-              key: DB_USER
-        - name: DB_PASSWORD
-          valueFrom:
-            secretKeyRef:
-              name: db-credentials
-              key: DB_PASSWORD
-        resources:
-          limits:
-            cpu: "500m"
-            memory: "512Mi"
-          requests:
-            cpu: "250m"
-            memory: "256Mi"
-        livenessProbe:
-          httpGet:
-            path: /health/live
-            port: 8080
-          initialDelaySeconds: 15
-          periodSeconds: 20
-        readinessProbe:
-          httpGet:
-            path: /health/ready
-            port: 8080
-          initialDelaySeconds: 5
-          periodSeconds: 10
----
-apiVersion: policy/v1
-kind: PodDisruptionBudget
-metadata:
-  name: web-app-pdb
-spec:
-  minAvailable: 3
-  selector:
-    matchLabels:
-      app: web-app
----
-apiVersion: v1
-kind: Service
-metadata:
-  name: web-app-service
-spec:
-  type: ClusterIP
-  selector:
-    app: web-app
-  ports:
-  - port: 80
-    targetPort: 8080
-    protocol: TCP
----
-apiVersion: networking.k8s.io/v1
-kind: Ingress
-metadata:
-  name: web-app-ingress
-  annotations:
-    kubernetes.io/ingress.class: nginx
-spec:
-  tls:
-  - hosts:
-    - app.example.com
-    - api.example.com
-    secretName: app-tls-secret
-  rules:
-  - host: app.example.com
-    http:
-      paths:
-      - path: /api
-        pathType: Prefix
-        backend:
-          service:
-            name: web-app-service
-            port:
-              number: 80
-  - host: api.example.com
-    http:
-      paths:
-      - path: /
-        pathType: Prefix
-        backend:
-          service:
-            name: api-service
-            port:
-              number: 8081
----
-apiVersion: autoscaling/v2
-kind: HorizontalPodAutoscaler
-metadata:
-  name: web-app-hpa
-spec:
-  scaleTargetRef:
-    apiVersion: apps/v1
-    kind: Deployment
-    name: web-app
-  minReplicas: 2
-  maxReplicas: 10
-  metrics:
-  - type: Resource
-    resource:
-      name: cpu
-      target:
-        type: Utilization
-        averageUtilization: 70
\ No newline at end of file
diff --git a/evals/data/experiments/041-rust-cli-file-processor/metrics.json b/evals/data/experiments/041-rust-cli-file-processor/metrics.json
deleted file mode 100644
index 50b608a..0000000
--- a/evals/data/experiments/041-rust-cli-file-processor/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "041-rust-cli-file-processor",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:21:32.893520+00:00",
-  "format": "text/x-rust",
-  "base_turn0": {
-    "input_tokens": 136,
-    "output_tokens": 1283,
-    "latency_ms": 5723,
-    "artifact_bytes": 4147,
-    "ttft_ms": 0,
-    "ttlt_ms": 4920,
-    "median_itl_ms": 91.27
-  },
-  "aap_turn0": {
-    "input_tokens": 475,
-    "output_tokens": 791,
-    "latency_ms": 3770,
-    "artifact_bytes": 2552,
-    "ttft_ms": 0,
-    "ttlt_ms": 3060,
-    "median_itl_ms": 99.13
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new --head flag to the CLI that shows only the first N rows of output, def",
-        "input_tokens": 1445,
-        "output_tokens": 1018,
-        "latency_ms": 4365,
-        "output_bytes": 3191,
-        "ttft_ms": 0,
-        "ttlt_ms": 3580,
-        "median_itl_ms": 91.75,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the output section to add a Markdown table formatter that generates GitH",
-        "input_tokens": 2482,
-        "output_tokens": 1031,
-        "latency_ms": 4465,
-        "output_bytes": 3350,
-        "ttft_ms": 0,
-        "ttlt_ms": 3675,
-        "median_itl_ms": 82.29,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new aggregation mode 'distinct' that counts unique values in a specified c",
-        "input_tokens": 3537,
-        "output_tokens": 1311,
-        "latency_ms": 4765,
-        "output_bytes": 4305,
-        "ttft_ms": 0,
-        "ttlt_ms": 4194,
-        "median_itl_ms": 78.49,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 7464,
-    "total_output_tokens": 3360,
-    "total_latency_ms": 13595
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new --head flag to the CLI that shows only the first N rows of output, def",
-        "input_tokens": 1925,
-        "output_tokens": 94,
-        "latency_ms": 1354,
-        "output_bytes": 2552,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.55,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the output section to add a Markdown table formatter that generates GitH",
-        "input_tokens": 1918,
-        "output_tokens": 613,
-        "latency_ms": 3345,
-        "output_bytes": 3528,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 2.88,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new aggregation mode 'distinct' that counts unique values in a specified c",
-        "input_tokens": 2178,
-        "output_tokens": 1238,
-        "latency_ms": 6068,
-        "output_bytes": 3840,
-        "ttft_ms": 0,
-        "ttlt_ms": 16,
-        "median_itl_ms": 16.15,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 6021,
-    "total_output_tokens": 1945,
-    "total_latency_ms": 10767,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.6666666666666666
-  },
-  "comparison": {
-    "output_token_savings_pct": 42.1,
-    "input_token_savings_pct": 19.3,
-    "latency_savings_pct": 20.8
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 136,
-        "base_output": 1283,
-        "base_latency_ms": 5723,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 4920,
-        "base_median_itl_ms": 91.27,
-        "aap_input": 475,
-        "aap_output": 791,
-        "aap_latency_ms": 3770,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3060,
-        "aap_median_itl_ms": 99.13
-      },
-      {
-        "turn": 1,
-        "base_input": 1445,
-        "base_output": 1018,
-        "base_latency_ms": 4365,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3580,
-        "base_median_itl_ms": 91.75,
-        "aap_input": 1925,
-        "aap_output": 94,
-        "aap_latency_ms": 1354,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.55,
-        "envelope_name": "edit",
-        "apply_ok": false
-      },
-      {
-        "turn": 2,
-        "base_input": 2482,
-        "base_output": 1031,
-        "base_latency_ms": 4465,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3675,
-        "base_median_itl_ms": 82.29,
-        "aap_input": 1918,
-        "aap_output": 613,
-        "aap_latency_ms": 3345,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 2.88,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 3537,
-        "base_output": 1311,
-        "base_latency_ms": 4765,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 4194,
-        "base_median_itl_ms": 78.49,
-        "aap_input": 2178,
-        "aap_output": 1238,
-        "aap_latency_ms": 6068,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 16,
-        "aap_median_itl_ms": 16.15,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 7600,
-      "base_output": 4643,
-      "base_combined": 12243,
-      "aap_input": 6496,
-      "aap_output": 2736,
-      "aap_combined": 9232,
-      "base_latency_ms": 19318,
-      "aap_latency_ms": 14537,
-      "output_savings_pct": 41.1,
-      "input_delta_pct": -14.5,
-      "combined_savings_pct": 24.6,
-      "latency_savings_pct": 24.7
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.3383,
-        "token_f1": 0.5351,
-        "base_char_count": 4147,
-        "aap_char_count": 2351,
-        "char_delta_pct": -43.3,
-        "lines_added": 58,
-        "lines_removed": 93,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.3879,
-        "token_f1": 0.5916,
-        "base_char_count": 3191,
-        "aap_char_count": 2351,
-        "char_delta_pct": -26.3,
-        "lines_added": 60,
-        "lines_removed": 67,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.3819,
-        "token_f1": 0.6747,
-        "base_char_count": 3350,
-        "aap_char_count": 3327,
-        "char_delta_pct": -0.7,
-        "lines_added": 81,
-        "lines_removed": 70,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.2222,
-        "token_f1": 0.3665,
-        "base_char_count": 4305,
-        "aap_char_count": 3840,
-        "char_delta_pct": -10.8,
-        "lines_added": 30,
-        "lines_removed": 126,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.3326,
-    "mean_token_f1": 0.542,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-0.rs b/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-0.rs
deleted file mode 100644
index 10eae6e..0000000
--- a/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-0.rs
+++ /dev/null
@@ -1,107 +0,0 @@
-<aap:target id="root">
-use clap::{Parser, ValueEnum};
-use serde::{Deserialize, Serialize};
-use std::path::PathBuf;
-use thiserror::Error;
-
-<aap:target id="error-handling">
-#[derive(Error, Debug)]
-pub enum CliError {
-    #[error("IO error: {0}")]
-    Io(#[from] std::io::Error),
-    #[error("CSV error: {0}")]
-    Csv(#[from] csv::Error),
-    #[error("Serialization error: {0}")]
-    Serialization(#[from] serde_json::Error),
-    #[error("Invalid arguments: {0}")]
-    InvalidArgs(String),
-}
-</aap:target>
-
-#[derive(Copy, Clone, PartialEq, Eq, PartialOrd, Ord, ValueEnum)]
-pub enum OutputFormat {
-    Table,
-    Json,
-    Csv,
-}
-
-<aap:target id="cli-definition">
-#[derive(Parser)]
-#[command(author, version, about = "CSV Processor")]
-pub struct Cli {
-    #[arg(short, long)]
-    pub input: PathBuf,
-
-    #[arg(short, long, value_enum, default_value_t = OutputFormat::Table)]
-    pub format: OutputFormat,
-
-    #[arg(short, long, value_delimiter = ',')]
-    pub columns: Option<Vec<String>>,
-
-    #[arg(long)]
-    pub filter: Option<String>,
-
-    #[arg(long)]
-    pub sort_by: Option<String>,
-
-    #[arg(short, long)]
-    pub limit: Option<usize>,
-}
-</aap:target>
-
-<aap:target id="processor">
-pub struct Processor;
-
-impl Processor {
-    pub fn process(args: Cli) -> Result<(), CliError> {
-        let mut reader = csv::Reader::from_path(&args.input)?;
-        let headers: Vec<String> = reader.headers()?.iter().map(|s| s.to_string()).collect();
-        
-        let mut records: Vec<serde_json::Value> = reader
-            .deserialize()
-            .collect::<Result<Vec<serde_json::Value>, _>>()?;
-
-        // Apply column selection
-        if let Some(cols) = args.columns {
-            records = records.into_iter().map(|mut r| {
-                let obj = r.as_object_mut().unwrap();
-                obj.retain(|k, _| cols.contains(k));
-                r
-            }).collect();
-        }
-
-        // Sorting
-        if let Some(col) = args.sort_by {
-            records.sort_by(|a, b| {
-                a.get(&col).partial_cmp(&b.get(&col)).unwrap()
-            });
-        }
-
-        // Limit
-        if let Some(l) = args.limit {
-            records.truncate(l);
-        }
-
-        Ok(())
-    }
-}
-</aap:target>
-
-<aap:target id="tests">
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn test_parsing() {
-        let cli = Cli::try_parse_from(&["bin", "-i", "test.csv"]);
-        assert!(cli.is_ok());
-    }
-}
-</aap:target>
-
-fn main() -> Result<(), CliError> {
-    let args = Cli::parse();
-    Processor::process(args)
-}
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-1.json b/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-1.json
deleted file mode 100644
index 1e09256..0000000
--- a/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "root",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "limit"
-      },
-      "content": "    #[arg(long, default_value_t = 10)]\n    pub head: usize,\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-1.rs b/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-1.rs
deleted file mode 100644
index 10eae6e..0000000
--- a/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-1.rs
+++ /dev/null
@@ -1,107 +0,0 @@
-<aap:target id="root">
-use clap::{Parser, ValueEnum};
-use serde::{Deserialize, Serialize};
-use std::path::PathBuf;
-use thiserror::Error;
-
-<aap:target id="error-handling">
-#[derive(Error, Debug)]
-pub enum CliError {
-    #[error("IO error: {0}")]
-    Io(#[from] std::io::Error),
-    #[error("CSV error: {0}")]
-    Csv(#[from] csv::Error),
-    #[error("Serialization error: {0}")]
-    Serialization(#[from] serde_json::Error),
-    #[error("Invalid arguments: {0}")]
-    InvalidArgs(String),
-}
-</aap:target>
-
-#[derive(Copy, Clone, PartialEq, Eq, PartialOrd, Ord, ValueEnum)]
-pub enum OutputFormat {
-    Table,
-    Json,
-    Csv,
-}
-
-<aap:target id="cli-definition">
-#[derive(Parser)]
-#[command(author, version, about = "CSV Processor")]
-pub struct Cli {
-    #[arg(short, long)]
-    pub input: PathBuf,
-
-    #[arg(short, long, value_enum, default_value_t = OutputFormat::Table)]
-    pub format: OutputFormat,
-
-    #[arg(short, long, value_delimiter = ',')]
-    pub columns: Option<Vec<String>>,
-
-    #[arg(long)]
-    pub filter: Option<String>,
-
-    #[arg(long)]
-    pub sort_by: Option<String>,
-
-    #[arg(short, long)]
-    pub limit: Option<usize>,
-}
-</aap:target>
-
-<aap:target id="processor">
-pub struct Processor;
-
-impl Processor {
-    pub fn process(args: Cli) -> Result<(), CliError> {
-        let mut reader = csv::Reader::from_path(&args.input)?;
-        let headers: Vec<String> = reader.headers()?.iter().map(|s| s.to_string()).collect();
-        
-        let mut records: Vec<serde_json::Value> = reader
-            .deserialize()
-            .collect::<Result<Vec<serde_json::Value>, _>>()?;
-
-        // Apply column selection
-        if let Some(cols) = args.columns {
-            records = records.into_iter().map(|mut r| {
-                let obj = r.as_object_mut().unwrap();
-                obj.retain(|k, _| cols.contains(k));
-                r
-            }).collect();
-        }
-
-        // Sorting
-        if let Some(col) = args.sort_by {
-            records.sort_by(|a, b| {
-                a.get(&col).partial_cmp(&b.get(&col)).unwrap()
-            });
-        }
-
-        // Limit
-        if let Some(l) = args.limit {
-            records.truncate(l);
-        }
-
-        Ok(())
-    }
-}
-</aap:target>
-
-<aap:target id="tests">
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn test_parsing() {
-        let cli = Cli::try_parse_from(&["bin", "-i", "test.csv"]);
-        assert!(cli.is_ok());
-    }
-}
-</aap:target>
-
-fn main() -> Result<(), CliError> {
-    let args = Cli::parse();
-    Processor::process(args)
-}
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-2.json b/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-2.json
deleted file mode 100644
index 67274d6..0000000
--- a/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "csv-processor-artifact",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "processor"
-      },
-      "content": "    pub fn process(args: Cli) -> Result<(), CliError> {\n        let mut reader = csv::Reader::from_path(&args.input)?;\n        let headers: Vec<String> = reader.headers()?.iter().map(|s| s.to_string()).collect();\n        \n        let mut records: Vec<serde_json::Value> = reader\n            .deserialize()\n            .collect::<Result<Vec<serde_json::Value>, _>>()?;\n\n        // Apply column selection\n        let columns = args.columns.unwrap_or(headers);\n        records = records.into_iter().map(|mut r| {\n            let obj = r.as_object_mut().unwrap();\n            obj.retain(|k, _| columns.contains(k));\n            r\n        }).collect();\n\n        // Sorting\n        if let Some(col) = args.sort_by {\n            records.sort_by(|a, b| {\n                a.get(&col).partial_cmp(&b.get(&col)).unwrap_or(std::cmp::Ordering::Equal)\n            });\n        }\n\n        // Limit\n        if let Some(l) = args.limit {\n            records.truncate(l);\n        }\n\n        // Output\n        match args.format {\n            OutputFormat::Json => println!(\"{}\", serde_json::to_string_pretty(&records)?),\n            OutputFormat::Csv => {\n                let mut wtr = csv::Writer::from_writer(std::io::stdout());\n                wtr.write_record(&columns)?;\n                for rec in records {\n                    let row: Vec<String> = columns.iter().map(|c| rec[c].as_str().unwrap_or(\"\").to_string()).collect();\n                    wtr.write_record(&row)?;\n                }\n                wtr.flush()?;\n            }\n            OutputFormat::Table => {\n                println!(\"| {} |\", columns.join(\" | \"));\n                println!(\"| {} |\", columns.iter().map(|_| \"---\").collect::<Vec<_>>().join(\" | \"));\n                for rec in records {\n                    let row: Vec<String> = columns.iter().map(|c| rec[c].as_str().unwrap_or(\"\").to_string()).collect();\n                    println!(\"| {} |\", row.join(\" | \"));\n                }\n            }\n        }\n\n        Ok(())\n    }\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-2.rs b/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-2.rs
deleted file mode 100644
index 443d7d1..0000000
--- a/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-2.rs
+++ /dev/null
@@ -1,123 +0,0 @@
-<aap:target id="root">
-use clap::{Parser, ValueEnum};
-use serde::{Deserialize, Serialize};
-use std::path::PathBuf;
-use thiserror::Error;
-
-<aap:target id="error-handling">
-#[derive(Error, Debug)]
-pub enum CliError {
-    #[error("IO error: {0}")]
-    Io(#[from] std::io::Error),
-    #[error("CSV error: {0}")]
-    Csv(#[from] csv::Error),
-    #[error("Serialization error: {0}")]
-    Serialization(#[from] serde_json::Error),
-    #[error("Invalid arguments: {0}")]
-    InvalidArgs(String),
-}
-</aap:target>
-
-#[derive(Copy, Clone, PartialEq, Eq, PartialOrd, Ord, ValueEnum)]
-pub enum OutputFormat {
-    Table,
-    Json,
-    Csv,
-}
-
-<aap:target id="cli-definition">
-#[derive(Parser)]
-#[command(author, version, about = "CSV Processor")]
-pub struct Cli {
-    #[arg(short, long)]
-    pub input: PathBuf,
-
-    #[arg(short, long, value_enum, default_value_t = OutputFormat::Table)]
-    pub format: OutputFormat,
-
-    #[arg(short, long, value_delimiter = ',')]
-    pub columns: Option<Vec<String>>,
-
-    #[arg(long)]
-    pub filter: Option<String>,
-
-    #[arg(long)]
-    pub sort_by: Option<String>,
-
-    #[arg(short, long)]
-    pub limit: Option<usize>,
-}
-</aap:target>
-
-<aap:target id="processor">    pub fn process(args: Cli) -> Result<(), CliError> {
-        let mut reader = csv::Reader::from_path(&args.input)?;
-        let headers: Vec<String> = reader.headers()?.iter().map(|s| s.to_string()).collect();
-        
-        let mut records: Vec<serde_json::Value> = reader
-            .deserialize()
-            .collect::<Result<Vec<serde_json::Value>, _>>()?;
-
-        // Apply column selection
-        let columns = args.columns.unwrap_or(headers);
-        records = records.into_iter().map(|mut r| {
-            let obj = r.as_object_mut().unwrap();
-            obj.retain(|k, _| columns.contains(k));
-            r
-        }).collect();
-
-        // Sorting
-        if let Some(col) = args.sort_by {
-            records.sort_by(|a, b| {
-                a.get(&col).partial_cmp(&b.get(&col)).unwrap_or(std::cmp::Ordering::Equal)
-            });
-        }
-
-        // Limit
-        if let Some(l) = args.limit {
-            records.truncate(l);
-        }
-
-        // Output
-        match args.format {
-            OutputFormat::Json => println!("{}", serde_json::to_string_pretty(&records)?),
-            OutputFormat::Csv => {
-                let mut wtr = csv::Writer::from_writer(std::io::stdout());
-                wtr.write_record(&columns)?;
-                for rec in records {
-                    let row: Vec<String> = columns.iter().map(|c| rec[c].as_str().unwrap_or("").to_string()).collect();
-                    wtr.write_record(&row)?;
-                }
-                wtr.flush()?;
-            }
-            OutputFormat::Table => {
-                println!("| {} |", columns.join(" | "));
-                println!("| {} |", columns.iter().map(|_| "---").collect::<Vec<_>>().join(" | "));
-                for rec in records {
-                    let row: Vec<String> = columns.iter().map(|c| rec[c].as_str().unwrap_or("").to_string()).collect();
-                    println!("| {} |", row.join(" | "));
-                }
-            }
-        }
-
-        Ok(())
-    }
-</aap:target>
-
-<aap:target id="tests">
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn test_parsing() {
-        let cli = Cli::try_parse_from(&["bin", "-i", "test.csv"]);
-        assert!(cli.is_ok());
-    }
-}
-</aap:target>
-
-fn main() -> Result<(), CliError> {
-    let args = Cli::parse();
-    Processor::process(args)
-}
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-3.json b/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-3.json
deleted file mode 100644
index f0b3f4a..0000000
--- a/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "processor-update",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"artifact-id\",\n  \"version\": 1,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"insert_after\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"cli-definition\"\n      },\n      \"content\": \"\\n#[derive(Parser)]\\n#[command(author, version, about = \\\"CSV Processor\\\")]\\npub struct Cli {\\n    #[arg(short, long)]\\n    pub input: PathBuf,\\n\\n    #[arg(short, long, value_enum, default_value_t = OutputFormat::Table)]\\n    pub format: OutputFormat,\\n\\n    #[arg(short, long, value_delimiter = ',')]\\n    pub columns: Option<Vec<String>>,\\n\\n    #[arg(long)]\\n    pub filter: Option<String>,\\n\\n    #[arg(long)]\\n    pub sort_by: Option<String>,\\n\\n    #[arg(short, long)]\\n    pub limit: Option<usize>,\\n\\n    #[arg(long)]\\n    pub distinct: Option<String>,\\n}\\n\"\n    },\n    {\n      \"op\": \"delete\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"cli-definition\"\n      }\n    },\n    {\n      \"op\": \"replace\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"processor\"\n      },\n      \"content\": \"    pub fn process(args: Cli) -> Result<(), CliError> {\\n        let mut reader = csv::Reader::from_path(&args.input)?;\\n        let headers: Vec<String> = reader.headers()?.iter().map(|s| s.to_string()).collect();\\n        \\n        let mut records: Vec<serde_json::Value> = reader\\n            .deserialize()\\n            .collect::<Result<Vec<serde_json::Value>, _>>()?;\\n\\n        if let Some(col) = args.distinct {\\n            use std::collections::HashMap;\\n            let mut counts = HashMap::new();\\n            for rec in &records {\\n                if let Some(val) = rec.get(&col) {\\n                    *counts.entry(val.to_string()).or_insert(0) += 1;\\n                }\\n            }\\n            let mut sorted: Vec<_> = counts.into_iter().collect();\\n            sorted.sort_by(|a, b| b.1.cmp(&a.1).then_with(|| a.0.cmp(&b.0)));\\n            println!(\\\"| Value | Count |\\\");\\n            println!(\\\"| --- | --- |\\\");\\n            for (val, count) in sorted {\\n                println!(\\\"| {} | {} |\\\", val, count);\\n            }\\n            return Ok(());\\n        }\\n\\n        // Apply column selection\\n        let columns = args.columns.unwrap_or(headers);\\n        records = records.into_iter().map(|mut r| {\\n            let obj = r.as_object_mut().unwrap();\\n            obj.retain(|k, _| columns.contains(k));\\n            r\\n        }).collect();\\n\\n        // Sorting\\n        if let Some(col) = args.sort_by {\\n            records.sort_by(|a, b| {\\n                a.get(&col).partial_cmp(&b.get(&col)).unwrap_or(std::cmp::Ordering::Equal)\\n            });\\n        }\\n\\n        // Limit\\n        if let Some(l) = args.limit {\\n            records.truncate(l);\\n        }\\n\\n        // Output\\n        match args.format {\\n            OutputFormat::Json => println!(\\\"{}\\\", serde_json::to_string_pretty(&records)?),\\n            OutputFormat::Csv => {\\n                let mut wtr = csv::Writer::from_writer(std::io::stdout());\\n                wtr.write_record(&columns)?;\\n                for rec in records {\\n                    let row: Vec<String> = columns.iter().map(|c| rec[c].as_str().unwrap_or(\\\"\\\").to_string()).collect();\\n                    wtr.write_record(&row)?;\\n                }\\n                wtr.flush()?;\\n            }\\n            OutputFormat::Table => {\\n                println!(\\\"| {} |\\\", columns.join(\\\" | \\\"));\\n                println!(\\\"| {} |\\\", columns.iter().map(|_| \\\"---\\\").collect::<Vec<_>>().join(\\\" | \\\"));\\n                for rec in records {\\n                    let row: Vec<String> = columns.iter().map(|c| rec[c].as_str().unwrap_or(\\\"\\\").to_string()).collect();\\n                    println!(\\\"| {} |\\\", row.join(\\\" | \\\"));\\n                }\\n            }\\n        }\\n\\n        Ok(())\\n    }\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-3.rs b/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-3.rs
deleted file mode 100644
index 86a373b..0000000
--- a/evals/data/experiments/041-rust-cli-file-processor/outputs/aap/turn-3.rs
+++ /dev/null
@@ -1,31 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "artifact-id",
-  "version": 1,
-  "name": "edit",
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "cli-definition"
-      },
-      "content": "\n#[derive(Parser)]\n#[command(author, version, about = \"CSV Processor\")]\npub struct Cli {\n    #[arg(short, long)]\n    pub input: PathBuf,\n\n    #[arg(short, long, value_enum, default_value_t = OutputFormat::Table)]\n    pub format: OutputFormat,\n\n    #[arg(short, long, value_delimiter = ',')]\n    pub columns: Option<Vec<String>>,\n\n    #[arg(long)]\n    pub filter: Option<String>,\n\n    #[arg(long)]\n    pub sort_by: Option<String>,\n\n    #[arg(short, long)]\n    pub limit: Option<usize>,\n\n    #[arg(long)]\n    pub distinct: Option<String>,\n}\n"
-    },
-    {
-      "op": "delete",
-      "target": {
-        "type": "id",
-        "value": "cli-definition"
-      }
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "processor"
-      },
-      "content": "    pub fn process(args: Cli) -> Result<(), CliError> {\n        let mut reader = csv::Reader::from_path(&args.input)?;\n        let headers: Vec<String> = reader.headers()?.iter().map(|s| s.to_string()).collect();\n        \n        let mut records: Vec<serde_json::Value> = reader\n            .deserialize()\n            .collect::<Result<Vec<serde_json::Value>, _>>()?;\n\n        if let Some(col) = args.distinct {\n            use std::collections::HashMap;\n            let mut counts = HashMap::new();\n            for rec in &records {\n                if let Some(val) = rec.get(&col) {\n                    *counts.entry(val.to_string()).or_insert(0) += 1;\n                }\n            }\n            let mut sorted: Vec<_> = counts.into_iter().collect();\n            sorted.sort_by(|a, b| b.1.cmp(&a.1).then_with(|| a.0.cmp(&b.0)));\n            println!(\"| Value | Count |\");\n            println!(\"| --- | --- |\");\n            for (val, count) in sorted {\n                println!(\"| {} | {} |\", val, count);\n            }\n            return Ok(());\n        }\n\n        // Apply column selection\n        let columns = args.columns.unwrap_or(headers);\n        records = records.into_iter().map(|mut r| {\n            let obj = r.as_object_mut().unwrap();\n            obj.retain(|k, _| columns.contains(k));\n            r\n        }).collect();\n\n        // Sorting\n        if let Some(col) = args.sort_by {\n            records.sort_by(|a, b| {\n                a.get(&col).partial_cmp(&b.get(&col)).unwrap_or(std::cmp::Ordering::Equal)\n            });\n        }\n\n        // Limit\n        if let Some(l) = args.limit {\n            records.truncate(l);\n        }\n\n        // Output\n        match args.format {\n            OutputFormat::Json => println!(\"{}\", serde_json::to_string_pretty(&records)?),\n            OutputFormat::Csv => {\n                let mut wtr = csv::Writer::from_writer(std::io::stdout());\n                wtr.write_record(&columns)?;\n                for rec in records {\n                    let row: Vec<String> = columns.iter().map(|c| rec[c].as_str().unwrap_or(\"\").to_string()).collect();\n                    wtr.write_record(&row)?;\n                }\n                wtr.flush()?;\n            }\n            OutputFormat::Table => {\n                println!(\"| {} |\", columns.join(\" | \"));\n                println!(\"| {} |\", columns.iter().map(|_| \"---\").collect::<Vec<_>>().join(\" | \"));\n                for rec in records {\n                    let row: Vec<String> = columns.iter().map(|c| rec[c].as_str().unwrap_or(\"\").to_string()).collect();\n                    println!(\"| {} |\", row.join(\" | \"));\n                }\n            }\n        }\n\n        Ok(())\n    }"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/041-rust-cli-file-processor/outputs/base/turn-0.rs b/evals/data/experiments/041-rust-cli-file-processor/outputs/base/turn-0.rs
deleted file mode 100644
index 6d0e1e0..0000000
--- a/evals/data/experiments/041-rust-cli-file-processor/outputs/base/turn-0.rs
+++ /dev/null
@@ -1,141 +0,0 @@
-use clap::{Parser, ValueEnum};
-use csv::{ReaderBuilder, Writer};
-use serde::{Deserialize, Serialize};
-use serde_json::Value;
-use std::collections::HashMap;
-use std::error::Error;
-use std::fs::File;
-use std::io::{self, BufReader};
-use std::path::PathBuf;
-use thiserror::Error;
-
-#[derive(Error, Debug)]
-pub enum CliError {
-    #[error("IO error: {0}")]
-    Io(#[from] io::Error),
-    #[error("CSV error: {0}")]
-    Csv(#[from] csv::Error),
-    #[error("Serialization error: {0}")]
-    Json(#[from] serde_json::Error),
-    #[error("Invalid column: {0}")]
-    InvalidColumn(String),
-}
-
-#[derive(Copy, Clone, PartialEq, Eq, PartialOrd, Ord, ValueEnum)]
-pub enum OutputFormat {
-    Table,
-    Json,
-    Csv,
-}
-
-#[derive(Parser)]
-#[command(author, version, about)]
-pub struct Args {
-    pub input: PathBuf,
-    #[arg(short, long, value_enum, default_value = "table")]
-    pub format: OutputFormat,
-    #[arg(short, long, value_delimiter = ',')]
-    pub select: Option<Vec<String>>,
-    #[arg(short, long)]
-    pub filter: Option<String>,
-    #[arg(short, long)]
-    pub sort: Option<String>,
-    #[arg(short, long)]
-    pub limit: Option<usize>,
-}
-
-pub struct Processor {
-    headers: Vec<String>,
-    records: Vec<HashMap<String, String>>,
-}
-
-impl Processor {
-    pub fn new(path: PathBuf) -> Result<Self, CliError> {
-        let file = File::open(path)?;
-        let mut reader = ReaderBuilder::new().from_reader(BufReader::new(file));
-        let headers: Vec<String> = reader.headers()?.iter().map(|s| s.to_string()).collect();
-        let records = reader
-            .records()
-            .map(|r| {
-                headers.iter().cloned().zip(r?.iter().map(|s| s.to_string())).collect()
-            })
-            .collect::<Result<Vec<_>, _>>()?;
-        Ok(Self { headers, records })
-    }
-
-    pub fn filter(&mut self, expr: &str) {
-        let parts: Vec<&str> = expr.split_operator().collect();
-        if parts.len() == 3 {
-            let (col, op, val) = (parts[0], parts[1], parts[2]);
-            self.records.retain(|rec| {
-                let cell = rec.get(col).map(|s| s.as_str()).unwrap_or("");
-                match op {
-                    "==" => cell == val,
-                    ">" => cell.parse::<f64>().unwrap_or(0.0) > val.parse::<f64>().unwrap_or(0.0),
-                    _ => true,
-                }
-            });
-        }
-    }
-
-    pub fn sort(&mut self, column: &str) {
-        self.records.sort_by(|a, b| {
-            a.get(column).unwrap_or(&"".to_string())
-                .partial_cmp(b.get(column).unwrap_or(&"".to_string()))
-                .unwrap()
-        });
-    }
-}
-
-trait SplitOp { fn split_operator(&self) -> Vec<&str>; }
-impl SplitOp for str {
-    fn split_operator(&self) -> Vec<&str> {
-        if self.contains("==") { self.split("==").collect() }
-        else if self.contains(">") { self.split(">").collect() }
-        else { vec![] }
-    }
-}
-
-fn main() -> Result<(), Box<dyn Error>> {
-    let args = Args::parse();
-    let mut proc = Processor::new(args.input)?;
-
-    if let Some(f) = args.filter { proc.filter(&f); }
-    if let Some(s) = args.sort { proc.sort(&s); }
-    if let Some(l) = args.limit { proc.records.truncate(l); }
-
-    match args.format {
-        OutputFormat::Json => {
-            println!("{}", serde_json::to_string_pretty(&proc.records)?);
-        }
-        OutputFormat::Csv => {
-            let mut wtr = Writer::from_writer(io::stdout());
-            for rec in &proc.records {
-                wtr.serialize(rec)?;
-            }
-        }
-        OutputFormat::Table => {
-            for rec in &proc.records {
-                println!("{:?}", rec);
-            }
-        }
-    }
-    Ok(())
-}
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn test_filter_logic() {
-        let mut records = vec![
-            HashMap::from([("age".to_string(), "20".to_string())]),
-            HashMap::from([("age".to_string(), "30".to_string())]),
-        ];
-        let mut p = Processor { headers: vec!["age".to_string()], records };
-        p.filter("age>25");
-        assert_eq!(p.records.len(), 1);
-        assert_eq!(p.records[0].get("age").unwrap(), "30");
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/041-rust-cli-file-processor/outputs/base/turn-1.rs b/evals/data/experiments/041-rust-cli-file-processor/outputs/base/turn-1.rs
deleted file mode 100644
index c56e710..0000000
--- a/evals/data/experiments/041-rust-cli-file-processor/outputs/base/turn-1.rs
+++ /dev/null
@@ -1,113 +0,0 @@
-use clap::{Parser, ValueEnum};
-use csv::{ReaderBuilder, Writer};
-use serde::Serialize;
-use std::collections::HashMap;
-use std::error::Error;
-use std::fs::File;
-use std::io::{self, BufReader};
-use std::path::PathBuf;
-use thiserror::Error;
-
-#[derive(Error, Debug)]
-pub enum CliError {
-    #[error("IO error: {0}")]
-    Io(#[from] io::Error),
-    #[error("CSV error: {0}")]
-    Csv(#[from] csv::Error),
-    #[error("Serialization error: {0}")]
-    Json(#[from] serde_json::Error),
-}
-
-#[derive(Copy, Clone, PartialEq, Eq, PartialOrd, Ord, ValueEnum)]
-pub enum OutputFormat {
-    Table,
-    Json,
-    Csv,
-}
-
-#[derive(Parser)]
-#[command(author, version, about)]
-pub struct Args {
-    pub input: PathBuf,
-    #[arg(short, long, value_enum, default_value = "table")]
-    pub format: OutputFormat,
-    #[arg(short, long, value_delimiter = ',')]
-    pub select: Option<Vec<String>>,
-    #[arg(short, long)]
-    pub filter: Option<String>,
-    #[arg(short, long)]
-    pub sort: Option<String>,
-    #[arg(short, long)]
-    pub limit: Option<usize>,
-    #[arg(short = 'n', long, default_value = "10")]
-    pub head: usize,
-}
-
-pub struct Processor {
-    pub records: Vec<HashMap<String, String>>,
-}
-
-impl Processor {
-    pub fn new(path: PathBuf) -> Result<Self, CliError> {
-        let file = File::open(path)?;
-        let mut reader = ReaderBuilder::new().from_reader(BufReader::new(file));
-        let headers: Vec<String> = reader.headers()?.iter().map(|s| s.to_string()).collect();
-        let records = reader
-            .records()
-            .map(|r| {
-                headers.iter().cloned().zip(r?.iter().map(|s| s.to_string())).collect()
-            })
-            .collect::<Result<Vec<_>, _>>()?;
-        Ok(Self { records })
-    }
-
-    pub fn filter(&mut self, expr: &str) {
-        if let Some(pos) = expr.find("==") {
-            let (key, val) = (expr[..pos].trim(), expr[pos+2..].trim());
-            self.records.retain(|r| r.get(key).map(|v| v == val).unwrap_or(false));
-        }
-    }
-
-    pub fn sort(&mut self, column: &str) {
-        self.records.sort_by(|a, b| {
-            a.get(column).unwrap_or(&"".to_string())
-                .cmp(b.get(column).unwrap_or(&"".to_string()))
-        });
-    }
-}
-
-fn main() -> Result<(), Box<dyn Error>> {
-    let args = Args::parse();
-    let mut proc = Processor::new(args.input)?;
-
-    if let Some(f) = args.filter { proc.filter(&f); }
-    if let Some(s) = args.sort { proc.sort(&s); }
-    
-    let limit = args.limit.unwrap_or(args.head);
-    proc.records.truncate(limit);
-
-    match args.format {
-        OutputFormat::Json => println!("{}", serde_json::to_string_pretty(&proc.records)?),
-        OutputFormat::Csv => {
-            let mut wtr = Writer::from_writer(io::stdout());
-            for rec in &proc.records { wtr.serialize(rec)?; }
-        }
-        OutputFormat::Table => {
-            for rec in &proc.records { println!("{:?}", rec); }
-        }
-    }
-    Ok(())
-}
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn test_head_logic() {
-        let mut p = Processor { records: vec![HashMap::new(); 20] };
-        let head = 5;
-        p.records.truncate(head);
-        assert_eq!(p.records.len(), 5);
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/041-rust-cli-file-processor/outputs/base/turn-2.rs b/evals/data/experiments/041-rust-cli-file-processor/outputs/base/turn-2.rs
deleted file mode 100644
index f2feeac..0000000
--- a/evals/data/experiments/041-rust-cli-file-processor/outputs/base/turn-2.rs
+++ /dev/null
@@ -1,111 +0,0 @@
-use clap::{Parser, ValueEnum};
-use csv::{ReaderBuilder, Writer};
-use serde::Serialize;
-use std::collections::HashMap;
-use std::error::Error;
-use std::fs::File;
-use std::io::{self, BufReader};
-use std::path::PathBuf;
-use thiserror::Error;
-
-#[derive(Error, Debug)]
-pub enum CliError {
-    #[error("IO error: {0}")]
-    Io(#[from] io::Error),
-    #[error("CSV error: {0}")]
-    Csv(#[from] csv::Error),
-    #[error("Serialization error: {0}")]
-    Json(#[from] serde_json::Error),
-}
-
-#[derive(Copy, Clone, PartialEq, Eq, PartialOrd, Ord, ValueEnum)]
-pub enum OutputFormat {
-    Table,
-    Markdown,
-    Json,
-    Csv,
-}
-
-#[derive(Parser)]
-#[command(author, version, about)]
-pub struct Args {
-    pub input: PathBuf,
-    #[arg(short, long, value_enum, default_value = "table")]
-    pub format: OutputFormat,
-    #[arg(short, long, value_delimiter = ',')]
-    pub select: Option<Vec<String>>,
-    #[arg(short, long)]
-    pub filter: Option<String>,
-    #[arg(short, long)]
-    pub sort: Option<String>,
-    #[arg(short, long)]
-    pub limit: Option<usize>,
-    #[arg(short = 'n', long, default_value = "10")]
-    pub head: usize,
-}
-
-pub struct Processor {
-    pub headers: Vec<String>,
-    pub records: Vec<HashMap<String, String>>,
-}
-
-impl Processor {
-    pub fn new(path: PathBuf) -> Result<Self, CliError> {
-        let file = File::open(path)?;
-        let mut reader = ReaderBuilder::new().from_reader(BufReader::new(file));
-        let headers: Vec<String> = reader.headers()?.iter().map(|s| s.to_string()).collect();
-        let records = reader
-            .records()
-            .map(|r| headers.iter().cloned().zip(r?.iter().map(|s| s.to_string())).collect())
-            .collect::<Result<Vec<_>, _>>()?;
-        Ok(Self { headers, records })
-    }
-}
-
-fn print_markdown(headers: &[String], records: &[HashMap<String, String>]) {
-    println!("| {} |", headers.join(" | "));
-    println!("| {} |", headers.iter().map(|_| "---").collect::<Vec<_>>().join(" | "));
-    for rec in records {
-        let row: Vec<String> = headers.iter().map(|h| rec.get(h).cloned().unwrap_or_default()).collect();
-        println!("| {} |", row.join(" | "));
-    }
-}
-
-fn main() -> Result<(), Box<dyn Error>> {
-    let args = Args::parse();
-    let mut proc = Processor::new(args.input)?;
-    
-    let limit = args.limit.unwrap_or(args.head);
-    proc.records.truncate(limit);
-
-    match args.format {
-        OutputFormat::Json => println!("{}", serde_json::to_string_pretty(&proc.records)?),
-        OutputFormat::Csv => {
-            let mut wtr = Writer::from_writer(io::stdout());
-            for rec in &proc.records { wtr.serialize(rec)?; }
-        }
-        OutputFormat::Markdown => print_markdown(&proc.headers, &proc.records),
-        OutputFormat::Table => {
-            for rec in &proc.records { println!("{:?}", rec); }
-        }
-    }
-    Ok(())
-}
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn test_markdown_format() {
-        let headers = vec!["id".to_string(), "name".to_string()];
-        let mut row = HashMap::new();
-        row.insert("id".to_string(), "1".to_string());
-        row.insert("name".to_string(), "test".to_string());
-        let records = vec![row];
-        
-        // Ensure headers and content are generated
-        assert!(!headers.is_empty());
-        assert_eq!(records[0].get("id").unwrap(), "1");
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/041-rust-cli-file-processor/outputs/base/turn-3.rs b/evals/data/experiments/041-rust-cli-file-processor/outputs/base/turn-3.rs
deleted file mode 100644
index 015ca46..0000000
--- a/evals/data/experiments/041-rust-cli-file-processor/outputs/base/turn-3.rs
+++ /dev/null
@@ -1,127 +0,0 @@
-use clap::{Parser, ValueEnum};
-use csv::{ReaderBuilder, Writer};
-use serde::Serialize;
-use std::collections::{HashMap, HashSet};
-use std::error::Error;
-use std::fs::File;
-use std::io::{self, BufReader};
-use std::path::PathBuf;
-use thiserror::Error;
-
-#[derive(Error, Debug)]
-pub enum CliError {
-    #[error("IO error: {0}")]
-    Io(#[from] io::Error),
-    #[error("CSV error: {0}")]
-    Csv(#[from] csv::Error),
-    #[error("Serialization error: {0}")]
-    Json(#[from] serde_json::Error),
-    #[error("Column not found: {0}")]
-    ColumnNotFound(String),
-}
-
-#[derive(Copy, Clone, PartialEq, Eq, PartialOrd, Ord, ValueEnum)]
-pub enum OutputFormat {
-    Table,
-    Markdown,
-    Json,
-    Csv,
-}
-
-#[derive(Parser)]
-#[command(author, version, about)]
-pub struct Args {
-    pub input: PathBuf,
-    #[arg(short, long, value_enum, default_value = "table")]
-    pub format: OutputFormat,
-    #[arg(short, long)]
-    pub distinct: Option<String>,
-    #[arg(short, long)]
-    pub limit: Option<usize>,
-    #[arg(short = 'n', long, default_value = "10")]
-    pub head: usize,
-}
-
-pub struct Processor {
-    pub headers: Vec<String>,
-    pub records: Vec<HashMap<String, String>>,
-}
-
-impl Processor {
-    pub fn new(path: PathBuf) -> Result<Self, CliError> {
-        let file = File::open(path)?;
-        let mut reader = ReaderBuilder::new().from_reader(BufReader::new(file));
-        let headers: Vec<String> = reader.headers()?.iter().map(|s| s.to_string()).collect();
-        let records = reader
-            .records()
-            .map(|r| headers.iter().cloned().zip(r?.iter().map(|s| s.to_string())).collect())
-            .collect::<Result<Vec<_>, _>>()?;
-        Ok(Self { headers, records })
-    }
-
-    pub fn get_distinct_counts(&self, col: &str) -> Result<Vec<(String, usize)>, CliError> {
-        let mut counts = HashMap::new();
-        for rec in &self.records {
-            let val = rec.get(col).ok_or_else(|| CliError::ColumnNotFound(col.to_string()))?;
-            *counts.entry(val.clone()).or_insert(0) += 1;
-        }
-        let mut sorted: Vec<_> = counts.into_iter().collect();
-        sorted.sort_by(|a, b| b.1.cmp(&a.1));
-        Ok(sorted)
-    }
-}
-
-fn main() -> Result<(), Box<dyn Error>> {
-    let args = Args::parse();
-    let proc = Processor::new(args.input)?;
-
-    if let Some(col) = args.distinct {
-        let counts = proc.get_distinct_counts(&col)?;
-        let limit = args.limit.unwrap_or(args.head);
-        
-        println!("| Value | Count |");
-        println!("| --- | --- |");
-        for (val, count) in counts.into_iter().take(limit) {
-            println!("| {} | {} |", val, count);
-        }
-    } else {
-        let limit = args.limit.unwrap_or(args.head);
-        let records: Vec<_> = proc.records.into_iter().take(limit).collect();
-        match args.format {
-            OutputFormat::Json => println!("{}", serde_json::to_string_pretty(&records)?),
-            OutputFormat::Csv => {
-                let mut wtr = Writer::from_writer(io::stdout());
-                for rec in &records { wtr.serialize(rec)?; }
-            }
-            OutputFormat::Markdown => {
-                println!("| {} |", proc.headers.join(" | "));
-                println!("| {} |", proc.headers.iter().map(|_| "---").collect::<Vec<_>>().join(" | "));
-                for rec in &records {
-                    let row: Vec<String> = proc.headers.iter().map(|h| rec.get(h).cloned().unwrap_or_default()).collect();
-                    println!("| {} |", row.join(" | "));
-                }
-            }
-            OutputFormat::Table => {
-                for rec in &records { println!("{:?}", rec); }
-            }
-        }
-    }
-    Ok(())
-}
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn test_distinct_aggregation() {
-        let mut rec1 = HashMap::new(); rec1.insert("cat".to_string(), "A".to_string());
-        let mut rec2 = HashMap::new(); rec2.insert("cat".to_string(), "A".to_string());
-        let mut rec3 = HashMap::new(); rec3.insert("cat".to_string(), "B".to_string());
-        let p = Processor { headers: vec!["cat".to_string()], records: vec![rec1, rec2, rec3] };
-        
-        let counts = p.get_distinct_counts("cat").unwrap();
-        assert_eq!(counts[0], ("A".to_string(), 2));
-        assert_eq!(counts[1], ("B".to_string(), 1));
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/042-rust-http-client/metrics.json b/evals/data/experiments/042-rust-http-client/metrics.json
deleted file mode 100644
index 7668c5f..0000000
--- a/evals/data/experiments/042-rust-http-client/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "042-rust-http-client",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:22:06.827683+00:00",
-  "format": "text/x-rust",
-  "base_turn0": {
-    "input_tokens": 134,
-    "output_tokens": 1213,
-    "latency_ms": 5194,
-    "artifact_bytes": 4188,
-    "ttft_ms": 0,
-    "ttlt_ms": 4456,
-    "median_itl_ms": 87.7
-  },
-  "aap_turn0": {
-    "input_tokens": 473,
-    "output_tokens": 1115,
-    "latency_ms": 4937,
-    "artifact_bytes": 3736,
-    "ttft_ms": 0,
-    "ttlt_ms": 3820,
-    "median_itl_ms": 85.97
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'air_quality' endpoint method that takes a Location and returns an Air",
-        "input_tokens": 1387,
-        "output_tokens": 169,
-        "latency_ms": 2824,
-        "output_bytes": 505,
-        "ttft_ms": 0,
-        "ttlt_ms": 409,
-        "median_itl_ms": 41.53,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the error type to add a 'Timeout' variant and implement a retry_with_back",
-        "input_tokens": 1595,
-        "output_tokens": 463,
-        "latency_ms": 2363,
-        "output_bytes": 1800,
-        "ttft_ms": 0,
-        "ttlt_ms": 1439,
-        "median_itl_ms": 70.39,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add a caching layer to the client that stores responses in a HashMap with TTL ex",
-        "input_tokens": 2080,
-        "output_tokens": 560,
-        "latency_ms": 3111,
-        "output_bytes": 1965,
-        "ttft_ms": 0,
-        "ttlt_ms": 2073,
-        "median_itl_ms": 84.28,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 5062,
-    "total_output_tokens": 1192,
-    "total_latency_ms": 8298
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'air_quality' endpoint method that takes a Location and returns an Air",
-        "input_tokens": 2263,
-        "output_tokens": 1353,
-        "latency_ms": 5641,
-        "output_bytes": 4295,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.03,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the error type to add a 'Timeout' variant and implement a retry_with_back",
-        "input_tokens": 2446,
-        "output_tokens": 1658,
-        "latency_ms": 6403,
-        "output_bytes": 5470,
-        "ttft_ms": 0,
-        "ttlt_ms": 3,
-        "median_itl_ms": 3.15,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Add a caching layer to the client that stores responses in a HashMap with TTL ex",
-        "input_tokens": 2734,
-        "output_tokens": 2188,
-        "latency_ms": 8388,
-        "output_bytes": 7194,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 1.86,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 7443,
-    "total_output_tokens": 5199,
-    "total_latency_ms": 20432,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": -336.2,
-    "input_token_savings_pct": -47.0,
-    "latency_savings_pct": -146.2
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 134,
-        "base_output": 1213,
-        "base_latency_ms": 5194,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 4456,
-        "base_median_itl_ms": 87.7,
-        "aap_input": 473,
-        "aap_output": 1115,
-        "aap_latency_ms": 4937,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3820,
-        "aap_median_itl_ms": 85.97
-      },
-      {
-        "turn": 1,
-        "base_input": 1387,
-        "base_output": 169,
-        "base_latency_ms": 2824,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 409,
-        "base_median_itl_ms": 41.53,
-        "aap_input": 2263,
-        "aap_output": 1353,
-        "aap_latency_ms": 5641,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.03,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1595,
-        "base_output": 463,
-        "base_latency_ms": 2363,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 1439,
-        "base_median_itl_ms": 70.39,
-        "aap_input": 2446,
-        "aap_output": 1658,
-        "aap_latency_ms": 6403,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3,
-        "aap_median_itl_ms": 3.15,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 2080,
-        "base_output": 560,
-        "base_latency_ms": 3111,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 2073,
-        "base_median_itl_ms": 84.28,
-        "aap_input": 2734,
-        "aap_output": 2188,
-        "aap_latency_ms": 8388,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 1.86,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 5196,
-      "base_output": 2405,
-      "base_combined": 7601,
-      "aap_input": 7916,
-      "aap_output": 6314,
-      "aap_combined": 14230,
-      "base_latency_ms": 13492,
-      "aap_latency_ms": 25369,
-      "output_savings_pct": -162.5,
-      "input_delta_pct": 52.3,
-      "combined_savings_pct": -87.2,
-      "latency_savings_pct": -88.0
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.4365,
-        "token_f1": 0.6829,
-        "base_char_count": 4188,
-        "aap_char_count": 3564,
-        "char_delta_pct": -14.9,
-        "lines_added": 48,
-        "lines_removed": 90,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.1275,
-        "token_f1": 0.1857,
-        "base_char_count": 505,
-        "aap_char_count": 4123,
-        "char_delta_pct": 716.4,
-        "lines_added": 113,
-        "lines_removed": 8,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.2271,
-        "token_f1": 0.3484,
-        "base_char_count": 1800,
-        "aap_char_count": 5298,
-        "char_delta_pct": 194.3,
-        "lines_added": 126,
-        "lines_removed": 34,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0817,
-        "token_f1": 0.2563,
-        "base_char_count": 1965,
-        "aap_char_count": 7022,
-        "char_delta_pct": 257.4,
-        "lines_added": 179,
-        "lines_removed": 52,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.2182,
-    "mean_token_f1": 0.3683,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/042-rust-http-client/outputs/aap/turn-0.rs b/evals/data/experiments/042-rust-http-client/outputs/aap/turn-0.rs
deleted file mode 100644
index f93bf4f..0000000
--- a/evals/data/experiments/042-rust-http-client/outputs/aap/turn-0.rs
+++ /dev/null
@@ -1,107 +0,0 @@
-use serde::{Deserialize, Serialize};
-use reqwest::{Client as HttpClient, StatusCode};
-use std::time::Duration;
-use thiserror::Error;
-
-<aap:target id="error-types">
-#[derive(Error, Debug)]
-pub enum WeatherError {
-    #[error("HTTP error: {0}")]
-    HttpError(#[from] reqwest::Error),
-    #[error("Failed to parse response")]
-    ParseError,
-    #[error("Rate limit exceeded")]
-    RateLimited,
-    #[error("Invalid API key")]
-    InvalidApiKey,
-    #[error("Location not found")]
-    NotFound,
-}
-</aap:target>
-
-<aap:target id="data-types">
-#[derive(Debug, Deserialize, Serialize)]
-pub enum Condition { Sunny, Cloudy, Rainy, Snowy, Stormy }
-
-#[derive(Debug, Deserialize)]
-pub struct Temperature { pub celsius: f32, pub fahrenheit: f32 }
-
-#[derive(Debug, Deserialize)]
-pub struct WindSpeed { pub kmh: f32, pub mph: f32 }
-
-#[derive(Debug, Deserialize)]
-pub struct Location { pub id: String, pub name: String, pub lat: f32, pub lon: f32 }
-
-#[derive(Debug, Deserialize)]
-pub struct WeatherResponse { pub temp: Temperature, pub wind: WindSpeed, pub condition: Condition }
-
-#[derive(Debug, Deserialize)]
-pub struct Forecast { pub days: Vec<WeatherResponse> }
-</aap:target>
-
-<aap:target id="client-struct">
-pub struct WeatherClient {
-    http: HttpClient,
-    base_url: String,
-    api_key: String,
-}
-
-pub struct WeatherClientBuilder {
-    base_url: Option<String>,
-    api_key: Option<String>,
-    timeout: Duration,
-}
-
-impl WeatherClientBuilder {
-    pub fn new() -> Self {
-        Self { base_url: None, api_key: None, timeout: Duration::from_secs(30) }
-    }
-    pub fn base_url(mut self, url: &str) -> Self { self.base_url = Some(url.to_string()); self }
-    pub fn api_key(mut self, key: &str) -> Self { self.api_key = Some(key.to_string()); self }
-    pub fn build(self) -> WeatherClient {
-        WeatherClient {
-            http: HttpClient::builder().timeout(self.timeout).build().unwrap(),
-            base_url: self.base_url.unwrap_or_else(|| "https://api.weather.com".to_string()),
-            api_key: self.api_key.unwrap_or_default(),
-        }
-    }
-}
-</aap:target>
-
-<aap:target id="client-methods">
-impl WeatherClient {
-    async fn handle_status(&self, status: StatusCode) -> Result<(), WeatherError> {
-        match status {
-            StatusCode::OK => Ok(()),
-            StatusCode::UNAUTHORIZED => Err(WeatherError::InvalidApiKey),
-            StatusCode::TOO_MANY_REQUESTS => Err(WeatherError::RateLimited),
-            StatusCode::NOT_FOUND => Err(WeatherError::NotFound),
-            _ => Err(WeatherError::ParseError),
-        }
-    }
-
-    pub async fn current_weather(&self, lat: f32, lon: f32) -> Result<WeatherResponse, WeatherError> {
-        let resp = self.http.get(format!("{}/current", self.base_url))
-            .query(&[("lat", lat), ("lon", lon), ("key", &self.api_key)])
-            .send().await?;
-        self.handle_status(resp.status()).await?;
-        resp.json().await.map_err(|_| WeatherError::ParseError)
-    }
-
-    pub async fn forecast(&self, lat: f32, lon: f32) -> Result<Forecast, WeatherError> {
-        let resp = self.http.get(format!("{}/forecast", self.base_url))
-            .query(&[("lat", lat), ("lon", lon), ("days", 5), ("key", &self.api_key)])
-            .send().await?;
-        self.handle_status(resp.status()).await?;
-        resp.json().await.map_err(|_| WeatherError::ParseError)
-    }
-
-    pub async fn search_location(&self, query: &str) -> Result<Vec<Location>, WeatherError> {
-        let resp = self.http.get(format!("{}/search", self.base_url))
-            .query(&[("q", query), ("key", &self.api_key)])
-            .send().await?;
-        self.handle_status(resp.status()).await?;
-        resp.json().await.map_err(|_| WeatherError::ParseError)
-    }
-}
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/042-rust-http-client/outputs/aap/turn-1.json b/evals/data/experiments/042-rust-http-client/outputs/aap/turn-1.json
deleted file mode 100644
index 8486ce6..0000000
--- a/evals/data/experiments/042-rust-http-client/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "weather-client-rust",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "use serde::{Deserialize, Serialize};\nuse reqwest::{Client as HttpClient, StatusCode};\nuse std::time::Duration;\nuse thiserror::Error;\n\n<aap:target id=\"error-types\">\n#[derive(Error, Debug)]\npub enum WeatherError {\n    #[error(\"HTTP error: {0}\")]\n    HttpError(#[from] reqwest::Error),\n    #[error(\"Failed to parse response\")]\n    ParseError,\n    #[error(\"Rate limit exceeded\")]\n    RateLimited,\n    #[error(\"Invalid API key\")]\n    InvalidApiKey,\n    #[error(\"Location not found\")]\n    NotFound,\n}\n</aap:target>\n\n<aap:target id=\"data-types\">\n#[derive(Debug, Deserialize, Serialize)]\npub enum Condition { Sunny, Cloudy, Rainy, Snowy, Stormy }\n\n#[derive(Debug, Deserialize)]\npub struct Temperature { pub celsius: f32, pub fahrenheit: f32 }\n\n#[derive(Debug, Deserialize)]\npub struct WindSpeed { pub kmh: f32, pub mph: f32 }\n\n#[derive(Debug, Deserialize)]\npub struct Location { pub id: String, pub name: String, pub lat: f32, pub lon: f32 }\n\n#[derive(Debug, Deserialize)]\npub struct WeatherResponse { pub temp: Temperature, pub wind: WindSpeed, pub condition: Condition }\n\n#[derive(Debug, Deserialize)]\npub struct Forecast { pub days: Vec<WeatherResponse> }\n\n#[derive(Debug, Deserialize)]\npub struct AirQualityResponse {\n    pub aqi: i32,\n    pub pm2_5: f32,\n    pub pm10: f32,\n    pub o3: f32,\n}\n</aap:target>\n\n<aap:target id=\"client-struct\">\npub struct WeatherClient {\n    http: HttpClient,\n    base_url: String,\n    api_key: String,\n}\n\npub struct WeatherClientBuilder {\n    base_url: Option<String>,\n    api_key: Option<String>,\n    timeout: Duration,\n}\n\nimpl WeatherClientBuilder {\n    pub fn new() -> Self {\n        Self { base_url: None, api_key: None, timeout: Duration::from_secs(30) }\n    }\n    pub fn base_url(mut self, url: &str) -> Self { self.base_url = Some(url.to_string()); self }\n    pub fn api_key(mut self, key: &str) -> Self { self.api_key = Some(key.to_string()); self }\n    pub fn build(self) -> WeatherClient {\n        WeatherClient {\n            http: HttpClient::builder().timeout(self.timeout).build().unwrap(),\n            base_url: self.base_url.unwrap_or_else(|| \"https://api.weather.com\".to_string()),\n            api_key: self.api_key.unwrap_or_default(),\n        }\n    }\n}\n</aap:target>\n\n<aap:target id=\"client-methods\">\nimpl WeatherClient {\n    async fn handle_status(&self, status: StatusCode) -> Result<(), WeatherError> {\n        match status {\n            StatusCode::OK => Ok(()),\n            StatusCode::UNAUTHORIZED => Err(WeatherError::InvalidApiKey),\n            StatusCode::TOO_MANY_REQUESTS => Err(WeatherError::RateLimited),\n            StatusCode::NOT_FOUND => Err(WeatherError::NotFound),\n            _ => Err(WeatherError::ParseError),\n        }\n    }\n\n    pub async fn current_weather(&self, lat: f32, lon: f32) -> Result<WeatherResponse, WeatherError> {\n        let resp = self.http.get(format!(\"{}/current\", self.base_url))\n            .query(&[(\"lat\", lat), (\"lon\", lon), (\"key\", &self.api_key)])\n            .send().await?;\n        self.handle_status(resp.status()).await?;\n        resp.json().await.map_err(|_| WeatherError::ParseError)\n    }\n\n    pub async fn forecast(&self, lat: f32, lon: f32) -> Result<Forecast, WeatherError> {\n        let resp = self.http.get(format!(\"{}/forecast\", self.base_url))\n            .query(&[(\"lat\", lat), (\"lon\", lon), (\"days\", 5), (\"key\", &self.api_key)])\n            .send().await?;\n        self.handle_status(resp.status()).await?;\n        resp.json().await.map_err(|_| WeatherError::ParseError)\n    }\n\n    pub async fn search_location(&self, query: &str) -> Result<Vec<Location>, WeatherError> {\n        let resp = self.http.get(format!(\"{}/search\", self.base_url))\n            .query(&[(\"q\", query), (\"key\", &self.api_key)])\n            .send().await?;\n        self.handle_status(resp.status()).await?;\n        resp.json().await.map_err(|_| WeatherError::ParseError)\n    }\n\n    pub async fn air_quality(&self, location: &Location) -> Result<AirQualityResponse, WeatherError> {\n        let resp = self.http.get(format!(\"{}/air-quality\", self.base_url))\n            .query(&[(\"lat\", location.lat), (\"lon\", location.lon), (\"key\", &self.api_key)])\n            .send().await?;\n        self.handle_status(resp.status()).await?;\n        resp.json().await.map_err(|_| WeatherError::ParseError)\n    }\n}\n</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/042-rust-http-client/outputs/aap/turn-1.rs b/evals/data/experiments/042-rust-http-client/outputs/aap/turn-1.rs
deleted file mode 100644
index a81007a..0000000
--- a/evals/data/experiments/042-rust-http-client/outputs/aap/turn-1.rs
+++ /dev/null
@@ -1,123 +0,0 @@
-use serde::{Deserialize, Serialize};
-use reqwest::{Client as HttpClient, StatusCode};
-use std::time::Duration;
-use thiserror::Error;
-
-<aap:target id="error-types">
-#[derive(Error, Debug)]
-pub enum WeatherError {
-    #[error("HTTP error: {0}")]
-    HttpError(#[from] reqwest::Error),
-    #[error("Failed to parse response")]
-    ParseError,
-    #[error("Rate limit exceeded")]
-    RateLimited,
-    #[error("Invalid API key")]
-    InvalidApiKey,
-    #[error("Location not found")]
-    NotFound,
-}
-</aap:target>
-
-<aap:target id="data-types">
-#[derive(Debug, Deserialize, Serialize)]
-pub enum Condition { Sunny, Cloudy, Rainy, Snowy, Stormy }
-
-#[derive(Debug, Deserialize)]
-pub struct Temperature { pub celsius: f32, pub fahrenheit: f32 }
-
-#[derive(Debug, Deserialize)]
-pub struct WindSpeed { pub kmh: f32, pub mph: f32 }
-
-#[derive(Debug, Deserialize)]
-pub struct Location { pub id: String, pub name: String, pub lat: f32, pub lon: f32 }
-
-#[derive(Debug, Deserialize)]
-pub struct WeatherResponse { pub temp: Temperature, pub wind: WindSpeed, pub condition: Condition }
-
-#[derive(Debug, Deserialize)]
-pub struct Forecast { pub days: Vec<WeatherResponse> }
-
-#[derive(Debug, Deserialize)]
-pub struct AirQualityResponse {
-    pub aqi: i32,
-    pub pm2_5: f32,
-    pub pm10: f32,
-    pub o3: f32,
-}
-</aap:target>
-
-<aap:target id="client-struct">
-pub struct WeatherClient {
-    http: HttpClient,
-    base_url: String,
-    api_key: String,
-}
-
-pub struct WeatherClientBuilder {
-    base_url: Option<String>,
-    api_key: Option<String>,
-    timeout: Duration,
-}
-
-impl WeatherClientBuilder {
-    pub fn new() -> Self {
-        Self { base_url: None, api_key: None, timeout: Duration::from_secs(30) }
-    }
-    pub fn base_url(mut self, url: &str) -> Self { self.base_url = Some(url.to_string()); self }
-    pub fn api_key(mut self, key: &str) -> Self { self.api_key = Some(key.to_string()); self }
-    pub fn build(self) -> WeatherClient {
-        WeatherClient {
-            http: HttpClient::builder().timeout(self.timeout).build().unwrap(),
-            base_url: self.base_url.unwrap_or_else(|| "https://api.weather.com".to_string()),
-            api_key: self.api_key.unwrap_or_default(),
-        }
-    }
-}
-</aap:target>
-
-<aap:target id="client-methods">
-impl WeatherClient {
-    async fn handle_status(&self, status: StatusCode) -> Result<(), WeatherError> {
-        match status {
-            StatusCode::OK => Ok(()),
-            StatusCode::UNAUTHORIZED => Err(WeatherError::InvalidApiKey),
-            StatusCode::TOO_MANY_REQUESTS => Err(WeatherError::RateLimited),
-            StatusCode::NOT_FOUND => Err(WeatherError::NotFound),
-            _ => Err(WeatherError::ParseError),
-        }
-    }
-
-    pub async fn current_weather(&self, lat: f32, lon: f32) -> Result<WeatherResponse, WeatherError> {
-        let resp = self.http.get(format!("{}/current", self.base_url))
-            .query(&[("lat", lat), ("lon", lon), ("key", &self.api_key)])
-            .send().await?;
-        self.handle_status(resp.status()).await?;
-        resp.json().await.map_err(|_| WeatherError::ParseError)
-    }
-
-    pub async fn forecast(&self, lat: f32, lon: f32) -> Result<Forecast, WeatherError> {
-        let resp = self.http.get(format!("{}/forecast", self.base_url))
-            .query(&[("lat", lat), ("lon", lon), ("days", 5), ("key", &self.api_key)])
-            .send().await?;
-        self.handle_status(resp.status()).await?;
-        resp.json().await.map_err(|_| WeatherError::ParseError)
-    }
-
-    pub async fn search_location(&self, query: &str) -> Result<Vec<Location>, WeatherError> {
-        let resp = self.http.get(format!("{}/search", self.base_url))
-            .query(&[("q", query), ("key", &self.api_key)])
-            .send().await?;
-        self.handle_status(resp.status()).await?;
-        resp.json().await.map_err(|_| WeatherError::ParseError)
-    }
-
-    pub async fn air_quality(&self, location: &Location) -> Result<AirQualityResponse, WeatherError> {
-        let resp = self.http.get(format!("{}/air-quality", self.base_url))
-            .query(&[("lat", location.lat), ("lon", location.lon), ("key", &self.api_key)])
-            .send().await?;
-        self.handle_status(resp.status()).await?;
-        resp.json().await.map_err(|_| WeatherError::ParseError)
-    }
-}
-</aap:target>
diff --git a/evals/data/experiments/042-rust-http-client/outputs/aap/turn-2.json b/evals/data/experiments/042-rust-http-client/outputs/aap/turn-2.json
deleted file mode 100644
index e359ea5..0000000
--- a/evals/data/experiments/042-rust-http-client/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "rust-weather-client",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "use serde::{Deserialize, Serialize};\nuse reqwest::{Client as HttpClient, StatusCode};\nuse std::time::Duration;\nuse thiserror::Error;\nuse tokio::time::sleep;\n\n<aap:target id=\"error-types\">\n#[derive(Error, Debug)]\npub enum WeatherError {\n    #[error(\"HTTP error: {0}\")]\n    HttpError(#[from] reqwest::Error),\n    #[error(\"Timeout occurred\")]\n    Timeout,\n    #[error(\"Failed to parse response\")]\n    ParseError,\n    #[error(\"Rate limit exceeded\")]\n    RateLimited,\n    #[error(\"Invalid API key\")]\n    InvalidApiKey,\n    #[error(\"Location not found\")]\n    NotFound,\n}\n</aap:target>\n\n<aap:target id=\"data-types\">\n#[derive(Debug, Deserialize, Serialize)]\npub enum Condition { Sunny, Cloudy, Rainy, Snowy, Stormy }\n\n#[derive(Debug, Deserialize)]\npub struct Temperature { pub celsius: f32, pub fahrenheit: f32 }\n\n#[derive(Debug, Deserialize)]\npub struct WindSpeed { pub kmh: f32, pub mph: f32 }\n\n#[derive(Debug, Deserialize)]\npub struct Location { pub id: String, pub name: String, pub lat: f32, pub lon: f32 }\n\n#[derive(Debug, Deserialize)]\npub struct WeatherResponse { pub temp: Temperature, pub wind: WindSpeed, pub condition: Condition }\n\n#[derive(Debug, Deserialize)]\npub struct Forecast { pub days: Vec<WeatherResponse> }\n\n#[derive(Debug, Deserialize)]\npub struct AirQualityResponse {\n    pub aqi: i32,\n    pub pm2_5: f32,\n    pub pm10: f32,\n    pub o3: f32,\n}\n</aap:target>\n\n<aap:target id=\"client-struct\">\npub struct WeatherClient {\n    http: HttpClient,\n    base_url: String,\n    api_key: String,\n}\n\npub struct WeatherClientBuilder {\n    base_url: Option<String>,\n    api_key: Option<String>,\n    timeout: Duration,\n}\n\nimpl WeatherClientBuilder {\n    pub fn new() -> Self {\n        Self { base_url: None, api_key: None, timeout: Duration::from_secs(30) }\n    }\n    pub fn base_url(mut self, url: &str) -> Self { self.base_url = Some(url.to_string()); self }\n    pub fn api_key(mut self, key: &str) -> Self { self.api_key = Some(key.to_string()); self }\n    pub fn build(self) -> WeatherClient {\n        WeatherClient {\n            http: HttpClient::builder().timeout(self.timeout).build().unwrap(),\n            base_url: self.base_url.unwrap_or_else(|| \"https://api.weather.com\".to_string()),\n            api_key: self.api_key.unwrap_or_default(),\n        }\n    }\n}\n</aap:target>\n\n<aap:target id=\"client-methods\">\nimpl WeatherClient {\n    async fn handle_status(&self, status: StatusCode) -> Result<(), WeatherError> {\n        match status {\n            StatusCode::OK => Ok(()),\n            StatusCode::UNAUTHORIZED => Err(WeatherError::InvalidApiKey),\n            StatusCode::TOO_MANY_REQUESTS => Err(WeatherError::RateLimited),\n            StatusCode::NOT_FOUND => Err(WeatherError::NotFound),\n            _ => Err(WeatherError::ParseError),\n        }\n    }\n\n    async fn retry_with_backoff<F, Fut, T>(&self, f: F) -> Result<T, WeatherError>\n    where\n        F: Fn() -> Fut,\n        Fut: std::future::Future<Output = Result<T, WeatherError>>,\n    {\n        let mut attempts = 0;\n        loop {\n            match f().await {\n                Err(WeatherError::HttpError(e)) if e.is_timeout() => {\n                    if attempts >= 3 { return Err(WeatherError::Timeout); }\n                }\n                Err(WeatherError::HttpError(_)) => {\n                    if attempts >= 3 { return Err(WeatherError::HttpError(todo!())); } // Simplified error handling\n                }\n                res => return res,\n            }\n            attempts += 1;\n            sleep(Duration::from_millis(200 * 2u64.pow(attempts))).await;\n        }\n    }\n\n    pub async fn current_weather(&self, lat: f32, lon: f32) -> Result<WeatherResponse, WeatherError> {\n        self.retry_with_backoff(|| async {\n            let resp = self.http.get(format!(\"{}/current\", self.base_url))\n                .query(&[(\"lat\", lat), (\"lon\", lon), (\"key\", &self.api_key)])\n                .send().await?;\n            self.handle_status(resp.status()).await?;\n            resp.json().await.map_err(|_| WeatherError::ParseError)\n        }).await\n    }\n\n    pub async fn forecast(&self, lat: f32, lon: f32) -> Result<Forecast, WeatherError> {\n        self.retry_with_backoff(|| async {\n            let resp = self.http.get(format!(\"{}/forecast\", self.base_url))\n                .query(&[(\"lat\", lat), (\"lon\", lon), (\"days\", 5), (\"key\", &self.api_key)])\n                .send().await?;\n            self.handle_status(resp.status()).await?;\n            resp.json().await.map_err(|_| WeatherError::ParseError)\n        }).await\n    }\n\n    pub async fn search_location(&self, query: &str) -> Result<Vec<Location>, WeatherError> {\n        self.retry_with_backoff(|| async {\n            let resp = self.http.get(format!(\"{}/search\", self.base_url))\n                .query(&[(\"q\", query), (\"key\", &self.api_key)])\n                .send().await?;\n            self.handle_status(resp.status()).await?;\n            resp.json().await.map_err(|_| WeatherError::ParseError)\n        }).await\n    }\n\n    pub async fn air_quality(&self, location: &Location) -> Result<AirQualityResponse, WeatherError> {\n        self.retry_with_backoff(|| async {\n            let resp = self.http.get(format!(\"{}/air-quality\", self.base_url))\n                .query(&[(\"lat\", location.lat), (\"lon\", location.lon), (\"key\", &self.api_key)])\n                .send().await?;\n            self.handle_status(resp.status()).await?;\n            resp.json().await.map_err(|_| WeatherError::ParseError)\n        }).await\n    }\n}\n</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/042-rust-http-client/outputs/aap/turn-2.rs b/evals/data/experiments/042-rust-http-client/outputs/aap/turn-2.rs
deleted file mode 100644
index aaf34f3..0000000
--- a/evals/data/experiments/042-rust-http-client/outputs/aap/turn-2.rs
+++ /dev/null
@@ -1,155 +0,0 @@
-use serde::{Deserialize, Serialize};
-use reqwest::{Client as HttpClient, StatusCode};
-use std::time::Duration;
-use thiserror::Error;
-use tokio::time::sleep;
-
-<aap:target id="error-types">
-#[derive(Error, Debug)]
-pub enum WeatherError {
-    #[error("HTTP error: {0}")]
-    HttpError(#[from] reqwest::Error),
-    #[error("Timeout occurred")]
-    Timeout,
-    #[error("Failed to parse response")]
-    ParseError,
-    #[error("Rate limit exceeded")]
-    RateLimited,
-    #[error("Invalid API key")]
-    InvalidApiKey,
-    #[error("Location not found")]
-    NotFound,
-}
-</aap:target>
-
-<aap:target id="data-types">
-#[derive(Debug, Deserialize, Serialize)]
-pub enum Condition { Sunny, Cloudy, Rainy, Snowy, Stormy }
-
-#[derive(Debug, Deserialize)]
-pub struct Temperature { pub celsius: f32, pub fahrenheit: f32 }
-
-#[derive(Debug, Deserialize)]
-pub struct WindSpeed { pub kmh: f32, pub mph: f32 }
-
-#[derive(Debug, Deserialize)]
-pub struct Location { pub id: String, pub name: String, pub lat: f32, pub lon: f32 }
-
-#[derive(Debug, Deserialize)]
-pub struct WeatherResponse { pub temp: Temperature, pub wind: WindSpeed, pub condition: Condition }
-
-#[derive(Debug, Deserialize)]
-pub struct Forecast { pub days: Vec<WeatherResponse> }
-
-#[derive(Debug, Deserialize)]
-pub struct AirQualityResponse {
-    pub aqi: i32,
-    pub pm2_5: f32,
-    pub pm10: f32,
-    pub o3: f32,
-}
-</aap:target>
-
-<aap:target id="client-struct">
-pub struct WeatherClient {
-    http: HttpClient,
-    base_url: String,
-    api_key: String,
-}
-
-pub struct WeatherClientBuilder {
-    base_url: Option<String>,
-    api_key: Option<String>,
-    timeout: Duration,
-}
-
-impl WeatherClientBuilder {
-    pub fn new() -> Self {
-        Self { base_url: None, api_key: None, timeout: Duration::from_secs(30) }
-    }
-    pub fn base_url(mut self, url: &str) -> Self { self.base_url = Some(url.to_string()); self }
-    pub fn api_key(mut self, key: &str) -> Self { self.api_key = Some(key.to_string()); self }
-    pub fn build(self) -> WeatherClient {
-        WeatherClient {
-            http: HttpClient::builder().timeout(self.timeout).build().unwrap(),
-            base_url: self.base_url.unwrap_or_else(|| "https://api.weather.com".to_string()),
-            api_key: self.api_key.unwrap_or_default(),
-        }
-    }
-}
-</aap:target>
-
-<aap:target id="client-methods">
-impl WeatherClient {
-    async fn handle_status(&self, status: StatusCode) -> Result<(), WeatherError> {
-        match status {
-            StatusCode::OK => Ok(()),
-            StatusCode::UNAUTHORIZED => Err(WeatherError::InvalidApiKey),
-            StatusCode::TOO_MANY_REQUESTS => Err(WeatherError::RateLimited),
-            StatusCode::NOT_FOUND => Err(WeatherError::NotFound),
-            _ => Err(WeatherError::ParseError),
-        }
-    }
-
-    async fn retry_with_backoff<F, Fut, T>(&self, f: F) -> Result<T, WeatherError>
-    where
-        F: Fn() -> Fut,
-        Fut: std::future::Future<Output = Result<T, WeatherError>>,
-    {
-        let mut attempts = 0;
-        loop {
-            match f().await {
-                Err(WeatherError::HttpError(e)) if e.is_timeout() => {
-                    if attempts >= 3 { return Err(WeatherError::Timeout); }
-                }
-                Err(WeatherError::HttpError(_)) => {
-                    if attempts >= 3 { return Err(WeatherError::HttpError(todo!())); } // Simplified error handling
-                }
-                res => return res,
-            }
-            attempts += 1;
-            sleep(Duration::from_millis(200 * 2u64.pow(attempts))).await;
-        }
-    }
-
-    pub async fn current_weather(&self, lat: f32, lon: f32) -> Result<WeatherResponse, WeatherError> {
-        self.retry_with_backoff(|| async {
-            let resp = self.http.get(format!("{}/current", self.base_url))
-                .query(&[("lat", lat), ("lon", lon), ("key", &self.api_key)])
-                .send().await?;
-            self.handle_status(resp.status()).await?;
-            resp.json().await.map_err(|_| WeatherError::ParseError)
-        }).await
-    }
-
-    pub async fn forecast(&self, lat: f32, lon: f32) -> Result<Forecast, WeatherError> {
-        self.retry_with_backoff(|| async {
-            let resp = self.http.get(format!("{}/forecast", self.base_url))
-                .query(&[("lat", lat), ("lon", lon), ("days", 5), ("key", &self.api_key)])
-                .send().await?;
-            self.handle_status(resp.status()).await?;
-            resp.json().await.map_err(|_| WeatherError::ParseError)
-        }).await
-    }
-
-    pub async fn search_location(&self, query: &str) -> Result<Vec<Location>, WeatherError> {
-        self.retry_with_backoff(|| async {
-            let resp = self.http.get(format!("{}/search", self.base_url))
-                .query(&[("q", query), ("key", &self.api_key)])
-                .send().await?;
-            self.handle_status(resp.status()).await?;
-            resp.json().await.map_err(|_| WeatherError::ParseError)
-        }).await
-    }
-
-    pub async fn air_quality(&self, location: &Location) -> Result<AirQualityResponse, WeatherError> {
-        self.retry_with_backoff(|| async {
-            let resp = self.http.get(format!("{}/air-quality", self.base_url))
-                .query(&[("lat", location.lat), ("lon", location.lon), ("key", &self.api_key)])
-                .send().await?;
-            self.handle_status(resp.status()).await?;
-            resp.json().await.map_err(|_| WeatherError::ParseError)
-        }).await
-    }
-}
-</aap:target>
diff --git a/evals/data/experiments/042-rust-http-client/outputs/aap/turn-3.json b/evals/data/experiments/042-rust-http-client/outputs/aap/turn-3.json
deleted file mode 100644
index 147ac64..0000000
--- a/evals/data/experiments/042-rust-http-client/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "weather-client-artifact",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "use serde::{Deserialize, Serialize};\nuse reqwest::{Client as HttpClient, StatusCode};\nuse std::time::{Duration, Instant};\nuse std::collections::HashMap;\nuse std::sync::{Arc, RwLock};\nuse thiserror::Error;\nuse tokio::time::sleep;\n\n<aap:target id=\"error-types\">\n#[derive(Error, Debug)]\npub enum WeatherError {\n    #[error(\"HTTP error: {0}\")]\n    HttpError(#[from] reqwest::Error),\n    #[error(\"Timeout occurred\")]\n    Timeout,\n    #[error(\"Failed to parse response\")]\n    ParseError,\n    #[error(\"Rate limit exceeded\")]\n    RateLimited,\n    #[error(\"Invalid API key\")]\n    InvalidApiKey,\n    #[error(\"Location not found\")]\n    NotFound,\n}\n</aap:target>\n\n<aap:target id=\"data-types\">\n#[derive(Debug, Deserialize, Serialize, Clone)]\npub enum Condition { Sunny, Cloudy, Rainy, Snowy, Stormy }\n\n#[derive(Debug, Deserialize, Serialize, Clone)]\npub struct Temperature { pub celsius: f32, pub fahrenheit: f32 }\n\n#[derive(Debug, Deserialize, Serialize, Clone)]\npub struct WindSpeed { pub kmh: f32, pub mph: f32 }\n\n#[derive(Debug, Deserialize, Serialize, Clone)]\npub struct Location { pub id: String, pub name: String, pub lat: f32, pub lon: f32 }\n\n#[derive(Debug, Deserialize, Serialize, Clone)]\npub struct WeatherResponse { pub temp: Temperature, pub wind: WindSpeed, pub condition: Condition }\n\n#[derive(Debug, Deserialize, Serialize, Clone)]\npub struct Forecast { pub days: Vec<WeatherResponse> }\n\n#[derive(Debug, Deserialize, Serialize, Clone)]\npub struct AirQualityResponse {\n    pub aqi: i32,\n    pub pm2_5: f32,\n    pub pm10: f32,\n    pub o3: f32,\n}\n</aap:target>\n\n<aap:target id=\"client-struct\">\npub struct WeatherClient {\n    http: HttpClient,\n    base_url: String,\n    api_key: String,\n    cache: Arc<RwLock<HashMap<String, (Instant, Vec<u8>)>>>,\n}\n\npub struct WeatherClientBuilder {\n    base_url: Option<String>,\n    api_key: Option<String>,\n    timeout: Duration,\n}\n\nimpl WeatherClientBuilder {\n    pub fn new() -> Self {\n        Self { base_url: None, api_key: None, timeout: Duration::from_secs(30) }\n    }\n    pub fn base_url(mut self, url: &str) -> Self { self.base_url = Some(url.to_string()); self }\n    pub fn api_key(mut self, key: &str) -> Self { self.api_key = Some(key.to_string()); self }\n    pub fn build(self) -> WeatherClient {\n        WeatherClient {\n            http: HttpClient::builder().timeout(self.timeout).build().unwrap(),\n            base_url: self.base_url.unwrap_or_else(|| \"https://api.weather.com\".to_string()),\n            api_key: self.api_key.unwrap_or_default(),\n            cache: Arc::new(RwLock::new(HashMap::new())),\n        }\n    }\n}\n</aap:target>\n\n<aap:target id=\"client-methods\">\nimpl WeatherClient {\n    async fn handle_status(&self, status: StatusCode) -> Result<(), WeatherError> {\n        match status {\n            StatusCode::OK => Ok(()),\n            StatusCode::UNAUTHORIZED => Err(WeatherError::InvalidApiKey),\n            StatusCode::TOO_MANY_REQUESTS => Err(WeatherError::RateLimited),\n            StatusCode::NOT_FOUND => Err(WeatherError::NotFound),\n            _ => Err(WeatherError::ParseError),\n        }\n    }\n\n    async fn get_cached<T: serde::de::DeserializeOwned>(&self, key: &str) -> Option<T> {\n        let cache = self.cache.read().unwrap();\n        if let Some((expiry, data)) = cache.get(key) {\n            if Instant::now() < *expiry {\n                return serde_json::from_slice(data).ok();\n            }\n        }\n        None\n    }\n\n    fn set_cache<T: serde::Serialize>(&self, key: String, data: &T) {\n        if let Ok(serialized) = serde_json::to_vec(data) {\n            let mut cache = self.cache.write().unwrap();\n            cache.insert(key, (Instant::now() + Duration::from_secs(300), serialized));\n        }\n    }\n\n    async fn retry_with_backoff<F, Fut, T>(&self, f: F) -> Result<T, WeatherError>\n    where\n        F: Fn() -> Fut,\n        Fut: std::future::Future<Output = Result<T, WeatherError>>,\n    {\n        let mut attempts = 0;\n        loop {\n            match f().await {\n                Err(WeatherError::HttpError(e)) if e.is_timeout() => {\n                    if attempts >= 3 { return Err(WeatherError::Timeout); }\n                }\n                Err(e @ WeatherError::HttpError(_)) => return Err(e),\n                res => return res,\n            }\n            attempts += 1;\n            sleep(Duration::from_millis(200 * 2u64.pow(attempts))).await;\n        }\n    }\n\n    pub async fn current_weather(&self, lat: f32, lon: f32) -> Result<WeatherResponse, WeatherError> {\n        let key = format!(\"current:{}:{}\", lat, lon);\n        if let Some(cached) = self.get_cached::<WeatherResponse>(&key).await { return Ok(cached); }\n        \n        let res = self.retry_with_backoff(|| async {\n            let resp = self.http.get(format!(\"{}/current\", self.base_url))\n                .query(&[(\"lat\", lat), (\"lon\", lon), (\"key\", &self.api_key)])\n                .send().await?;\n            self.handle_status(resp.status()).await?;\n            resp.json().await.map_err(|_| WeatherError::ParseError)\n        }).await?;\n        \n        self.set_cache(key, &res);\n        Ok(res)\n    }\n\n    pub async fn forecast(&self, lat: f32, lon: f32) -> Result<Forecast, WeatherError> {\n        let key = format!(\"forecast:{}:{}\", lat, lon);\n        if let Some(cached) = self.get_cached::<Forecast>(&key).await { return Ok(cached); }\n        \n        let res = self.retry_with_backoff(|| async {\n            let resp = self.http.get(format!(\"{}/forecast\", self.base_url))\n                .query(&[(\"lat\", lat), (\"lon\", lon), (\"days\", 5), (\"key\", &self.api_key)])\n                .send().await?;\n            self.handle_status(resp.status()).await?;\n            resp.json().await.map_err(|_| WeatherError::ParseError)\n        }).await?;\n        \n        self.set_cache(key, &res);\n        Ok(res)\n    }\n\n    pub async fn search_location(&self, query: &str) -> Result<Vec<Location>, WeatherError> {\n        let key = format!(\"search:{}\", query);\n        if let Some(cached) = self.get_cached::<Vec<Location>>(&key).await { return Ok(cached); }\n\n        let res = self.retry_with_backoff(|| async {\n            let resp = self.http.get(format!(\"{}/search\", self.base_url))\n                .query(&[(\"q\", query), (\"key\", &self.api_key)])\n                .send().await?;\n            self.handle_status(resp.status()).await?;\n            resp.json().await.map_err(|_| WeatherError::ParseError)\n        }).await?;\n        \n        self.set_cache(key, &res);\n        Ok(res)\n    }\n\n    pub async fn air_quality(&self, location: &Location) -> Result<AirQualityResponse, WeatherError> {\n        let key = format!(\"aqi:{}\", location.id);\n        if let Some(cached) = self.get_cached::<AirQualityResponse>(&key).await { return Ok(cached); }\n\n        let res = self.retry_with_backoff(|| async {\n            let resp = self.http.get(format!(\"{}/air-quality\", self.base_url))\n                .query(&[(\"lat\", location.lat), (\"lon\", location.lon), (\"key\", &self.api_key)])\n                .send().await?;\n            self.handle_status(resp.status()).await?;\n            resp.json().await.map_err(|_| WeatherError::ParseError)\n        }).await?;\n        \n        self.set_cache(key, &res);\n        Ok(res)\n    }\n}\n</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/042-rust-http-client/outputs/aap/turn-3.rs b/evals/data/experiments/042-rust-http-client/outputs/aap/turn-3.rs
deleted file mode 100644
index 69c2f9f..0000000
--- a/evals/data/experiments/042-rust-http-client/outputs/aap/turn-3.rs
+++ /dev/null
@@ -1,198 +0,0 @@
-use serde::{Deserialize, Serialize};
-use reqwest::{Client as HttpClient, StatusCode};
-use std::time::{Duration, Instant};
-use std::collections::HashMap;
-use std::sync::{Arc, RwLock};
-use thiserror::Error;
-use tokio::time::sleep;
-
-<aap:target id="error-types">
-#[derive(Error, Debug)]
-pub enum WeatherError {
-    #[error("HTTP error: {0}")]
-    HttpError(#[from] reqwest::Error),
-    #[error("Timeout occurred")]
-    Timeout,
-    #[error("Failed to parse response")]
-    ParseError,
-    #[error("Rate limit exceeded")]
-    RateLimited,
-    #[error("Invalid API key")]
-    InvalidApiKey,
-    #[error("Location not found")]
-    NotFound,
-}
-</aap:target>
-
-<aap:target id="data-types">
-#[derive(Debug, Deserialize, Serialize, Clone)]
-pub enum Condition { Sunny, Cloudy, Rainy, Snowy, Stormy }
-
-#[derive(Debug, Deserialize, Serialize, Clone)]
-pub struct Temperature { pub celsius: f32, pub fahrenheit: f32 }
-
-#[derive(Debug, Deserialize, Serialize, Clone)]
-pub struct WindSpeed { pub kmh: f32, pub mph: f32 }
-
-#[derive(Debug, Deserialize, Serialize, Clone)]
-pub struct Location { pub id: String, pub name: String, pub lat: f32, pub lon: f32 }
-
-#[derive(Debug, Deserialize, Serialize, Clone)]
-pub struct WeatherResponse { pub temp: Temperature, pub wind: WindSpeed, pub condition: Condition }
-
-#[derive(Debug, Deserialize, Serialize, Clone)]
-pub struct Forecast { pub days: Vec<WeatherResponse> }
-
-#[derive(Debug, Deserialize, Serialize, Clone)]
-pub struct AirQualityResponse {
-    pub aqi: i32,
-    pub pm2_5: f32,
-    pub pm10: f32,
-    pub o3: f32,
-}
-</aap:target>
-
-<aap:target id="client-struct">
-pub struct WeatherClient {
-    http: HttpClient,
-    base_url: String,
-    api_key: String,
-    cache: Arc<RwLock<HashMap<String, (Instant, Vec<u8>)>>>,
-}
-
-pub struct WeatherClientBuilder {
-    base_url: Option<String>,
-    api_key: Option<String>,
-    timeout: Duration,
-}
-
-impl WeatherClientBuilder {
-    pub fn new() -> Self {
-        Self { base_url: None, api_key: None, timeout: Duration::from_secs(30) }
-    }
-    pub fn base_url(mut self, url: &str) -> Self { self.base_url = Some(url.to_string()); self }
-    pub fn api_key(mut self, key: &str) -> Self { self.api_key = Some(key.to_string()); self }
-    pub fn build(self) -> WeatherClient {
-        WeatherClient {
-            http: HttpClient::builder().timeout(self.timeout).build().unwrap(),
-            base_url: self.base_url.unwrap_or_else(|| "https://api.weather.com".to_string()),
-            api_key: self.api_key.unwrap_or_default(),
-            cache: Arc::new(RwLock::new(HashMap::new())),
-        }
-    }
-}
-</aap:target>
-
-<aap:target id="client-methods">
-impl WeatherClient {
-    async fn handle_status(&self, status: StatusCode) -> Result<(), WeatherError> {
-        match status {
-            StatusCode::OK => Ok(()),
-            StatusCode::UNAUTHORIZED => Err(WeatherError::InvalidApiKey),
-            StatusCode::TOO_MANY_REQUESTS => Err(WeatherError::RateLimited),
-            StatusCode::NOT_FOUND => Err(WeatherError::NotFound),
-            _ => Err(WeatherError::ParseError),
-        }
-    }
-
-    async fn get_cached<T: serde::de::DeserializeOwned>(&self, key: &str) -> Option<T> {
-        let cache = self.cache.read().unwrap();
-        if let Some((expiry, data)) = cache.get(key) {
-            if Instant::now() < *expiry {
-                return serde_json::from_slice(data).ok();
-            }
-        }
-        None
-    }
-
-    fn set_cache<T: serde::Serialize>(&self, key: String, data: &T) {
-        if let Ok(serialized) = serde_json::to_vec(data) {
-            let mut cache = self.cache.write().unwrap();
-            cache.insert(key, (Instant::now() + Duration::from_secs(300), serialized));
-        }
-    }
-
-    async fn retry_with_backoff<F, Fut, T>(&self, f: F) -> Result<T, WeatherError>
-    where
-        F: Fn() -> Fut,
-        Fut: std::future::Future<Output = Result<T, WeatherError>>,
-    {
-        let mut attempts = 0;
-        loop {
-            match f().await {
-                Err(WeatherError::HttpError(e)) if e.is_timeout() => {
-                    if attempts >= 3 { return Err(WeatherError::Timeout); }
-                }
-                Err(e @ WeatherError::HttpError(_)) => return Err(e),
-                res => return res,
-            }
-            attempts += 1;
-            sleep(Duration::from_millis(200 * 2u64.pow(attempts))).await;
-        }
-    }
-
-    pub async fn current_weather(&self, lat: f32, lon: f32) -> Result<WeatherResponse, WeatherError> {
-        let key = format!("current:{}:{}", lat, lon);
-        if let Some(cached) = self.get_cached::<WeatherResponse>(&key).await { return Ok(cached); }
-        
-        let res = self.retry_with_backoff(|| async {
-            let resp = self.http.get(format!("{}/current", self.base_url))
-                .query(&[("lat", lat), ("lon", lon), ("key", &self.api_key)])
-                .send().await?;
-            self.handle_status(resp.status()).await?;
-            resp.json().await.map_err(|_| WeatherError::ParseError)
-        }).await?;
-        
-        self.set_cache(key, &res);
-        Ok(res)
-    }
-
-    pub async fn forecast(&self, lat: f32, lon: f32) -> Result<Forecast, WeatherError> {
-        let key = format!("forecast:{}:{}", lat, lon);
-        if let Some(cached) = self.get_cached::<Forecast>(&key).await { return Ok(cached); }
-        
-        let res = self.retry_with_backoff(|| async {
-            let resp = self.http.get(format!("{}/forecast", self.base_url))
-                .query(&[("lat", lat), ("lon", lon), ("days", 5), ("key", &self.api_key)])
-                .send().await?;
-            self.handle_status(resp.status()).await?;
-            resp.json().await.map_err(|_| WeatherError::ParseError)
-        }).await?;
-        
-        self.set_cache(key, &res);
-        Ok(res)
-    }
-
-    pub async fn search_location(&self, query: &str) -> Result<Vec<Location>, WeatherError> {
-        let key = format!("search:{}", query);
-        if let Some(cached) = self.get_cached::<Vec<Location>>(&key).await { return Ok(cached); }
-
-        let res = self.retry_with_backoff(|| async {
-            let resp = self.http.get(format!("{}/search", self.base_url))
-                .query(&[("q", query), ("key", &self.api_key)])
-                .send().await?;
-            self.handle_status(resp.status()).await?;
-            resp.json().await.map_err(|_| WeatherError::ParseError)
-        }).await?;
-        
-        self.set_cache(key, &res);
-        Ok(res)
-    }
-
-    pub async fn air_quality(&self, location: &Location) -> Result<AirQualityResponse, WeatherError> {
-        let key = format!("aqi:{}", location.id);
-        if let Some(cached) = self.get_cached::<AirQualityResponse>(&key).await { return Ok(cached); }
-
-        let res = self.retry_with_backoff(|| async {
-            let resp = self.http.get(format!("{}/air-quality", self.base_url))
-                .query(&[("lat", location.lat), ("lon", location.lon), ("key", &self.api_key)])
-                .send().await?;
-            self.handle_status(resp.status()).await?;
-            resp.json().await.map_err(|_| WeatherError::ParseError)
-        }).await?;
-        
-        self.set_cache(key, &res);
-        Ok(res)
-    }
-}
-</aap:target>
diff --git a/evals/data/experiments/042-rust-http-client/outputs/base/turn-0.rs b/evals/data/experiments/042-rust-http-client/outputs/base/turn-0.rs
deleted file mode 100644
index 9655c57..0000000
--- a/evals/data/experiments/042-rust-http-client/outputs/base/turn-0.rs
+++ /dev/null
@@ -1,148 +0,0 @@
-use reqwest::{Client as HttpClient, StatusCode};
-use serde::{Deserialize, Serialize};
-use std::time::Duration;
-use thiserror::Error;
-
-#[derive(Error, Debug)]
-pub enum WeatherError {
-    #[error("HTTP request failed")]
-    HttpError(#[from] reqwest::Error),
-    #[error("Failed to parse response")]
-    ParseError,
-    #[error("Rate limit exceeded")]
-    RateLimited,
-    #[error("Invalid API key")]
-    InvalidApiKey,
-    #[error("Resource not found")]
-    NotFound,
-    #[error("Unknown error occurred")]
-    Unknown,
-}
-
-#[derive(Debug, Deserialize, Serialize, Clone)]
-pub enum Condition {
-    Sunny,
-    Cloudy,
-    Rainy,
-    Snowy,
-    Stormy,
-}
-
-#[derive(Debug, Deserialize)]
-pub struct Temperature {
-    pub current: f32,
-    pub feels_like: f32,
-    pub unit: String,
-}
-
-#[derive(Debug, Deserialize)]
-pub struct WindSpeed {
-    pub speed: f32,
-    pub direction: String,
-}
-
-#[derive(Debug, Deserialize)]
-pub struct Location {
-    pub id: String,
-    pub name: String,
-    pub lat: f32,
-    pub lon: f32,
-}
-
-#[derive(Debug, Deserialize)]
-pub struct WeatherResponse {
-    pub location: Location,
-    pub temperature: Temperature,
-    pub condition: Condition,
-    pub wind: WindSpeed,
-}
-
-#[derive(Debug, Deserialize)]
-pub struct Forecast {
-    pub daily: Vec<WeatherResponse>,
-}
-
-pub struct WeatherClient {
-    http_client: HttpClient,
-    base_url: String,
-    api_key: String,
-}
-
-pub struct WeatherClientBuilder {
-    base_url: String,
-    api_key: String,
-    timeout: Duration,
-}
-
-impl WeatherClientBuilder {
-    pub fn new(base_url: String, api_key: String) -> Self {
-        Self {
-            base_url,
-            api_key,
-            timeout: Duration::from_secs(30),
-        }
-    }
-
-    pub fn timeout(mut self, timeout: Duration) -> Self {
-        self.timeout = timeout;
-        self
-    }
-
-    pub fn build(self) -> WeatherClient {
-        let http_client = HttpClient::builder()
-            .timeout(self.timeout)
-            .build()
-            .unwrap();
-
-        WeatherClient {
-            http_client,
-            base_url: self.base_url,
-            api_key: self.api_key,
-        }
-    }
-}
-
-impl WeatherClient {
-    async fn handle_response<T: serde::de::DeserializeOwned>(
-        &self,
-        response: reqwest::Response,
-    ) -> Result<T, WeatherError> {
-        match response.status() {
-            StatusCode::OK => response.json::<T>().await.map_err(|_| WeatherError::ParseError),
-            StatusCode::UNAUTHORIZED => Err(WeatherError::InvalidApiKey),
-            StatusCode::TOO_MANY_REQUESTS => Err(WeatherError::RateLimited),
-            StatusCode::NOT_FOUND => Err(WeatherError::NotFound),
-            _ => Err(WeatherError::Unknown),
-        }
-    }
-
-    pub async fn current_weather(&self, location: &str) -> Result<WeatherResponse, WeatherError> {
-        let url = format!("{}/current?q={}&appid={}", self.base_url, location, self.api_key);
-        let resp = self.http_client.get(url).send().await?;
-        self.handle_response(resp).await
-    }
-
-    pub async fn forecast(&self, location: &str) -> Result<Forecast, WeatherError> {
-        let url = format!("{}/forecast?q={}&appid={}", self.base_url, location, self.api_key);
-        let resp = self.http_client.get(url).send().await?;
-        self.handle_response(resp).await
-    }
-
-    pub async fn historical(&self, location: &str, date: &str) -> Result<WeatherResponse, WeatherError> {
-        let url = format!("{}/history?q={}&date={}&appid={}", self.base_url, location, date, self.api_key);
-        let resp = self.http_client.get(url).send().await?;
-        self.handle_response(resp).await
-    }
-
-    pub async fn search_location(&self, query: &str) -> Result<Vec<Location>, WeatherError> {
-        let url = format!("{}/search?q={}&appid={}", self.base_url, query, self.api_key);
-        let resp = self.http_client.get(url).send().await?;
-        self.handle_response(resp).await
-    }
-
-    pub async fn alerts(&self, location: &str) -> Result<Vec<String>, WeatherError> {
-        let url = format!("{}/alerts?q={}&appid={}", self.base_url, location, self.api_key);
-        let resp = self.http_client.get(url).send().await?;
-        self.handle_response(resp).await
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/042-rust-http-client/outputs/base/turn-1.rs b/evals/data/experiments/042-rust-http-client/outputs/base/turn-1.rs
deleted file mode 100644
index 2989c6c..0000000
--- a/evals/data/experiments/042-rust-http-client/outputs/base/turn-1.rs
+++ /dev/null
@@ -1,18 +0,0 @@
-#[derive(Debug, Deserialize)]
-pub struct AirQualityResponse {
-    pub aqi: i32,
-    pub pm2_5: f32,
-    pub pm10: f32,
-    pub o3: f32,
-}
-
-impl WeatherClient {
-    pub async fn air_quality(&self, location_id: &str) -> Result<AirQualityResponse, WeatherError> {
-        let url = format!(
-            "{}/air_quality?id={}&appid={}",
-            self.base_url, location_id, self.api_key
-        );
-        let resp = self.http_client.get(url).send().await?;
-        self.handle_response(resp).await
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/042-rust-http-client/outputs/base/turn-2.rs b/evals/data/experiments/042-rust-http-client/outputs/base/turn-2.rs
deleted file mode 100644
index 70239dd..0000000
--- a/evals/data/experiments/042-rust-http-client/outputs/base/turn-2.rs
+++ /dev/null
@@ -1,63 +0,0 @@
-use std::time::Duration;
-use tokio::time::sleep;
-
-#[derive(Error, Debug)]
-pub enum WeatherError {
-    #[error("HTTP request failed")]
-    HttpError(#[from] reqwest::Error),
-    #[error("Request timed out")]
-    Timeout,
-    #[error("Failed to parse response")]
-    ParseError,
-    #[error("Rate limit exceeded")]
-    RateLimited,
-    #[error("Invalid API key")]
-    InvalidApiKey,
-    #[error("Resource not found")]
-    NotFound,
-    #[error("Unknown error occurred")]
-    Unknown,
-}
-
-impl WeatherClient {
-    pub async fn retry_with_backoff<F, Fut, T>(&self, mut operation: F) -> Result<T, WeatherError>
-    where
-        F: FnMut() -> Fut,
-        Fut: std::future::Future<Output = Result<T, WeatherError>>,
-    {
-        let mut attempts = 0;
-        let max_attempts = 3;
-        let mut delay = Duration::from_millis(500);
-
-        loop {
-            match operation().await {
-                Ok(val) => return Ok(val),
-                Err(e) if attempts < max_attempts => {
-                    match e {
-                        WeatherError::HttpError(_) | WeatherError::Timeout => {
-                            attempts += 1;
-                            sleep(delay).await;
-                            delay *= 2;
-                        }
-                        _ => return Err(e),
-                    }
-                }
-                Err(e) => return Err(e),
-            }
-        }
-    }
-
-    async fn execute_request(&self, url: String) -> Result<reqwest::Response, WeatherError> {
-        self.http_client
-            .get(url)
-            .send()
-            .await
-            .map_err(|e| {
-                if e.is_timeout() {
-                    WeatherError::Timeout
-                } else {
-                    WeatherError::HttpError(e)
-                }
-            })
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/042-rust-http-client/outputs/base/turn-3.rs b/evals/data/experiments/042-rust-http-client/outputs/base/turn-3.rs
deleted file mode 100644
index 926123f..0000000
--- a/evals/data/experiments/042-rust-http-client/outputs/base/turn-3.rs
+++ /dev/null
@@ -1,71 +0,0 @@
-use std::collections::HashMap;
-use std::sync::{Arc, RwLock};
-use std::time::{SystemTime, Duration};
-
-struct CacheEntry<T> {
-    data: T,
-    expires_at: SystemTime,
-}
-
-pub struct WeatherClient {
-    http_client: HttpClient,
-    base_url: String,
-    api_key: String,
-    cache: Arc<RwLock<HashMap<String, CacheEntry<String>>>>, // Storing raw strings for generic caching
-    ttl: Duration,
-}
-
-impl WeatherClient {
-    fn is_expired(expires_at: SystemTime) -> bool {
-        SystemTime::now() > expires_at
-    }
-
-    async fn get_cached_or_fetch<T>(
-        &self,
-        key: &str,
-        fetch_fn: impl std::future::Future<Output = Result<T, WeatherError>>,
-    ) -> Result<T, WeatherError> 
-    where T: serde::de::DeserializeOwned + serde::Serialize + Clone
-    {
-        {
-            let cache = self.cache.read().unwrap();
-            if let Some(entry) = cache.get(key) {
-                if !Self::is_expired(entry.expires_at) {
-                    if let Ok(data) = serde_json::from_str::<T>(&entry.data) {
-                        return Ok(data);
-                    }
-                }
-            }
-        }
-
-        let data = fetch_fn.await?;
-        
-        if let Ok(serialized) = serde_json::to_string(&data) {
-            let mut cache = self.cache.write().unwrap();
-            cache.insert(key.to_string(), CacheEntry {
-                data: serialized,
-                expires_at: SystemTime::now() + self.ttl,
-            });
-        }
-        
-        Ok(data)
-    }
-}
-
-// Updated Builder
-impl WeatherClientBuilder {
-    pub fn build(self) -> WeatherClient {
-        let http_client = HttpClient::builder()
-            .timeout(self.timeout)
-            .build()
-            .unwrap();
-
-        WeatherClient {
-            http_client,
-            base_url: self.base_url,
-            api_key: self.api_key,
-            cache: Arc::new(RwLock::new(HashMap::new())),
-            ttl: Duration::from_secs(300), // 5 minutes
-        }
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/043-rust-data-structures/metrics.json b/evals/data/experiments/043-rust-data-structures/metrics.json
deleted file mode 100644
index fc1bd25..0000000
--- a/evals/data/experiments/043-rust-data-structures/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "043-rust-data-structures",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:22:45.782263+00:00",
-  "format": "text/x-rust",
-  "base_turn0": {
-    "input_tokens": 118,
-    "output_tokens": 1506,
-    "latency_ms": 6645,
-    "artifact_bytes": 4344,
-    "ttft_ms": 0,
-    "ttlt_ms": 5472,
-    "median_itl_ms": 85.86
-  },
-  "aap_turn0": {
-    "input_tokens": 457,
-    "output_tokens": 973,
-    "latency_ms": 5462,
-    "artifact_bytes": 2923,
-    "ttft_ms": 0,
-    "ttlt_ms": 3895,
-    "median_itl_ms": 101.6
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a 'get_or_insert' method to the LRU Cache that takes a key and a closure, re",
-        "input_tokens": 1660,
-        "output_tokens": 258,
-        "latency_ms": 1554,
-        "output_bytes": 693,
-        "ttft_ms": 0,
-        "ttlt_ms": 896,
-        "median_itl_ms": 57.88,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the Trie to support wildcard matching where '?' matches any single chara",
-        "input_tokens": 1941,
-        "output_tokens": 490,
-        "latency_ms": 2845,
-        "output_bytes": 1753,
-        "ttft_ms": 0,
-        "ttlt_ms": 2055,
-        "median_itl_ms": 88.12,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new 'count_prefix' method to the Trie that returns how many inserted words",
-        "input_tokens": 2454,
-        "output_tokens": 427,
-        "latency_ms": 2437,
-        "output_bytes": 1301,
-        "ttft_ms": 0,
-        "ttlt_ms": 1529,
-        "median_itl_ms": 93.74,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 6055,
-    "total_output_tokens": 1175,
-    "total_latency_ms": 6836
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a 'get_or_insert' method to the LRU Cache that takes a key and a closure, re",
-        "input_tokens": 2117,
-        "output_tokens": 242,
-        "latency_ms": 1731,
-        "output_bytes": 2612,
-        "ttft_ms": 0,
-        "ttlt_ms": 3,
-        "median_itl_ms": 3.22,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the Trie to support wildcard matching where '?' matches any single chara",
-        "input_tokens": 2015,
-        "output_tokens": 1178,
-        "latency_ms": 4990,
-        "output_bytes": 3552,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.35,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new 'count_prefix' method to the Trie that returns how many inserted words",
-        "input_tokens": 2238,
-        "output_tokens": 241,
-        "latency_ms": 1669,
-        "output_bytes": 4116,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 2.51,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 6370,
-    "total_output_tokens": 1661,
-    "total_latency_ms": 8390,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": -41.4,
-    "input_token_savings_pct": -5.2,
-    "latency_savings_pct": -22.7
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 118,
-        "base_output": 1506,
-        "base_latency_ms": 6645,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 5472,
-        "base_median_itl_ms": 85.86,
-        "aap_input": 457,
-        "aap_output": 973,
-        "aap_latency_ms": 5462,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3895,
-        "aap_median_itl_ms": 101.6
-      },
-      {
-        "turn": 1,
-        "base_input": 1660,
-        "base_output": 258,
-        "base_latency_ms": 1554,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 896,
-        "base_median_itl_ms": 57.88,
-        "aap_input": 2117,
-        "aap_output": 242,
-        "aap_latency_ms": 1731,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3,
-        "aap_median_itl_ms": 3.22,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1941,
-        "base_output": 490,
-        "base_latency_ms": 2845,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 2055,
-        "base_median_itl_ms": 88.12,
-        "aap_input": 2015,
-        "aap_output": 1178,
-        "aap_latency_ms": 4990,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.35,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 2454,
-        "base_output": 427,
-        "base_latency_ms": 2437,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 1529,
-        "base_median_itl_ms": 93.74,
-        "aap_input": 2238,
-        "aap_output": 241,
-        "aap_latency_ms": 1669,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 2.51,
-        "envelope_name": "edit",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 6173,
-      "base_output": 2681,
-      "base_combined": 8854,
-      "aap_input": 6827,
-      "aap_output": 2634,
-      "aap_combined": 9461,
-      "base_latency_ms": 13481,
-      "aap_latency_ms": 13852,
-      "output_savings_pct": 1.8,
-      "input_delta_pct": 10.6,
-      "combined_savings_pct": -6.9,
-      "latency_savings_pct": -2.8
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.2144,
-        "token_f1": 0.6449,
-        "base_char_count": 4344,
-        "aap_char_count": 2754,
-        "char_delta_pct": -36.6,
-        "lines_added": 50,
-        "lines_removed": 104,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.2066,
-        "token_f1": 0.2563,
-        "base_char_count": 693,
-        "aap_char_count": 2443,
-        "char_delta_pct": 252.5,
-        "lines_added": 85,
-        "lines_removed": 12,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.1667,
-        "token_f1": 0.3581,
-        "base_char_count": 1753,
-        "aap_char_count": 3383,
-        "char_delta_pct": 93.0,
-        "lines_added": 103,
-        "lines_removed": 27,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0796,
-        "token_f1": 0.3921,
-        "base_char_count": 1301,
-        "aap_char_count": 3947,
-        "char_delta_pct": 203.4,
-        "lines_added": 136,
-        "lines_removed": 41,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.1668,
-    "mean_token_f1": 0.4128,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-0.rs b/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-0.rs
deleted file mode 100644
index 9f53a69..0000000
--- a/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-0.rs
+++ /dev/null
@@ -1,107 +0,0 @@
-<aap:target id="rust-data-structures">
-use std::collections::{HashMap, VecDeque};
-use std::hash::{Hash, Hasher};
-use std::collections::hash_map::DefaultHasher;
-
-<aap:target id="lru-cache">
-pub struct LruCache<K, V> {
-    capacity: usize,
-    map: HashMap<K, (V, std::collections::linked_list::CursorMut<'static, K>)>, // Simplified for brevity
-    list: std::collections::LinkedList<K>,
-}
-
-impl<K: Eq + Hash + Clone, V> LruCache<K, V> {
-    pub fn new(capacity: usize) -> Self {
-        Self { capacity, map: HashMap::new(), list: std::collections::LinkedList::new() }
-    }
-    pub fn get(&mut self, key: &K) -> Option<&V> {
-        self.map.get(key).map(|(v, _)| v)
-    }
-    pub fn put(&mut self, key: K, value: V) {
-        if self.map.len() >= self.capacity {
-            if let Some(old) = self.list.pop_back() { self.map.remove(&old); }
-        }
-        self.list.push_front(key.clone());
-        // Implementation truncated for constraints...
-    }
-}
-</aap:target>
-
-<aap:target id="trie">
-#[derive(Default)]
-pub struct TrieNode {
-    children: HashMap<char, TrieNode>,
-    is_end: bool,
-}
-
-pub struct Trie {
-    root: TrieNode,
-}
-
-impl Trie {
-    pub fn new() -> Self { Self { root: TrieNode::default() } }
-    pub fn insert(&mut self, word: &str) {
-        let mut curr = &mut self.root;
-        for c in word.chars() {
-            curr = curr.children.entry(c).or_insert(TrieNode::default());
-        }
-        curr.is_end = true;
-    }
-    pub fn search(&self, word: &str) -> bool {
-        let mut curr = &self.root;
-        for c in word.chars() {
-            match curr.children.get(&c) {
-                Some(n) => curr = n,
-                None => return false,
-            }
-        }
-        curr.is_end
-    }
-}
-</aap:target>
-
-<aap:target id="bloom-filter">
-pub struct BloomFilter {
-    bits: Vec<bool>,
-    num_hashes: usize,
-    size: usize,
-}
-
-impl BloomFilter {
-    pub fn new(expected_elements: usize, false_positive_rate: f64) -> Self {
-        let size = (-(expected_elements as f64) * false_positive_rate.ln() / (2.0f64.ln().powi(2))) as usize;
-        let num_hashes = ((size as f64 / expected_elements as f64) * 2.0f64.ln()) as usize;
-        Self { bits: vec![false; size], num_hashes, size }
-    }
-    pub fn insert<T: Hash>(&mut self, item: &T) {
-        for i in 0..self.num_hashes {
-            let mut h = DefaultHasher::new();
-            item.hash(&mut h);
-            i.hash(&mut h);
-            let idx = (h.finish() as usize) % self.size;
-            self.bits[idx] = true;
-        }
-    }
-}
-</aap:target>
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn test_trie() {
-        let mut t = Trie::new();
-        t.insert("rust");
-        assert!(t.search("rust"));
-        assert!(!t.search("ru"));
-    }
-
-    #[test]
-    fn test_bloom() {
-        let mut bf = BloomFilter::new(100, 0.01);
-        bf.insert(&"test");
-        // probabilistic check
-    }
-}
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-1.json b/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-1.json
deleted file mode 100644
index d2381ff..0000000
--- a/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "rust-data-structures",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "lru-cache"
-      },
-      "content": "    pub fn get(&mut self, key: &K) -> Option<&V> {\n        self.map.get(key).map(|(v, _)| v)\n    }\n\n    pub fn get_or_insert<F>(&mut self, key: K, f: F) -> &V\n    where\n        F: FnOnce() -> V,\n        K: Clone,\n    {\n        if self.map.contains_key(&key) {\n            return self.get(&key).unwrap();\n        }\n        let value = f();\n        self.put(key.clone(), value);\n        self.get(&key).unwrap()\n    }\n\n    pub fn put(&mut self, key: K, value: V) {"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-1.rs b/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-1.rs
deleted file mode 100644
index b96965f..0000000
--- a/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-1.rs
+++ /dev/null
@@ -1,102 +0,0 @@
-<aap:target id="rust-data-structures">
-use std::collections::{HashMap, VecDeque};
-use std::hash::{Hash, Hasher};
-use std::collections::hash_map::DefaultHasher;
-
-<aap:target id="lru-cache">    pub fn get(&mut self, key: &K) -> Option<&V> {
-        self.map.get(key).map(|(v, _)| v)
-    }
-
-    pub fn get_or_insert<F>(&mut self, key: K, f: F) -> &V
-    where
-        F: FnOnce() -> V,
-        K: Clone,
-    {
-        if self.map.contains_key(&key) {
-            return self.get(&key).unwrap();
-        }
-        let value = f();
-        self.put(key.clone(), value);
-        self.get(&key).unwrap()
-    }
-
-    pub fn put(&mut self, key: K, value: V) {</aap:target>
-
-<aap:target id="trie">
-#[derive(Default)]
-pub struct TrieNode {
-    children: HashMap<char, TrieNode>,
-    is_end: bool,
-}
-
-pub struct Trie {
-    root: TrieNode,
-}
-
-impl Trie {
-    pub fn new() -> Self { Self { root: TrieNode::default() } }
-    pub fn insert(&mut self, word: &str) {
-        let mut curr = &mut self.root;
-        for c in word.chars() {
-            curr = curr.children.entry(c).or_insert(TrieNode::default());
-        }
-        curr.is_end = true;
-    }
-    pub fn search(&self, word: &str) -> bool {
-        let mut curr = &self.root;
-        for c in word.chars() {
-            match curr.children.get(&c) {
-                Some(n) => curr = n,
-                None => return false,
-            }
-        }
-        curr.is_end
-    }
-}
-</aap:target>
-
-<aap:target id="bloom-filter">
-pub struct BloomFilter {
-    bits: Vec<bool>,
-    num_hashes: usize,
-    size: usize,
-}
-
-impl BloomFilter {
-    pub fn new(expected_elements: usize, false_positive_rate: f64) -> Self {
-        let size = (-(expected_elements as f64) * false_positive_rate.ln() / (2.0f64.ln().powi(2))) as usize;
-        let num_hashes = ((size as f64 / expected_elements as f64) * 2.0f64.ln()) as usize;
-        Self { bits: vec![false; size], num_hashes, size }
-    }
-    pub fn insert<T: Hash>(&mut self, item: &T) {
-        for i in 0..self.num_hashes {
-            let mut h = DefaultHasher::new();
-            item.hash(&mut h);
-            i.hash(&mut h);
-            let idx = (h.finish() as usize) % self.size;
-            self.bits[idx] = true;
-        }
-    }
-}
-</aap:target>
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn test_trie() {
-        let mut t = Trie::new();
-        t.insert("rust");
-        assert!(t.search("rust"));
-        assert!(!t.search("ru"));
-    }
-
-    #[test]
-    fn test_bloom() {
-        let mut bf = BloomFilter::new(100, 0.01);
-        bf.insert(&"test");
-        // probabilistic check
-    }
-}
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-2.json b/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-2.json
deleted file mode 100644
index 91d8f23..0000000
--- a/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "rust-data-structures-trie-wildcard",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/x-rust",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<aap:target id=\"rust-data-structures\">\nuse std::collections::{HashMap, VecDeque};\nuse std::hash::{Hash, Hasher};\nuse std::collections::hash_map::DefaultHasher;\n\n<aap:target id=\"lru-cache\">    pub fn get(&mut self, key: &K) -> Option<&V> {\n        self.map.get(key).map(|(v, _)| v)\n    }\n\n    pub fn get_or_insert<F>(&mut self, key: K, f: F) -> &V\n    where\n        F: FnOnce() -> V,\n        K: Clone,\n    {\n        if self.map.contains_key(&key) {\n            return self.get(&key).unwrap();\n        }\n        let value = f();\n        self.put(key.clone(), value);\n        self.get(&key).unwrap()\n    }\n\n    pub fn put(&mut self, key: K, value: V) {</aap:target>\n\n<aap:target id=\"trie\">\n#[derive(Default)]\npub struct TrieNode {\n    children: HashMap<char, TrieNode>,\n    is_end: bool,\n}\n\npub struct Trie {\n    root: TrieNode,\n}\n\nimpl Trie {\n    pub fn new() -> Self { Self { root: TrieNode::default() } }\n    pub fn insert(&mut self, word: &str) {\n        let mut curr = &mut self.root;\n        for c in word.chars() {\n            curr = curr.children.entry(c).or_insert(TrieNode::default());\n        }\n        curr.is_end = true;\n    }\n    \n    pub fn search(&self, word: &str) -> bool {\n        self.search_recursive(&self.root, word)\n    }\n\n    fn search_recursive(&self, node: &TrieNode, word: &str) -> bool {\n        if word.is_empty() {\n            return node.is_end;\n        }\n\n        let first = word.chars().next().unwrap();\n        let remaining = &word[first.len_utf8()..];\n\n        match first {\n            '?' => {\n                for child in node.children.values() {\n                    if self.search_recursive(child, remaining) {\n                        return true;\n                    }\n                }\n            }\n            '*' => {\n                if self.search_recursive(node, remaining) {\n                    return true;\n                }\n                for child in node.children.values() {\n                    if self.search_recursive(child, word) {\n                        return true;\n                    }\n                }\n            }\n            c => {\n                if let Some(child) = node.children.get(&c) {\n                    return self.search_recursive(child, remaining);\n                }\n            }\n        }\n        false\n    }\n}\n</aap:target>\n\n<aap:target id=\"bloom-filter\">\npub struct BloomFilter {\n    bits: Vec<bool>,\n    num_hashes: usize,\n    size: usize,\n}\n\nimpl BloomFilter {\n    pub fn new(expected_elements: usize, false_positive_rate: f64) -> Self {\n        let size = (-(expected_elements as f64) * false_positive_rate.ln() / (2.0f64.ln().powi(2))) as usize;\n        let num_hashes = ((size as f64 / expected_elements as f64) * 2.0f64.ln()) as usize;\n        Self { bits: vec![false; size], num_hashes, size }\n    }\n    pub fn insert<T: Hash>(&mut self, item: &T) {\n        for i in 0..self.num_hashes {\n            let mut h = DefaultHasher::new();\n            item.hash(&mut h);\n            i.hash(&mut h);\n            let idx = (h.finish() as usize) % self.size;\n            self.bits[idx] = true;\n        }\n    }\n}\n</aap:target>\n\n#[cfg(test)]\nmod tests {\n    use super::*;\n\n    #[test]\n    fn test_trie() {\n        let mut t = Trie::new();\n        t.insert(\"rust\");\n        assert!(t.search(\"rust\"));\n        assert!(t.search(\"r?st\"));\n        assert!(t.search(\"r*t\"));\n        assert!(!t.search(\"ru\"));\n    }\n\n    #[test]\n    fn test_bloom() {\n        let mut bf = BloomFilter::new(100, 0.01);\n        bf.insert(&\"test\");\n        // probabilistic check\n    }\n}\n</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-2.rs b/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-2.rs
deleted file mode 100644
index 6da4aa5..0000000
--- a/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-2.rs
+++ /dev/null
@@ -1,133 +0,0 @@
-<aap:target id="rust-data-structures">
-use std::collections::{HashMap, VecDeque};
-use std::hash::{Hash, Hasher};
-use std::collections::hash_map::DefaultHasher;
-
-<aap:target id="lru-cache">    pub fn get(&mut self, key: &K) -> Option<&V> {
-        self.map.get(key).map(|(v, _)| v)
-    }
-
-    pub fn get_or_insert<F>(&mut self, key: K, f: F) -> &V
-    where
-        F: FnOnce() -> V,
-        K: Clone,
-    {
-        if self.map.contains_key(&key) {
-            return self.get(&key).unwrap();
-        }
-        let value = f();
-        self.put(key.clone(), value);
-        self.get(&key).unwrap()
-    }
-
-    pub fn put(&mut self, key: K, value: V) {</aap:target>
-
-<aap:target id="trie">
-#[derive(Default)]
-pub struct TrieNode {
-    children: HashMap<char, TrieNode>,
-    is_end: bool,
-}
-
-pub struct Trie {
-    root: TrieNode,
-}
-
-impl Trie {
-    pub fn new() -> Self { Self { root: TrieNode::default() } }
-    pub fn insert(&mut self, word: &str) {
-        let mut curr = &mut self.root;
-        for c in word.chars() {
-            curr = curr.children.entry(c).or_insert(TrieNode::default());
-        }
-        curr.is_end = true;
-    }
-    
-    pub fn search(&self, word: &str) -> bool {
-        self.search_recursive(&self.root, word)
-    }
-
-    fn search_recursive(&self, node: &TrieNode, word: &str) -> bool {
-        if word.is_empty() {
-            return node.is_end;
-        }
-
-        let first = word.chars().next().unwrap();
-        let remaining = &word[first.len_utf8()..];
-
-        match first {
-            '?' => {
-                for child in node.children.values() {
-                    if self.search_recursive(child, remaining) {
-                        return true;
-                    }
-                }
-            }
-            '*' => {
-                if self.search_recursive(node, remaining) {
-                    return true;
-                }
-                for child in node.children.values() {
-                    if self.search_recursive(child, word) {
-                        return true;
-                    }
-                }
-            }
-            c => {
-                if let Some(child) = node.children.get(&c) {
-                    return self.search_recursive(child, remaining);
-                }
-            }
-        }
-        false
-    }
-}
-</aap:target>
-
-<aap:target id="bloom-filter">
-pub struct BloomFilter {
-    bits: Vec<bool>,
-    num_hashes: usize,
-    size: usize,
-}
-
-impl BloomFilter {
-    pub fn new(expected_elements: usize, false_positive_rate: f64) -> Self {
-        let size = (-(expected_elements as f64) * false_positive_rate.ln() / (2.0f64.ln().powi(2))) as usize;
-        let num_hashes = ((size as f64 / expected_elements as f64) * 2.0f64.ln()) as usize;
-        Self { bits: vec![false; size], num_hashes, size }
-    }
-    pub fn insert<T: Hash>(&mut self, item: &T) {
-        for i in 0..self.num_hashes {
-            let mut h = DefaultHasher::new();
-            item.hash(&mut h);
-            i.hash(&mut h);
-            let idx = (h.finish() as usize) % self.size;
-            self.bits[idx] = true;
-        }
-    }
-}
-</aap:target>
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn test_trie() {
-        let mut t = Trie::new();
-        t.insert("rust");
-        assert!(t.search("rust"));
-        assert!(t.search("r?st"));
-        assert!(t.search("r*t"));
-        assert!(!t.search("ru"));
-    }
-
-    #[test]
-    fn test_bloom() {
-        let mut bf = BloomFilter::new(100, 0.01);
-        bf.insert(&"test");
-        // probabilistic check
-    }
-}
-</aap:target>
diff --git a/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-3.json b/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-3.json
deleted file mode 100644
index f6ba481..0000000
--- a/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "rust-data-structures",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "trie"
-      },
-      "content": "    pub fn count_prefix(&self, prefix: &str) -> usize {\n        let mut curr = &self.root;\n        for c in prefix.chars() {\n            if let Some(node) = curr.children.get(&c) {\n                curr = node;\n            } else {\n                return 0;\n            }\n        }\n        self.count_recursive(curr)\n    }\n\n    fn count_recursive(&self, node: &TrieNode) -> usize {\n        let mut count = if node.is_end { 1 } else { 0 };\n        for child in node.children.values() {\n            count += self.count_recursive(child);\n        }\n        count\n    }\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-3.rs b/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-3.rs
deleted file mode 100644
index 3702d79..0000000
--- a/evals/data/experiments/043-rust-data-structures/outputs/aap/turn-3.rs
+++ /dev/null
@@ -1,152 +0,0 @@
-<aap:target id="rust-data-structures">
-use std::collections::{HashMap, VecDeque};
-use std::hash::{Hash, Hasher};
-use std::collections::hash_map::DefaultHasher;
-
-<aap:target id="lru-cache">    pub fn get(&mut self, key: &K) -> Option<&V> {
-        self.map.get(key).map(|(v, _)| v)
-    }
-
-    pub fn get_or_insert<F>(&mut self, key: K, f: F) -> &V
-    where
-        F: FnOnce() -> V,
-        K: Clone,
-    {
-        if self.map.contains_key(&key) {
-            return self.get(&key).unwrap();
-        }
-        let value = f();
-        self.put(key.clone(), value);
-        self.get(&key).unwrap()
-    }
-
-    pub fn put(&mut self, key: K, value: V) {</aap:target>
-
-<aap:target id="trie">
-#[derive(Default)]
-pub struct TrieNode {
-    children: HashMap<char, TrieNode>,
-    is_end: bool,
-}
-
-pub struct Trie {
-    root: TrieNode,
-}
-
-impl Trie {
-    pub fn new() -> Self { Self { root: TrieNode::default() } }
-    pub fn insert(&mut self, word: &str) {
-        let mut curr = &mut self.root;
-        for c in word.chars() {
-            curr = curr.children.entry(c).or_insert(TrieNode::default());
-        }
-        curr.is_end = true;
-    }
-    
-    pub fn search(&self, word: &str) -> bool {
-        self.search_recursive(&self.root, word)
-    }
-
-    fn search_recursive(&self, node: &TrieNode, word: &str) -> bool {
-        if word.is_empty() {
-            return node.is_end;
-        }
-
-        let first = word.chars().next().unwrap();
-        let remaining = &word[first.len_utf8()..];
-
-        match first {
-            '?' => {
-                for child in node.children.values() {
-                    if self.search_recursive(child, remaining) {
-                        return true;
-                    }
-                }
-            }
-            '*' => {
-                if self.search_recursive(node, remaining) {
-                    return true;
-                }
-                for child in node.children.values() {
-                    if self.search_recursive(child, word) {
-                        return true;
-                    }
-                }
-            }
-            c => {
-                if let Some(child) = node.children.get(&c) {
-                    return self.search_recursive(child, remaining);
-                }
-            }
-        }
-        false
-    }
-}
-    pub fn count_prefix(&self, prefix: &str) -> usize {
-        let mut curr = &self.root;
-        for c in prefix.chars() {
-            if let Some(node) = curr.children.get(&c) {
-                curr = node;
-            } else {
-                return 0;
-            }
-        }
-        self.count_recursive(curr)
-    }
-
-    fn count_recursive(&self, node: &TrieNode) -> usize {
-        let mut count = if node.is_end { 1 } else { 0 };
-        for child in node.children.values() {
-            count += self.count_recursive(child);
-        }
-        count
-    }
-</aap:target>
-
-<aap:target id="bloom-filter">
-pub struct BloomFilter {
-    bits: Vec<bool>,
-    num_hashes: usize,
-    size: usize,
-}
-
-impl BloomFilter {
-    pub fn new(expected_elements: usize, false_positive_rate: f64) -> Self {
-        let size = (-(expected_elements as f64) * false_positive_rate.ln() / (2.0f64.ln().powi(2))) as usize;
-        let num_hashes = ((size as f64 / expected_elements as f64) * 2.0f64.ln()) as usize;
-        Self { bits: vec![false; size], num_hashes, size }
-    }
-    pub fn insert<T: Hash>(&mut self, item: &T) {
-        for i in 0..self.num_hashes {
-            let mut h = DefaultHasher::new();
-            item.hash(&mut h);
-            i.hash(&mut h);
-            let idx = (h.finish() as usize) % self.size;
-            self.bits[idx] = true;
-        }
-    }
-}
-</aap:target>
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn test_trie() {
-        let mut t = Trie::new();
-        t.insert("rust");
-        assert!(t.search("rust"));
-        assert!(t.search("r?st"));
-        assert!(t.search("r*t"));
-        assert!(!t.search("ru"));
-    }
-
-    #[test]
-    fn test_bloom() {
-        let mut bf = BloomFilter::new(100, 0.01);
-        bf.insert(&"test");
-        // probabilistic check
-    }
-}
-</aap:target>
diff --git a/evals/data/experiments/043-rust-data-structures/outputs/base/turn-0.rs b/evals/data/experiments/043-rust-data-structures/outputs/base/turn-0.rs
deleted file mode 100644
index e672a49..0000000
--- a/evals/data/experiments/043-rust-data-structures/outputs/base/turn-0.rs
+++ /dev/null
@@ -1,160 +0,0 @@
-use std::collections::{HashMap, VecDeque};
-use std::hash::{Hash, Hasher};
-use std::collections::hash_map::DefaultHasher;
-use std::rc::Rc;
-use std::cell::RefCell;
-
-pub struct LruCache<K, V> {
-    capacity: usize,
-    map: HashMap<K, (V, usize)>,
-    order: VecDeque<K>,
-    timestamp: usize,
-}
-
-impl<K: Eq + Hash + Clone, V> LruCache<K, V> {
-    pub fn new(capacity: usize) -> Self {
-        Self { capacity, map: HashMap::with_capacity(capacity), order: VecDeque::with_capacity(capacity), timestamp: 0 }
-    }
-
-    pub fn get(&mut self, key: &K) -> Option<&V> {
-        if self.map.contains_key(key) {
-            self.timestamp += 1;
-            self.map.get_mut(key).map(|v| { v.1 = self.timestamp; &v.0 })
-        } else { None }
-    }
-
-    pub fn put(&mut self, key: K, value: V) {
-        if self.map.len() >= self.capacity && !self.map.contains_key(&key) {
-            let oldest = self.order.pop_front().unwrap();
-            self.map.remove(&oldest);
-        }
-        self.timestamp += 1;
-        self.map.insert(key.clone(), (value, self.timestamp));
-        self.order.push_back(key);
-    }
-
-    pub fn remove(&mut self, key: &K) -> Option<V> {
-        self.order.retain(|k| k != key);
-        self.map.remove(key).map(|v| v.0)
-    }
-
-    pub fn len(&self) -> usize { self.map.len() }
-    pub fn clear(&mut self) { self.map.clear(); self.order.clear(); }
-}
-
-#[derive(Default)]
-struct TrieNode {
-    children: HashMap<char, TrieNode>,
-    is_end: bool,
-}
-
-pub struct Trie {
-    root: TrieNode,
-}
-
-impl Trie {
-    pub fn new() -> Self { Self { root: TrieNode::default() } }
-
-    pub fn insert(&mut self, word: &str) {
-        let mut curr = &mut self.root;
-        for c in word.chars() {
-            curr = curr.children.entry(c).or_default();
-        }
-        curr.is_end = true;
-    }
-
-    pub fn search(&self, word: &str) -> bool {
-        self.find(word).map(|n| n.is_end).unwrap_or(false)
-    }
-
-    pub fn starts_with(&self, prefix: &str) -> bool {
-        self.find(prefix).is_some()
-    }
-
-    fn find(&self, s: &str) -> Option<&TrieNode> {
-        let mut curr = &self.root;
-        for c in s.chars() {
-            curr = curr.children.get(&c)?;
-        }
-        Some(curr)
-    }
-
-    pub fn autocomplete(&self, prefix: &str) -> Vec<String> {
-        let mut results = Vec::new();
-        if let Some(node) = self.find(prefix) {
-            self.dfs(node, &mut prefix.to_string(), &mut results);
-        }
-        results
-    }
-
-    fn dfs(&self, node: &TrieNode, path: &mut String, results: &mut Vec<String>) {
-        if node.is_end { results.push(path.clone()); }
-        for (c, next) in &node.children {
-            path.push(*c);
-            self.dfs(next, path, results);
-            path.pop();
-        }
-    }
-}
-
-pub struct BloomFilter {
-    bits: Vec<bool>,
-    hashes: usize,
-}
-
-impl BloomFilter {
-    pub fn new(n: usize, p: f64) -> Self {
-        let m = (-(n as f64) * p.ln() / (2.0f64.ln().powi(2))).ceil() as usize;
-        let k = ((m as f64 / n as f64) * 2.0f64.ln()).round() as usize;
-        Self { bits: vec![false; m], hashes: k }
-    }
-
-    fn get_indices<T: Hash>(&self, item: &T) -> Vec<usize> {
-        (0..self.hashes).map(|i| {
-            let mut s = DefaultHasher::new();
-            item.hash(&mut s);
-            (i as u64).hash(&mut s);
-            (s.finish() as usize) % self.bits.len()
-        }).collect()
-    }
-
-    pub fn insert<T: Hash>(&mut self, item: &T) {
-        for idx in self.get_indices(item) { self.bits[idx] = true; }
-    }
-
-    pub fn contains<T: Hash>(&self, item: &T) -> bool {
-        self.get_indices(item).iter().all(|&idx| self.bits[idx])
-    }
-}
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn test_lru() {
-        let mut lru = LruCache::new(2);
-        lru.put(1, "a");
-        lru.put(2, "b");
-        assert_eq!(lru.get(&1), Some(&"a"));
-        lru.put(3, "c");
-        assert_eq!(lru.get(&2), None);
-    }
-
-    #[test]
-    fn test_trie() {
-        let mut t = Trie::new();
-        t.insert("apple");
-        assert!(t.search("apple"));
-        assert!(t.starts_with("app"));
-        assert_eq!(t.autocomplete("app"), vec!["apple"]);
-    }
-
-    #[test]
-    fn test_bloom() {
-        let mut bf = BloomFilter::new(100, 0.01);
-        bf.insert(&"hello");
-        assert!(bf.contains(&"hello"));
-        assert!(!bf.contains(&"world"));
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/043-rust-data-structures/outputs/base/turn-1.rs b/evals/data/experiments/043-rust-data-structures/outputs/base/turn-1.rs
deleted file mode 100644
index 8c2c040..0000000
--- a/evals/data/experiments/043-rust-data-structures/outputs/base/turn-1.rs
+++ /dev/null
@@ -1,28 +0,0 @@
-impl<K: Eq + Hash + Clone, V> LruCache<K, V> {
-    pub fn get_or_insert<F>(&mut self, key: K, f: F) -> &V
-    where
-        F: FnOnce() -> V,
-    {
-        if !self.map.contains_key(&key) {
-            let val = f();
-            self.put(key.clone(), val);
-        }
-        self.get(&key).unwrap()
-    }
-}
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn test_lru_get_or_insert() {
-        let mut lru = LruCache::new(2);
-        let val = lru.get_or_insert(1, || "computed".to_string());
-        assert_eq!(val, "computed");
-        
-        let val2 = lru.get_or_insert(1, || "new".to_string());
-        assert_eq!(val2, "computed");
-        assert_eq!(lru.len(), 1);
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/043-rust-data-structures/outputs/base/turn-2.rs b/evals/data/experiments/043-rust-data-structures/outputs/base/turn-2.rs
deleted file mode 100644
index 334e3fe..0000000
--- a/evals/data/experiments/043-rust-data-structures/outputs/base/turn-2.rs
+++ /dev/null
@@ -1,57 +0,0 @@
-impl Trie {
-    pub fn wildcard_search(&self, pattern: &str) -> bool {
-        self.match_pattern(&self.root, &pattern.chars().collect::<Vec<char>>(), 0)
-    }
-
-    fn match_pattern(&self, node: &TrieNode, chars: &[char], idx: usize) -> bool {
-        if idx == chars.len() {
-            return node.is_end;
-        }
-
-        match chars[idx] {
-            '?' => {
-                for next_node in node.children.values() {
-                    if self.match_pattern(next_node, chars, idx + 1) {
-                        return true;
-                    }
-                }
-                false
-            }
-            '*' => {
-                if self.match_pattern(node, chars, idx + 1) {
-                    return true;
-                }
-                for next_node in node.children.values() {
-                    if self.match_pattern(next_node, chars, idx) || self.match_pattern(next_node, chars, idx + 1) {
-                        return true;
-                    }
-                }
-                false
-            }
-            c => {
-                if let Some(next_node) = node.children.get(&c) {
-                    self.match_pattern(next_node, chars, idx + 1)
-                } else {
-                    false
-                }
-            }
-        }
-    }
-}
-
-#[cfg(test)]
-mod tests {
-    #[test]
-    fn test_trie_wildcard() {
-        let mut t = Trie::new();
-        t.insert("apple");
-        t.insert("apply");
-        t.insert("bat");
-        
-        assert!(t.wildcard_search("appl?"));
-        assert!(t.wildcard_search("a*e"));
-        assert!(t.wildcard_search("?at"));
-        assert!(!t.wildcard_search("b?t")); // fails because 'bat' is length 3, search assumes length
-        assert!(t.wildcard_search("b*t"));
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/043-rust-data-structures/outputs/base/turn-3.rs b/evals/data/experiments/043-rust-data-structures/outputs/base/turn-3.rs
deleted file mode 100644
index ac13eb9..0000000
--- a/evals/data/experiments/043-rust-data-structures/outputs/base/turn-3.rs
+++ /dev/null
@@ -1,57 +0,0 @@
-struct TrieNode {
-    children: HashMap<char, TrieNode>,
-    is_end: bool,
-    count: usize,
-}
-
-impl TrieNode {
-    fn new() -> Self {
-        Self { children: HashMap::new(), is_end: false, count: 0 }
-    }
-}
-
-impl Trie {
-    pub fn new() -> Self {
-        Self { root: TrieNode::new() }
-    }
-
-    pub fn insert(&mut self, word: &str) {
-        let mut curr = &mut self.root;
-        curr.count += 1;
-        for c in word.chars() {
-            curr = curr.children.entry(c).or_insert(TrieNode::new());
-            curr.count += 1;
-        }
-        curr.is_end = true;
-    }
-
-    pub fn count_prefix(&self, prefix: &str) -> usize {
-        let mut curr = &self.root;
-        for c in prefix.chars() {
-            match curr.children.get(&c) {
-                Some(node) => curr = node,
-                None => return 0,
-            }
-        }
-        curr.count
-    }
-}
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn test_trie_count_prefix() {
-        let mut t = Trie::new();
-        t.insert("apple");
-        t.insert("apply");
-        t.insert("app");
-        t.insert("bat");
-        
-        assert_eq!(t.count_prefix("app"), 3);
-        assert_eq!(t.count_prefix("appl"), 2);
-        assert_eq!(t.count_prefix("bat"), 1);
-        assert_eq!(t.count_prefix("z"), 0);
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/044-go-http-server/metrics.json b/evals/data/experiments/044-go-http-server/metrics.json
deleted file mode 100644
index b323326..0000000
--- a/evals/data/experiments/044-go-http-server/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "044-go-http-server",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:23:13.178845+00:00",
-  "format": "text/x-go",
-  "base_turn0": {
-    "input_tokens": 150,
-    "output_tokens": 1606,
-    "latency_ms": 6617,
-    "artifact_bytes": 4360,
-    "ttft_ms": 0,
-    "ttlt_ms": 5943,
-    "median_itl_ms": 94.11
-  },
-  "aap_turn0": {
-    "input_tokens": 489,
-    "output_tokens": 1246,
-    "latency_ms": 6047,
-    "artifact_bytes": 3365,
-    "ttft_ms": 0,
-    "ttlt_ms": 4861,
-    "median_itl_ms": 95.36
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new GetTopURLs handler (GET /urls/top?limit=10) that returns the most-clic",
-        "input_tokens": 1788,
-        "output_tokens": 183,
-        "latency_ms": 1602,
-        "output_bytes": 486,
-        "ttft_ms": 0,
-        "ttlt_ms": 689,
-        "median_itl_ms": 98.58,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the rate limiting middleware to use a per-IP token bucket with configurab",
-        "input_tokens": 2002,
-        "output_tokens": 325,
-        "latency_ms": 1822,
-        "output_bytes": 869,
-        "ttft_ms": 0,
-        "ttlt_ms": 1172,
-        "median_itl_ms": 95.02,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add URL expiration support: a new 'expires_at' field on the URL struct and a han",
-        "input_tokens": 2360,
-        "output_tokens": 439,
-        "latency_ms": 6270,
-        "output_bytes": 1265,
-        "ttft_ms": 0,
-        "ttlt_ms": 1453,
-        "median_itl_ms": 93.01,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 6150,
-    "total_output_tokens": 947,
-    "total_latency_ms": 9694
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new GetTopURLs handler (GET /urls/top?limit=10) that returns the most-clic",
-        "input_tokens": 2386,
-        "output_tokens": 512,
-        "latency_ms": 3946,
-        "output_bytes": 1104,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.6,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the rate limiting middleware to use a per-IP token bucket with configurab",
-        "input_tokens": 1603,
-        "output_tokens": 491,
-        "latency_ms": 3258,
-        "output_bytes": 1128,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.44,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Add URL expiration support: a new 'expires_at' field on the URL struct and a han",
-        "input_tokens": 1562,
-        "output_tokens": 748,
-        "latency_ms": 3324,
-        "output_bytes": 1880,
-        "ttft_ms": 0,
-        "ttlt_ms": 3,
-        "median_itl_ms": 3.01,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 5551,
-    "total_output_tokens": 1751,
-    "total_latency_ms": 10528,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": -84.9,
-    "input_token_savings_pct": 9.7,
-    "latency_savings_pct": -8.6
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 150,
-        "base_output": 1606,
-        "base_latency_ms": 6617,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 5943,
-        "base_median_itl_ms": 94.11,
-        "aap_input": 489,
-        "aap_output": 1246,
-        "aap_latency_ms": 6047,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 4861,
-        "aap_median_itl_ms": 95.36
-      },
-      {
-        "turn": 1,
-        "base_input": 1788,
-        "base_output": 183,
-        "base_latency_ms": 1602,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 689,
-        "base_median_itl_ms": 98.58,
-        "aap_input": 2386,
-        "aap_output": 512,
-        "aap_latency_ms": 3946,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.6,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 2002,
-        "base_output": 325,
-        "base_latency_ms": 1822,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 1172,
-        "base_median_itl_ms": 95.02,
-        "aap_input": 1603,
-        "aap_output": 491,
-        "aap_latency_ms": 3258,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.44,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 2360,
-        "base_output": 439,
-        "base_latency_ms": 6270,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 1453,
-        "base_median_itl_ms": 93.01,
-        "aap_input": 1562,
-        "aap_output": 748,
-        "aap_latency_ms": 3324,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3,
-        "aap_median_itl_ms": 3.01,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 6300,
-      "base_output": 2553,
-      "base_combined": 8853,
-      "aap_input": 6040,
-      "aap_output": 2997,
-      "aap_combined": 9037,
-      "base_latency_ms": 16311,
-      "aap_latency_ms": 16575,
-      "output_savings_pct": -17.4,
-      "input_delta_pct": -4.1,
-      "combined_savings_pct": -2.1,
-      "latency_savings_pct": -1.6
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.5848,
-        "token_f1": 0.6727,
-        "base_char_count": 4360,
-        "aap_char_count": 3126,
-        "char_delta_pct": -28.3,
-        "lines_added": 58,
-        "lines_removed": 103,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.2516,
-        "token_f1": 0.2529,
-        "base_char_count": 486,
-        "aap_char_count": 1104,
-        "char_delta_pct": 127.2,
-        "lines_added": 23,
-        "lines_removed": 22,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.5699,
-        "token_f1": 0.6573,
-        "base_char_count": 869,
-        "aap_char_count": 1033,
-        "char_delta_pct": 18.9,
-        "lines_added": 35,
-        "lines_removed": 23,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.1384,
-        "token_f1": 0.429,
-        "base_char_count": 1265,
-        "aap_char_count": 1669,
-        "char_delta_pct": 31.9,
-        "lines_added": 84,
-        "lines_removed": 41,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.3862,
-    "mean_token_f1": 0.503,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/044-go-http-server/outputs/aap/turn-0.go b/evals/data/experiments/044-go-http-server/outputs/aap/turn-0.go
deleted file mode 100644
index 28b5ea6..0000000
--- a/evals/data/experiments/044-go-http-server/outputs/aap/turn-0.go
+++ /dev/null
@@ -1,151 +0,0 @@
-<aap:target id="url-shortener-service">package main
-
-import (
-	"context"
-	"encoding/json"
-	"fmt"
-	"log"
-	"net/http"
-	"os"
-	"os/signal"
-	"sync"
-	"syscall"
-	"time"
-
-	"github.com/google/uuid"
-	"golang.org/x/time/rate"
-)
-
-<aap:target id="types">
-type URL struct {
-	Code      string    `json:"code"`
-	LongURL   string    `json:"long_url"`
-	CreatedAt time.Time `json:"created_at"`
-	Clicks    int       `json:"clicks"`
-}
-
-type CreateRequest struct {
-	LongURL string `json:"long_url"`
-}
-
-type StatsResponse struct {
-	Code    string `json:"code"`
-	LongURL string `json:"long_url"`
-	Clicks  int    `json:"clicks"`
-}
-</aap:target>
-
-<aap:target id="store">
-type Store struct {
-	mu   sync.RWMutex
-	urls map[string]*URL
-}
-
-func NewStore() *Store {
-	return &Store{urls: make(map[string]*URL)}
-}
-</aap:target>
-
-<aap:target id="middleware">
-func logging(next http.Handler) http.Handler {
-	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		log.Printf("%s %s %s", r.RemoteAddr, r.Method, r.URL.Path)
-		next.ServeHTTP(w, r)
-	})
-}
-
-func requestID(next http.Handler) http.Handler {
-	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		ctx := context.WithValue(r.Context(), "requestID", uuid.New().String())
-		next.ServeHTTP(w, r.WithContext(ctx))
-	})
-}
-
-var limiter = rate.NewLimiter(1, 3)
-
-func rateLimit(next http.Handler) http.Handler {
-	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		if !limiter.Allow() {
-			http.Error(w, "Too Many Requests", http.StatusTooManyRequests)
-			return
-		}
-		next.ServeHTTP(w, r)
-	})
-}
-</aap:target>
-
-<aap:target id="handlers">
-func (s *Store) CreateShortURL(w http.ResponseWriter, r *http.Request) {
-	var req CreateRequest
-	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
-		http.Error(w, err.Error(), http.StatusBadRequest)
-		return
-	}
-	code := uuid.New().String()[:8]
-	s.mu.Lock()
-	s.urls[code] = &URL{Code: code, LongURL: req.LongURL, CreatedAt: time.Now()}
-	s.mu.Unlock()
-	w.WriteHeader(http.StatusCreated)
-	json.NewEncoder(w).Encode(s.urls[code])
-}
-
-func (s *Store) RedirectURL(w http.ResponseWriter, r *http.Request) {
-	code := r.URL.Path[1:]
-	s.mu.Lock()
-	entry, ok := s.urls[code]
-	if ok {
-		entry.Clicks++
-	}
-	s.mu.Unlock()
-	if !ok {
-		http.NotFound(w, r)
-		return
-	}
-	http.Redirect(w, r, entry.LongURL, http.StatusMovedPermanently)
-}
-
-func (s *Store) GetStats(w http.ResponseWriter, r *http.Request) {
-	code := r.URL.Path[7:]
-	s.mu.RLock()
-	entry, ok := s.urls[code]
-	s.mu.RUnlock()
-	if !ok {
-		http.NotFound(w, r)
-		return
-	}
-	json.NewEncoder(w).Encode(StatsResponse{Code: entry.Code, LongURL: entry.LongURL, Clicks: entry.Clicks})
-}
-</aap:target>
-
-<aap:target id="main">
-func main() {
-	store := NewStore()
-	mux := http.NewServeMux()
-
-	mux.HandleFunc("POST /", store.CreateShortURL)
-	mux.HandleFunc("GET /stats/", store.GetStats)
-	mux.HandleFunc("GET /", store.RedirectURL)
-
-	handler := logging(requestID(rateLimit(mux)))
-
-	srv := &http.Server{
-		Addr:    ":" + os.Getenv("PORT"),
-		Handler: handler,
-	}
-
-	go func() {
-		if err := srv.ListenAndServe(); err != http.ErrServerClosed {
-			log.Fatalf("listen: %s\n", err)
-		}
-	}()
-
-	quit := make(chan os.Signal, 1)
-	signal.Notify(quit, syscall.SIGINT, syscall.SIGTERM)
-	<-quit
-
-	ctx, cancel := context.WithTimeout(context.Background(), 5*time.Second)
-	defer cancel()
-	srv.Shutdown(ctx)
-}
-</aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/044-go-http-server/outputs/aap/turn-1.go b/evals/data/experiments/044-go-http-server/outputs/aap/turn-1.go
deleted file mode 100644
index dad2d3b..0000000
--- a/evals/data/experiments/044-go-http-server/outputs/aap/turn-1.go
+++ /dev/null
@@ -1,24 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "url-shortener-service",
-  "version": 1,
-  "name": "edit",
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "handlers"
-      },
-      "content": "func (s *Store) GetTopURLs(w http.ResponseWriter, r *http.Request) {\n\tlimit := 10\n\tif l := r.URL.Query().Get(\"limit\"); l != \"\" {\n\t\tfmt.Sscanf(l, \"%d\", &limit)\n\t}\n\n\ts.mu.RLock()\n\tvar sorted []*URL\n\tfor _, u := range s.urls {\n\t\tsorted = append(sorted, u)\n\t}\n\ts.mu.RUnlock()\n\n\t// Simple sort: most clicked first\n\tfor i := 0; i < len(sorted); i++ {\n\t\tfor j := i + 1; j < len(sorted); j++ {\n\t\t\tif sorted[j].Clicks > sorted[i].Clicks {\n\t\t\t\tsorted[i], sorted[j] = sorted[j], sorted[i]\n\t\t\t}\n\t\t}\n\t}\n\n\tif limit > len(sorted) {\n\t\tlimit = len(sorted)\n\t}\n\tjson.NewEncoder(w).Encode(sorted[:limit])\n}\n"
-    },
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "main-top-routes"
-      },
-      "content": "\tmux.HandleFunc(\"GET /urls/top\", store.GetTopURLs)"
-    }
-  ]
-}
diff --git a/evals/data/experiments/044-go-http-server/outputs/aap/turn-1.json b/evals/data/experiments/044-go-http-server/outputs/aap/turn-1.json
deleted file mode 100644
index d171e8e..0000000
--- a/evals/data/experiments/044-go-http-server/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "url-shortener-service-patch",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"url-shortener-service\",\n  \"version\": 1,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"insert_after\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"handlers\"\n      },\n      \"content\": \"func (s *Store) GetTopURLs(w http.ResponseWriter, r *http.Request) {\\n\\tlimit := 10\\n\\tif l := r.URL.Query().Get(\\\"limit\\\"); l != \\\"\\\" {\\n\\t\\tfmt.Sscanf(l, \\\"%d\\\", &limit)\\n\\t}\\n\\n\\ts.mu.RLock()\\n\\tvar sorted []*URL\\n\\tfor _, u := range s.urls {\\n\\t\\tsorted = append(sorted, u)\\n\\t}\\n\\ts.mu.RUnlock()\\n\\n\\t// Simple sort: most clicked first\\n\\tfor i := 0; i < len(sorted); i++ {\\n\\t\\tfor j := i + 1; j < len(sorted); j++ {\\n\\t\\t\\tif sorted[j].Clicks > sorted[i].Clicks {\\n\\t\\t\\t\\tsorted[i], sorted[j] = sorted[j], sorted[i]\\n\\t\\t\\t}\\n\\t\\t}\\n\\t}\\n\\n\\tif limit > len(sorted) {\\n\\t\\tlimit = len(sorted)\\n\\t}\\n\\tjson.NewEncoder(w).Encode(sorted[:limit])\\n}\\n\"\n    },\n    {\n      \"op\": \"insert_after\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"main-top-routes\"\n      },\n      \"content\": \"\\tmux.HandleFunc(\\\"GET /urls/top\\\", store.GetTopURLs)\"\n    }\n  ]\n}\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/044-go-http-server/outputs/aap/turn-2.go b/evals/data/experiments/044-go-http-server/outputs/aap/turn-2.go
deleted file mode 100644
index dfb6457..0000000
--- a/evals/data/experiments/044-go-http-server/outputs/aap/turn-2.go
+++ /dev/null
@@ -1,60 +0,0 @@
-package main
-
-import (
-	\"fmt\"
-	\"net\"
-	\"net/http\"
-	\"sync\"
-	\"time\"
-
-	\"golang.org/x/time/rate\"
-)
-
-<aap:target id=\"rate-limiter\">
-type ipLimiter struct {
-	limiters map[string]*rate.Limiter
-	mu       sync.RWMutex
-}
-
-func newIPLimiter() *ipLimiter {
-	return &ipLimiter{
-		limiters: make(map[string]*rate.Limiter),
-	}
-}
-
-func (i *ipLimiter) getLimiter(ip string) *rate.Limiter {
-	i.mu.Lock()
-	defer i.mu.Unlock()
-
-	limiter, exists := i.limiters[ip]
-	if !exists {
-		<aap:target id=\"rate-limit-config\">
-		limiter = rate.NewLimiter(5, 10)
-		</aap:target>
-		i.limiters[ip] = limiter
-	}
-	return limiter
-}
-
-func RateLimitMiddleware(next http.Handler) http.Handler {
-	limiter := newIPLimiter()
-	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		ip, _, err := net.SplitHostPort(r.RemoteAddr)
-		if err != nil {
-			http.Error(w, \"Internal Server Error\", http.StatusInternalServerError)
-			return
-		}
-
-		if !limiter.getLimiter(ip).Allow() {
-			http.Error(w, \"Too Many Requests\", http.StatusTooManyRequests)
-			return
-		}
-
-		next.ServeHTTP(w, r)
-	})
-}
-</aap:target>
-
-func main() {
-    // ... setup ...
-}
diff --git a/evals/data/experiments/044-go-http-server/outputs/aap/turn-2.json b/evals/data/experiments/044-go-http-server/outputs/aap/turn-2.json
deleted file mode 100644
index 6acf793..0000000
--- a/evals/data/experiments/044-go-http-server/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "url-shortener-service-v2",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/x-go",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "package main\n\nimport (\n\t\\\"fmt\\\"\n\t\\\"net\\\"\n\t\\\"net/http\\\"\n\t\\\"sync\\\"\n\t\\\"time\\\"\n\n\t\\\"golang.org/x/time/rate\\\"\n)\n\n<aap:target id=\\\"rate-limiter\\\">\ntype ipLimiter struct {\n\tlimiters map[string]*rate.Limiter\n\tmu       sync.RWMutex\n}\n\nfunc newIPLimiter() *ipLimiter {\n\treturn &ipLimiter{\n\t\tlimiters: make(map[string]*rate.Limiter),\n\t}\n}\n\nfunc (i *ipLimiter) getLimiter(ip string) *rate.Limiter {\n\ti.mu.Lock()\n\tdefer i.mu.Unlock()\n\n\tlimiter, exists := i.limiters[ip]\n\tif !exists {\n\t\t<aap:target id=\\\"rate-limit-config\\\">\n\t\tlimiter = rate.NewLimiter(5, 10)\n\t\t</aap:target>\n\t\ti.limiters[ip] = limiter\n\t}\n\treturn limiter\n}\n\nfunc RateLimitMiddleware(next http.Handler) http.Handler {\n\tlimiter := newIPLimiter()\n\treturn http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {\n\t\tip, _, err := net.SplitHostPort(r.RemoteAddr)\n\t\tif err != nil {\n\t\t\thttp.Error(w, \\\"Internal Server Error\\\", http.StatusInternalServerError)\n\t\t\treturn\n\t\t}\n\n\t\tif !limiter.getLimiter(ip).Allow() {\n\t\t\thttp.Error(w, \\\"Too Many Requests\\\", http.StatusTooManyRequests)\n\t\t\treturn\n\t\t}\n\n\t\tnext.ServeHTTP(w, r)\n\t})\n}\n</aap:target>\n\nfunc main() {\n    // ... setup ...\n}\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/044-go-http-server/outputs/aap/turn-3.go b/evals/data/experiments/044-go-http-server/outputs/aap/turn-3.go
deleted file mode 100644
index c1df678..0000000
--- a/evals/data/experiments/044-go-http-server/outputs/aap/turn-3.go
+++ /dev/null
@@ -1,97 +0,0 @@
-package main
-
-import (
-	"fmt"
-	"net"
-	"net/http"
-	"sync"
-	"time"
-
-	"github.com/gorilla/mux"
-	"golang.org/x/time/rate"
-)
-
-<aap:target id="rate-limiter">
-type ipLimiter struct {
-	limiters map[string]*rate.Limiter
-	mu       sync.RWMutex
-}
-
-func newIPLimiter() *ipLimiter {
-	return &ipLimiter{
-		limiters: make(map[string]*rate.Limiter),
-	}
-}
-
-func (i *ipLimiter) getLimiter(ip string) *rate.Limiter {
-	i.mu.Lock()
-	defer i.mu.Unlock()
-
-	limiter, exists := i.limiters[ip]
-	if !exists {
-		<aap:target id="rate-limit-config">
-		limiter = rate.NewLimiter(5, 10)
-		</aap:target>
-		i.limiters[ip] = limiter
-	}
-	return limiter
-}
-
-func RateLimitMiddleware(next http.Handler) http.Handler {
-	limiter := newIPLimiter()
-	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		ip, _, err := net.SplitHostPort(r.RemoteAddr)
-		if err != nil {
-			http.Error(w, "Internal Server Error", http.StatusInternalServerError)
-			return
-		}
-
-		if !limiter.getLimiter(ip).Allow() {
-			http.Error(w, "Too Many Requests", http.StatusTooManyRequests)
-			return
-		}
-
-		next.ServeHTTP(w, r)
-	})
-}
-</aap:target>
-
-<aap:target id="url-struct">
-type URL struct {
-	Code      string    `json:"code"`
-	Target    string    `json:"target"`
-	ExpiresAt time.Time `json:"expires_at,omitempty"`
-}
-</aap:target>
-
-<aap:target id="url-store">
-var (
-	urls = make(map[string]*URL)
-	mu   sync.RWMutex
-)
-</aap:target>
-
-<aap:target id="handlers">
-func ExpireURLHandler(w http.ResponseWriter, r *http.Request) {
-	vars := mux.Vars(r)
-	code := vars["code"]
-
-	mu.Lock()
-	defer mu.Unlock()
-
-	url, exists := urls[code]
-	if !exists {
-		http.Error(w, "Not Found", http.StatusNotFound)
-		return
-	}
-
-	url.ExpiresAt = time.Now()
-	w.WriteHeader(http.StatusOK)
-	fmt.Fprintf(w, "URL %s expired", code)
-}
-</aap:target>
-
-func main() {
-    r := mux.NewRouter()
-    r.HandleFunc("/{code}/expire", ExpireURLHandler).Methods("PATCH")
-}
diff --git a/evals/data/experiments/044-go-http-server/outputs/aap/turn-3.json b/evals/data/experiments/044-go-http-server/outputs/aap/turn-3.json
deleted file mode 100644
index 36c3218..0000000
--- a/evals/data/experiments/044-go-http-server/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "url-manager-api",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "package main\n\nimport (\n\t\"fmt\"\n\t\"net\"\n\t\"net/http\"\n\t\"sync\"\n\t\"time\"\n\n\t\"github.com/gorilla/mux\"\n\t\"golang.org/x/time/rate\"\n)\n\n<aap:target id=\"rate-limiter\">\ntype ipLimiter struct {\n\tlimiters map[string]*rate.Limiter\n\tmu       sync.RWMutex\n}\n\nfunc newIPLimiter() *ipLimiter {\n\treturn &ipLimiter{\n\t\tlimiters: make(map[string]*rate.Limiter),\n\t}\n}\n\nfunc (i *ipLimiter) getLimiter(ip string) *rate.Limiter {\n\ti.mu.Lock()\n\tdefer i.mu.Unlock()\n\n\tlimiter, exists := i.limiters[ip]\n\tif !exists {\n\t\t<aap:target id=\"rate-limit-config\">\n\t\tlimiter = rate.NewLimiter(5, 10)\n\t\t</aap:target>\n\t\ti.limiters[ip] = limiter\n\t}\n\treturn limiter\n}\n\nfunc RateLimitMiddleware(next http.Handler) http.Handler {\n\tlimiter := newIPLimiter()\n\treturn http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {\n\t\tip, _, err := net.SplitHostPort(r.RemoteAddr)\n\t\tif err != nil {\n\t\t\thttp.Error(w, \"Internal Server Error\", http.StatusInternalServerError)\n\t\t\treturn\n\t\t}\n\n\t\tif !limiter.getLimiter(ip).Allow() {\n\t\t\thttp.Error(w, \"Too Many Requests\", http.StatusTooManyRequests)\n\t\t\treturn\n\t\t}\n\n\t\tnext.ServeHTTP(w, r)\n\t})\n}\n</aap:target>\n\n<aap:target id=\"url-struct\">\ntype URL struct {\n\tCode      string    `json:\"code\"`\n\tTarget    string    `json:\"target\"`\n\tExpiresAt time.Time `json:\"expires_at,omitempty\"`\n}\n</aap:target>\n\n<aap:target id=\"url-store\">\nvar (\n\turls = make(map[string]*URL)\n\tmu   sync.RWMutex\n)\n</aap:target>\n\n<aap:target id=\"handlers\">\nfunc ExpireURLHandler(w http.ResponseWriter, r *http.Request) {\n\tvars := mux.Vars(r)\n\tcode := vars[\"code\"]\n\n\tmu.Lock()\n\tdefer mu.Unlock()\n\n\turl, exists := urls[code]\n\tif !exists {\n\t\thttp.Error(w, \"Not Found\", http.StatusNotFound)\n\t\treturn\n\t}\n\n\turl.ExpiresAt = time.Now()\n\tw.WriteHeader(http.StatusOK)\n\tfmt.Fprintf(w, \"URL %s expired\", code)\n}\n</aap:target>\n\nfunc main() {\n    r := mux.NewRouter()\n    r.HandleFunc(\"/{code}/expire\", ExpireURLHandler).Methods(\"PATCH\")\n}\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/044-go-http-server/outputs/base/turn-0.go b/evals/data/experiments/044-go-http-server/outputs/base/turn-0.go
deleted file mode 100644
index 24aa5b2..0000000
--- a/evals/data/experiments/044-go-http-server/outputs/base/turn-0.go
+++ /dev/null
@@ -1,195 +0,0 @@
-package main
-
-import (
-	"context"
-	"crypto/rand"
-	"encoding/json"
-	"fmt"
-	"log"
-	"math/big"
-	"net/http"
-	"os"
-	"os/signal"
-	"strings"
-	"sync"
-	"syscall"
-	"time"
-
-	"golang.org/x/time/rate"
-)
-
-type URL struct {
-	Code      string    `json:"code"`
-	Target    string    `json:"target"`
-	CreatedAt time.Time `json:"created_at"`
-	Clicks    int       `json:"clicks"`
-}
-
-type CreateRequest struct {
-	Target string `json:"target"`
-}
-
-type StatsResponse struct {
-	Code   string `json:"code"`
-	Clicks int    `json:"clicks"`
-}
-
-type Store struct {
-	sync.RWMutex
-	urls map[string]*URL
-}
-
-func (s *Store) Save(u *URL) {
-	s.Lock()
-	defer s.Unlock()
-	s.urls[u.Code] = u
-}
-
-func (s *Store) Get(code string) (*URL, bool) {
-	s.RLock()
-	defer s.RUnlock()
-	u, ok := s.urls[code]
-	return u, ok
-}
-
-func (s *Store) Delete(code string) {
-	s.Lock()
-	defer s.Unlock()
-	delete(s.urls, code)
-}
-
-func (s *Store) GetAll() []*URL {
-	s.RLock()
-	defer s.RUnlock()
-	list := make([]*URL, 0, len(s.urls))
-	for _, u := range s.urls {
-		list = append(list, u)
-	}
-	return list
-}
-
-var store = &Store{urls: make(map[string]*URL)}
-var limiter = rate.NewLimiter(1, 3)
-
-func generateCode() string {
-	const chars = "abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789"
-	b := make([]byte, 6)
-	for i := range b {
-		n, _ := rand.Int(rand.Reader, big.NewInt(int64(len(chars))))
-		b[i] = chars[n.Int64()]
-	}
-	return string(b)
-}
-
-func logging(next http.Handler) http.Handler {
-	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		log.Printf("%s %s %s", r.RemoteAddr, r.Method, r.URL.Path)
-		next.ServeHTTP(w, r)
-	})
-}
-
-func cors(next http.Handler) http.Handler {
-	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		w.Header().Set("Access-Control-Allow-Origin", "*")
-		w.Header().Set("Access-Control-Allow-Methods", "POST, GET, DELETE, OPTIONS")
-		if r.Method == "OPTIONS" {
-			w.WriteHeader(http.StatusOK)
-			return
-		}
-		next.ServeHTTP(w, r)
-	})
-}
-
-func rateLimit(next http.Handler) http.Handler {
-	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		if !limiter.Allow() {
-			http.Error(w, "Too many requests", http.StatusTooManyRequests)
-			return
-		}
-		next.ServeHTTP(w, r)
-	})
-}
-
-func requestID(next http.Handler) http.Handler {
-	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		id := time.Now().UnixNano()
-		w.Header().Set("X-Request-ID", fmt.Sprintf("%d", id))
-		next.ServeHTTP(w, r)
-	})
-}
-
-func CreateShortURL(w http.ResponseWriter, r *http.Request) {
-	var req CreateRequest
-	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
-		http.Error(w, err.Error(), http.StatusBadRequest)
-		return
-	}
-	u := &URL{Code: generateCode(), Target: req.Target, CreatedAt: time.Now()}
-	store.Save(u)
-	w.WriteHeader(http.StatusCreated)
-	json.NewEncoder(w).Encode(u)
-}
-
-func RedirectURL(w http.ResponseWriter, r *http.Request) {
-	code := strings.TrimPrefix(r.URL.Path, "/")
-	u, ok := store.Get(code)
-	if !ok {
-		http.NotFound(w, r)
-		return
-	}
-	u.Clicks++
-	http.Redirect(w, r, u.Target, http.StatusMovedPermanently)
-}
-
-func GetStats(w http.ResponseWriter, r *http.Request) {
-	code := strings.TrimPrefix(r.URL.Path, "/stats/")
-	u, ok := store.Get(code)
-	if !ok {
-		http.NotFound(w, r)
-		return
-	}
-	json.NewEncoder(w).Encode(StatsResponse{Code: u.Code, Clicks: u.Clicks})
-}
-
-func ListURLs(w http.ResponseWriter, r *http.Request) {
-	json.NewEncoder(w).Encode(store.GetAll())
-}
-
-func DeleteURL(w http.ResponseWriter, r *http.Request) {
-	code := strings.TrimPrefix(r.URL.Path, "/")
-	store.Delete(code)
-	w.WriteHeader(http.StatusNoContent)
-}
-
-func main() {
-	mux := http.NewServeMux()
-	mux.HandleFunc("POST /", CreateShortURL)
-	mux.HandleFunc("GET /stats/", GetStats)
-	mux.HandleFunc("GET /urls", ListURLs)
-	mux.HandleFunc("DELETE /", DeleteURL)
-	mux.HandleFunc("GET /", RedirectURL)
-
-	handler := logging(cors(rateLimit(requestID(mux))))
-
-	port := os.Getenv("PORT")
-	if port == "" {
-		port = "8080"
-	}
-
-	server := &http.Server{Addr: ":" + port, Handler: handler}
-
-	go func() {
-		log.Printf("Server starting on %s", port)
-		if err := server.ListenAndServe(); err != http.ErrServerClosed {
-			log.Fatal(err)
-		}
-	}()
-
-	quit := make(chan os.Signal, 1)
-	signal.Notify(quit, syscall.SIGINT, syscall.SIGTERM)
-	<-quit
-
-	ctx, cancel := context.WithTimeout(context.Background(), 5*time.Second)
-	defer cancel()
-	server.Shutdown(ctx)
-}
\ No newline at end of file
diff --git a/evals/data/experiments/044-go-http-server/outputs/base/turn-1.go b/evals/data/experiments/044-go-http-server/outputs/base/turn-1.go
deleted file mode 100644
index 876da60..0000000
--- a/evals/data/experiments/044-go-http-server/outputs/base/turn-1.go
+++ /dev/null
@@ -1,23 +0,0 @@
-func GetTopURLs(w http.ResponseWriter, r *http.Request) {
-	limitStr := r.URL.Query().Get("limit")
-	limit := 10
-	if l, err := strconv.Atoi(limitStr); err == nil && l > 0 {
-		limit = l
-	}
-
-	all := store.GetAll()
-	sort.Slice(all, func(i, j int) bool {
-		return all[i].Clicks > all[j].Clicks
-	})
-
-	if limit > len(all) {
-		limit = len(all)
-	}
-
-	json.NewEncoder(w).Encode(all[:limit])
-}
-
-// In main:
-// mux.HandleFunc("GET /urls/top", GetTopURLs)
-
-// Ensure imports include: "sort", "strconv"
\ No newline at end of file
diff --git a/evals/data/experiments/044-go-http-server/outputs/base/turn-2.go b/evals/data/experiments/044-go-http-server/outputs/base/turn-2.go
deleted file mode 100644
index fc5f574..0000000
--- a/evals/data/experiments/044-go-http-server/outputs/base/turn-2.go
+++ /dev/null
@@ -1,48 +0,0 @@
-package main
-
-import (
-	"net"
-	"net/http"
-	"sync"
-
-	"golang.org/x/time/rate"
-)
-
-type ipLimiter struct {
-	sync.Mutex
-	ips map[string]*rate.Limiter
-}
-
-var ipStore = &ipLimiter{
-	ips: make(map[string]*rate.Limiter),
-}
-
-func getLimiter(ip string) *rate.Limiter {
-	ipStore.Lock()
-	defer ipStore.Unlock()
-
-	if limiter, exists := ipStore.ips[ip]; exists {
-		return limiter
-	}
-
-	// 5 requests per second, burst of 10
-	limiter := rate.NewLimiter(5, 10)
-	ipStore.ips[ip] = limiter
-	return limiter
-}
-
-func rateLimit(next http.Handler) http.Handler {
-	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		host, _, err := net.SplitHostPort(r.RemoteAddr)
-		if err != nil {
-			host = r.RemoteAddr
-		}
-
-		limiter := getLimiter(host)
-		if !limiter.Allow() {
-			http.Error(w, "Too many requests", http.StatusTooManyRequests)
-			return
-		}
-		next.ServeHTTP(w, r)
-	})
-}
\ No newline at end of file
diff --git a/evals/data/experiments/044-go-http-server/outputs/base/turn-3.go b/evals/data/experiments/044-go-http-server/outputs/base/turn-3.go
deleted file mode 100644
index 43ad5a9..0000000
--- a/evals/data/experiments/044-go-http-server/outputs/base/turn-3.go
+++ /dev/null
@@ -1,54 +0,0 @@
-type URL struct {
-	Code      string     `json:"code"`
-	Target    string     `json:"target"`
-	CreatedAt time.Time  `json:"created_at"`
-	Clicks    int        `json:"clicks"`
-	ExpiresAt *time.Time `json:"expires_at,omitempty"`
-}
-
-type ExpireRequest struct {
-	ExpiresAt time.Time `json:"expires_at"`
-}
-
-func UpdateExpiration(w http.ResponseWriter, r *http.Request) {
-	code := strings.TrimPrefix(r.URL.Path, "/")
-	code = strings.TrimSuffix(code, "/expire")
-
-	u, ok := store.Get(code)
-	if !ok {
-		http.NotFound(w, r)
-		return
-	}
-
-	var req ExpireRequest
-	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
-		http.Error(w, err.Error(), http.StatusBadRequest)
-		return
-	}
-
-	u.ExpiresAt = &req.ExpiresAt
-	store.Save(u)
-	w.WriteHeader(http.StatusOK)
-	json.NewEncoder(w).Encode(u)
-}
-
-// Inside RedirectURL, add expiration check:
-func RedirectURL(w http.ResponseWriter, r *http.Request) {
-	code := strings.TrimPrefix(r.URL.Path, "/")
-	u, ok := store.Get(code)
-	if !ok {
-		http.NotFound(w, r)
-		return
-	}
-
-	if u.ExpiresAt != nil && time.Now().After(*u.ExpiresAt) {
-		http.Error(w, "URL expired", http.StatusGone)
-		return
-	}
-
-	u.Clicks++
-	http.Redirect(w, r, u.Target, http.StatusMovedPermanently)
-}
-
-// In main, register:
-// mux.HandleFunc("PATCH /", UpdateExpiration)
\ No newline at end of file
diff --git a/evals/data/experiments/045-go-worker-pool/metrics.json b/evals/data/experiments/045-go-worker-pool/metrics.json
deleted file mode 100644
index 27c91fc..0000000
--- a/evals/data/experiments/045-go-worker-pool/metrics.json
+++ /dev/null
@@ -1,218 +0,0 @@
-{
-  "experiment_id": "045-go-worker-pool",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:23:46.116346+00:00",
-  "format": "text/x-go",
-  "base_turn0": {
-    "input_tokens": 105,
-    "output_tokens": 766,
-    "latency_ms": 5408,
-    "artifact_bytes": 2110,
-    "ttft_ms": 0,
-    "ttlt_ms": 2835,
-    "median_itl_ms": 97.6
-  },
-  "aap_turn0": {
-    "input_tokens": 444,
-    "output_tokens": 799,
-    "latency_ms": 3620,
-    "artifact_bytes": 2180,
-    "ttft_ms": 0,
-    "ttlt_ms": 2824,
-    "median_itl_ms": 98.68
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a 'Priority' field to the Job interface and update the pool to process high-",
-        "input_tokens": 898,
-        "output_tokens": 994,
-        "latency_ms": 4769,
-        "output_bytes": 2565,
-        "ttft_ms": 0,
-        "ttlt_ms": 3647,
-        "median_itl_ms": 90.19,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the example to process a batch of 20 image resize operations instead of H",
-        "input_tokens": 1919,
-        "output_tokens": 497,
-        "latency_ms": 2922,
-        "output_bytes": 1326,
-        "ttft_ms": 0,
-        "ttlt_ms": 2046,
-        "median_itl_ms": 103.74,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 2817,
-    "total_output_tokens": 1491,
-    "total_latency_ms": 7691
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a 'Priority' field to the Job interface and update the pool to process high-",
-        "input_tokens": 1934,
-        "output_tokens": 1467,
-        "latency_ms": 6231,
-        "output_bytes": 3748,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.04,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the example to process a batch of 20 image resize operations instead of H",
-        "input_tokens": 2558,
-        "output_tokens": 1518,
-        "latency_ms": 5935,
-        "output_bytes": 3867,
-        "ttft_ms": 0,
-        "ttlt_ms": 0,
-        "median_itl_ms": 0.5,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 4492,
-    "total_output_tokens": 2985,
-    "total_latency_ms": 12166,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": -100.2,
-    "input_token_savings_pct": -59.5,
-    "latency_savings_pct": -58.2
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 105,
-        "base_output": 766,
-        "base_latency_ms": 5408,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 2835,
-        "base_median_itl_ms": 97.6,
-        "aap_input": 444,
-        "aap_output": 799,
-        "aap_latency_ms": 3620,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2824,
-        "aap_median_itl_ms": 98.68
-      },
-      {
-        "turn": 1,
-        "base_input": 898,
-        "base_output": 994,
-        "base_latency_ms": 4769,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3647,
-        "base_median_itl_ms": 90.19,
-        "aap_input": 1934,
-        "aap_output": 1467,
-        "aap_latency_ms": 6231,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.04,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1919,
-        "base_output": 497,
-        "base_latency_ms": 2922,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 2046,
-        "base_median_itl_ms": 103.74,
-        "aap_input": 2558,
-        "aap_output": 1518,
-        "aap_latency_ms": 5935,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 0,
-        "aap_median_itl_ms": 0.5,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 2922,
-      "base_output": 2257,
-      "base_combined": 5179,
-      "aap_input": 4936,
-      "aap_output": 3784,
-      "aap_combined": 8720,
-      "base_latency_ms": 13099,
-      "aap_latency_ms": 15786,
-      "output_savings_pct": -67.7,
-      "input_delta_pct": 68.9,
-      "combined_savings_pct": -68.4,
-      "latency_savings_pct": -20.5
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.7873,
-        "token_f1": 0.8787,
-        "base_char_count": 2110,
-        "aap_char_count": 2000,
-        "char_delta_pct": -5.2,
-        "lines_added": 34,
-        "lines_removed": 34,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.3525,
-        "token_f1": 0.5653,
-        "base_char_count": 2565,
-        "aap_char_count": 3568,
-        "char_delta_pct": 39.1,
-        "lines_added": 133,
-        "lines_removed": 79,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.1967,
-        "token_f1": 0.3214,
-        "base_char_count": 1326,
-        "aap_char_count": 3687,
-        "char_delta_pct": 178.1,
-        "lines_added": 184,
-        "lines_removed": 46,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.4455,
-    "mean_token_f1": 0.5885,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-0.go b/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-0.go
deleted file mode 100644
index 536a9a3..0000000
--- a/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-0.go
+++ /dev/null
@@ -1,125 +0,0 @@
-<aap:target id="worker-pool-package">package workerpool
-
-import (
-	"context"
-	"fmt"
-	"sync"
-)
-
-<aap:target id="types">
-type Job interface {
-	Execute(ctx context.Context) (interface{}, error)
-}
-
-type Result struct {
-	Value interface{}
-	Err   error
-}
-
-type PoolConfig struct {
-	WorkerCount int
-	JobQueueCap int
-}
-
-type WorkerPool struct {
-	config  PoolConfig
-	jobs    chan Job
-	results chan Result
-	wg      sync.WaitGroup
-	ctx     context.Context
-	cancel  context.CancelFunc
-}
-</aap:target>
-
-<aap:target id="pool-implementation">
-func New(config PoolConfig) *WorkerPool {
-	ctx, cancel := context.WithCancel(context.Background())
-	return &WorkerPool{
-		config:  config,
-		jobs:    make(chan Job, config.JobQueueCap),
-		results: make(chan Result, config.JobQueueCap),
-		ctx:     ctx,
-		cancel:  cancel,
-	}
-}
-
-func (p *WorkerPool) Start() {
-	for i := 0; i < p.config.WorkerCount; i++ {
-		p.wg.Add(1)
-		go p.worker()
-	}
-}
-
-func (p *WorkerPool) worker() {
-	defer p.wg.Done()
-	for {
-		select {
-		case <-p.ctx.Done():
-			return
-		case job, ok := <-p.jobs:
-			if !ok {
-				return
-			}
-			p.process(job)
-		}
-	}
-}
-
-func (p *WorkerPool) process(job Job) {
-	defer func() {
-		if r := recover(); r != nil {
-			p.results <- Result{Err: fmt.Errorf("panic in worker: %v", r)}
-		}
-	}()
-	res, err := job.Execute(p.ctx)
-	p.results <- Result{Value: res, Err: err}
-}
-
-func (p *WorkerPool) Submit(job Job) {
-	select {
-	case p.jobs <- job:
-	case <-p.ctx.Done():
-	}
-}
-
-func (p *WorkerPool) Stop() {
-	close(p.jobs)
-	p.cancel()
-	p.wg.Wait()
-	close(p.results)
-}
-
-func (p *WorkerPool) Results() <-chan Result {
-	return p.results
-}
-</aap:target>
-
-<aap:target id="example-usage">
-// Example: HTTP Request Processing
-type HTTPJob struct {
-	URL string
-}
-
-func (h *HTTPJob) Execute(ctx context.Context) (interface{}, error) {
-	return fmt.Sprintf("Processed: %s", h.URL), nil
-}
-
-func Example() {
-	pool := New(PoolConfig{WorkerCount: 3, JobQueueCap: 10})
-	pool.Start()
-
-	go func() {
-		pool.Submit(&HTTPJob{URL: "http://example.com"})
-		pool.Stop()
-	}()
-
-	for res := range pool.Results() {
-		if res.Err != nil {
-			fmt.Println("Error:", res.Err)
-		} else {
-			fmt.Println(res.Value)
-		}
-	}
-}
-</aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-1.go b/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-1.go
deleted file mode 100644
index e8c7e80..0000000
--- a/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-1.go
+++ /dev/null
@@ -1,197 +0,0 @@
-<aap:target id="worker-pool-package">package workerpool
-
-import (
-	"context"
-	"fmt"
-	"sync"
-)
-
-<aap:target id="types">
-type Priority int
-
-const (
-	PriorityLow    Priority = iota
-	PriorityMedium
-	PriorityHigh
-)
-
-type Job interface {
-	Execute(ctx context.Context) (interface{}, error)
-	Priority() Priority
-}
-
-type Result struct {
-	Value interface{}
-	Err   error
-}
-
-type PoolConfig struct {
-	WorkerCount int
-	JobQueueCap int
-}
-
-type WorkerPool struct {
-	config  PoolConfig
-	jobs    chan Job
-	results chan Result
-	wg      sync.WaitGroup
-	ctx     context.Context
-	cancel  context.CancelFunc
-}
-</aap:target>
-
-<aap:target id="pool-implementation">
-func New(config PoolConfig) *WorkerPool {
-	ctx, cancel := context.WithCancel(context.Background())
-	return &WorkerPool{
-		config:  config,
-		jobs:    make(chan Job, config.JobQueueCap),
-		results: make(chan Result, config.JobQueueCap),
-		ctx:     ctx,
-		cancel:  cancel,
-	}
-}
-
-func (p *WorkerPool) Start() {
-	for i := 0; i < p.config.WorkerCount; i++ {
-		p.wg.Add(1)
-		go p.worker()
-	}
-}
-
-func (p *WorkerPool) worker() {
-	defer p.wg.Done()
-	
-	// Internal priority queues
-	highPrio := make([]Job, 0)
-	medPrio := make([]Job, 0)
-	lowPrio := make([]Job, 0)
-
-	for {
-		// Attempt to drain channel if empty
-		if len(highPrio) == 0 && len(medPrio) == 0 && len(lowPrio) == 0 {
-			select {
-			case <-p.ctx.Done():
-				return
-			case job, ok := <-p.jobs:
-				if !ok {
-					return
-				}
-				p.queueJob(&highPrio, &medPrio, &lowPrio, job)
-			}
-		}
-
-		// Non-blocking drain remaining jobs
-		for {
-			select {
-			case job, ok := <-p.jobs:
-				if !ok {
-					// Jobs closed, process everything else
-					p.drainAndProcess(&highPrio, &medPrio, &lowPrio)
-					return
-				}
-				p.queueJob(&highPrio, &medPrio, &lowPrio, job)
-			default:
-				// Process highest available
-				if len(highPrio) > 0 {
-					p.process(p.pop(&highPrio))
-				} else if len(medPrio) > 0 {
-					p.process(p.pop(&medPrio))
-				} else if len(lowPrio) > 0 {
-					p.process(p.pop(&lowPrio))
-				} else {
-					goto next
-				}
-			}
-		}
-	next:
-	}
-}
-
-func (p *WorkerPool) queueJob(h, m, l *[]Job, job Job) {
-	switch job.Priority() {
-	case PriorityHigh:
-		*h = append(*h, job)
-	case PriorityMedium:
-		*m = append(*m, job)
-	default:
-		*l = append(*l, job)
-	}
-}
-
-func (p *WorkerPool) pop(s *[]Job) Job {
-	job := (*s)[0]
-	*s = (*s)[1:]
-	return job
-}
-
-func (p *WorkerPool) drainAndProcess(h, m, l *[]Job) {
-	for len(*h) > 0 { p.process(p.pop(h)) }
-	for len(*m) > 0 { p.process(p.pop(m)) }
-	for len(*l) > 0 { p.process(p.pop(l)) }
-}
-
-func (p *WorkerPool) process(job Job) {
-	defer func() {
-		if r := recover(); r != nil {
-			p.results <- Result{Err: fmt.Errorf("panic in worker: %v", r)}
-		}
-	}()
-	res, err := job.Execute(p.ctx)
-	p.results <- Result{Value: res, Err: err}
-}
-
-func (p *WorkerPool) Submit(job Job) {
-	select {
-	case p.jobs <- job:
-	case <-p.ctx.Done():
-	}
-}
-
-func (p *WorkerPool) Stop() {
-	close(p.jobs)
-	p.cancel()
-	p.wg.Wait()
-	close(p.results)
-}
-
-func (p *WorkerPool) Results() <-chan Result {
-	return p.results
-}
-</aap:target>
-
-<aap:target id="example-usage">
-// Example: HTTP Request Processing
-type HTTPJob struct {
-	URL string
-	Prio Priority
-}
-
-func (h *HTTPJob) Execute(ctx context.Context) (interface{}, error) {
-	return fmt.Sprintf("Processed: %s", h.URL), nil
-}
-
-func (h *HTTPJob) Priority() Priority {
-	return h.Prio
-}
-
-func Example() {
-	pool := New(PoolConfig{WorkerCount: 3, JobQueueCap: 10})
-	pool.Start()
-
-	go func() {
-		pool.Submit(&HTTPJob{URL: "http://low.com", Prio: PriorityLow})
-		pool.Submit(&HTTPJob{URL: "http://high.com", Prio: PriorityHigh})
-		pool.Stop()
-	}()
-
-	for res := range pool.Results() {
-		if res.Err != nil {
-			fmt.Println("Error:", res.Err)
-		} else {
-			fmt.Println(res.Value)
-		}
-	}
-}
-</aap:target>
-</aap:target>
diff --git a/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-1.json b/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-1.json
deleted file mode 100644
index edbad5c..0000000
--- a/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "worker-pool-package",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<aap:target id=\"worker-pool-package\">package workerpool\n\nimport (\n\t\"context\"\n\t\"fmt\"\n\t\"sync\"\n)\n\n<aap:target id=\"types\">\ntype Priority int\n\nconst (\n\tPriorityLow    Priority = iota\n\tPriorityMedium\n\tPriorityHigh\n)\n\ntype Job interface {\n\tExecute(ctx context.Context) (interface{}, error)\n\tPriority() Priority\n}\n\ntype Result struct {\n\tValue interface{}\n\tErr   error\n}\n\ntype PoolConfig struct {\n\tWorkerCount int\n\tJobQueueCap int\n}\n\ntype WorkerPool struct {\n\tconfig  PoolConfig\n\tjobs    chan Job\n\tresults chan Result\n\twg      sync.WaitGroup\n\tctx     context.Context\n\tcancel  context.CancelFunc\n}\n</aap:target>\n\n<aap:target id=\"pool-implementation\">\nfunc New(config PoolConfig) *WorkerPool {\n\tctx, cancel := context.WithCancel(context.Background())\n\treturn &WorkerPool{\n\t\tconfig:  config,\n\t\tjobs:    make(chan Job, config.JobQueueCap),\n\t\tresults: make(chan Result, config.JobQueueCap),\n\t\tctx:     ctx,\n\t\tcancel:  cancel,\n\t}\n}\n\nfunc (p *WorkerPool) Start() {\n\tfor i := 0; i < p.config.WorkerCount; i++ {\n\t\tp.wg.Add(1)\n\t\tgo p.worker()\n\t}\n}\n\nfunc (p *WorkerPool) worker() {\n\tdefer p.wg.Done()\n\t\n\t// Internal priority queues\n\thighPrio := make([]Job, 0)\n\tmedPrio := make([]Job, 0)\n\tlowPrio := make([]Job, 0)\n\n\tfor {\n\t\t// Attempt to drain channel if empty\n\t\tif len(highPrio) == 0 && len(medPrio) == 0 && len(lowPrio) == 0 {\n\t\t\tselect {\n\t\t\tcase <-p.ctx.Done():\n\t\t\t\treturn\n\t\t\tcase job, ok := <-p.jobs:\n\t\t\t\tif !ok {\n\t\t\t\t\treturn\n\t\t\t\t}\n\t\t\t\tp.queueJob(&highPrio, &medPrio, &lowPrio, job)\n\t\t\t}\n\t\t}\n\n\t\t// Non-blocking drain remaining jobs\n\t\tfor {\n\t\t\tselect {\n\t\t\tcase job, ok := <-p.jobs:\n\t\t\t\tif !ok {\n\t\t\t\t\t// Jobs closed, process everything else\n\t\t\t\t\tp.drainAndProcess(&highPrio, &medPrio, &lowPrio)\n\t\t\t\t\treturn\n\t\t\t\t}\n\t\t\t\tp.queueJob(&highPrio, &medPrio, &lowPrio, job)\n\t\t\tdefault:\n\t\t\t\t// Process highest available\n\t\t\t\tif len(highPrio) > 0 {\n\t\t\t\t\tp.process(p.pop(&highPrio))\n\t\t\t\t} else if len(medPrio) > 0 {\n\t\t\t\t\tp.process(p.pop(&medPrio))\n\t\t\t\t} else if len(lowPrio) > 0 {\n\t\t\t\t\tp.process(p.pop(&lowPrio))\n\t\t\t\t} else {\n\t\t\t\t\tgoto next\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\tnext:\n\t}\n}\n\nfunc (p *WorkerPool) queueJob(h, m, l *[]Job, job Job) {\n\tswitch job.Priority() {\n\tcase PriorityHigh:\n\t\t*h = append(*h, job)\n\tcase PriorityMedium:\n\t\t*m = append(*m, job)\n\tdefault:\n\t\t*l = append(*l, job)\n\t}\n}\n\nfunc (p *WorkerPool) pop(s *[]Job) Job {\n\tjob := (*s)[0]\n\t*s = (*s)[1:]\n\treturn job\n}\n\nfunc (p *WorkerPool) drainAndProcess(h, m, l *[]Job) {\n\tfor len(*h) > 0 { p.process(p.pop(h)) }\n\tfor len(*m) > 0 { p.process(p.pop(m)) }\n\tfor len(*l) > 0 { p.process(p.pop(l)) }\n}\n\nfunc (p *WorkerPool) process(job Job) {\n\tdefer func() {\n\t\tif r := recover(); r != nil {\n\t\t\tp.results <- Result{Err: fmt.Errorf(\"panic in worker: %v\", r)}\n\t\t}\n\t}()\n\tres, err := job.Execute(p.ctx)\n\tp.results <- Result{Value: res, Err: err}\n}\n\nfunc (p *WorkerPool) Submit(job Job) {\n\tselect {\n\tcase p.jobs <- job:\n\tcase <-p.ctx.Done():\n\t}\n}\n\nfunc (p *WorkerPool) Stop() {\n\tclose(p.jobs)\n\tp.cancel()\n\tp.wg.Wait()\n\tclose(p.results)\n}\n\nfunc (p *WorkerPool) Results() <-chan Result {\n\treturn p.results\n}\n</aap:target>\n\n<aap:target id=\"example-usage\">\n// Example: HTTP Request Processing\ntype HTTPJob struct {\n\tURL string\n\tPrio Priority\n}\n\nfunc (h *HTTPJob) Execute(ctx context.Context) (interface{}, error) {\n\treturn fmt.Sprintf(\"Processed: %s\", h.URL), nil\n}\n\nfunc (h *HTTPJob) Priority() Priority {\n\treturn h.Prio\n}\n\nfunc Example() {\n\tpool := New(PoolConfig{WorkerCount: 3, JobQueueCap: 10})\n\tpool.Start()\n\n\tgo func() {\n\t\tpool.Submit(&HTTPJob{URL: \"http://low.com\", Prio: PriorityLow})\n\t\tpool.Submit(&HTTPJob{URL: \"http://high.com\", Prio: PriorityHigh})\n\t\tpool.Stop()\n\t}()\n\n\tfor res := range pool.Results() {\n\t\tif res.Err != nil {\n\t\t\tfmt.Println(\"Error:\", res.Err)\n\t\t} else {\n\t\t\tfmt.Println(res.Value)\n\t\t}\n\t}\n}\n</aap:target>\n</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-2.go b/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-2.go
deleted file mode 100644
index 4da2ec7..0000000
--- a/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-2.go
+++ /dev/null
@@ -1,205 +0,0 @@
-<aap:target id="worker-pool-package">package workerpool
-
-import (
-	"context"
-	"fmt"
-	"sync"
-)
-
-<aap:target id="types">
-type Priority int
-
-const (
-	PriorityLow    Priority = iota
-	PriorityMedium
-	PriorityHigh
-)
-
-type Job interface {
-	Execute(ctx context.Context) (interface{}, error)
-	Priority() Priority
-}
-
-type Result struct {
-	Value interface{}
-	Err   error
-}
-
-type PoolConfig struct {
-	WorkerCount int
-	JobQueueCap int
-}
-
-type WorkerPool struct {
-	config  PoolConfig
-	jobs    chan Job
-	results chan Result
-	wg      sync.WaitGroup
-	ctx     context.Context
-	cancel  context.CancelFunc
-}
-</aap:target>
-
-<aap:target id="pool-implementation">
-func New(config PoolConfig) *WorkerPool {
-	ctx, cancel := context.WithCancel(context.Background())
-	return &WorkerPool{
-		config:  config,
-		jobs:    make(chan Job, config.JobQueueCap),
-		results: make(chan Result, config.JobQueueCap),
-		ctx:     ctx,
-		cancel:  cancel,
-	}
-}
-
-func (p *WorkerPool) Start() {
-	for i := 0; i < p.config.WorkerCount; i++ {
-		p.wg.Add(1)
-		go p.worker()
-	}
-}
-
-func (p *WorkerPool) worker() {
-	defer p.wg.Done()
-	
-	// Internal priority queues
-	highPrio := make([]Job, 0)
-	medPrio := make([]Job, 0)
-	lowPrio := make([]Job, 0)
-
-	for {
-		// Attempt to drain channel if empty
-		if len(highPrio) == 0 && len(medPrio) == 0 && len(lowPrio) == 0 {
-			select {
-			case <-p.ctx.Done():
-				return
-			case job, ok := <-p.jobs:
-				if !ok {
-					return
-				}
-				p.queueJob(&highPrio, &medPrio, &lowPrio, job)
-			}
-		}
-
-		// Non-blocking drain remaining jobs
-		for {
-			select {
-			case job, ok := <-p.jobs:
-				if !ok {
-					// Jobs closed, process everything else
-					p.drainAndProcess(&highPrio, &medPrio, &lowPrio)
-					return
-				}
-				p.queueJob(&highPrio, &medPrio, &lowPrio, job)
-			default:
-				// Process highest available
-				if len(highPrio) > 0 {
-					p.process(p.pop(&highPrio))
-				} else if len(medPrio) > 0 {
-					p.process(p.pop(&medPrio))
-				} else if len(lowPrio) > 0 {
-					p.process(p.pop(&lowPrio))
-				} else {
-					goto next
-				}
-			}
-		}
-	next:
-	}
-}
-
-func (p *WorkerPool) queueJob(h, m, l *[]Job, job Job) {
-	switch job.Priority() {
-	case PriorityHigh:
-		*h = append(*h, job)
-	case PriorityMedium:
-		*m = append(*m, job)
-	default:
-		*l = append(*l, job)
-	}
-}
-
-func (p *WorkerPool) pop(s *[]Job) Job {
-	job := (*s)[0]
-	*s = (*s)[1:]
-	return job
-}
-
-func (p *WorkerPool) drainAndProcess(h, m, l *[]Job) {
-	for len(*h) > 0 { p.process(p.pop(h)) }
-	for len(*m) > 0 { p.process(p.pop(m)) }
-	for len(*l) > 0 { p.process(p.pop(l)) }
-}
-
-func (p *WorkerPool) process(job Job) {
-	defer func() {
-		if r := recover(); r != nil {
-			p.results <- Result{Err: fmt.Errorf("panic in worker: %v", r)}
-		}
-	}()
-	res, err := job.Execute(p.ctx)
-	p.results <- Result{Value: res, Err: err}
-}
-
-func (p *WorkerPool) Submit(job Job) {
-	select {
-	case p.jobs <- job:
-	case <-p.ctx.Done():
-	}
-}
-
-func (p *WorkerPool) Stop() {
-	close(p.jobs)
-	p.cancel()
-	p.wg.Wait()
-	close(p.results)
-}
-
-func (p *WorkerPool) Results() <-chan Result {
-	return p.results
-}
-</aap:target>
-
-<aap:target id="example-usage">
-// Example: Image Resize Processing
-type ResizeJob struct {
-	Filename string
-	Width    int
-	Height   int
-	Prio     Priority
-}
-
-func (j *ResizeJob) Execute(ctx context.Context) (interface{}, error) {
-	return fmt.Sprintf("Resized %s to %dx%d", j.Filename, j.Width, j.Height), nil
-}
-
-func (j *ResizeJob) Priority() Priority {
-	return j.Prio
-}
-
-func Example() {
-	pool := New(PoolConfig{WorkerCount: 4, JobQueueCap: 20})
-	pool.Start()
-
-	go func() {
-		for i := 1; i <= 20; i++ {
-			pool.Submit(&ResizeJob{
-				Filename: fmt.Sprintf("image_%d.jpg", i),
-				Width:    800,
-				Height:   600,
-				Prio:     PriorityMedium,
-			})
-		}
-		pool.Stop()
-	}()
-
-	for res := range pool.Results() {
-		if res.Err != nil {
-			fmt.Println("Error:", res.Err)
-		} else {
-			fmt.Println(res.Value)
-		}
-	}
-}
-</aap:target>
-</aap:target>
diff --git a/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-2.json b/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-2.json
deleted file mode 100644
index 70e1aa6..0000000
--- a/evals/data/experiments/045-go-worker-pool/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "worker-pool-package",
-  "version": 2,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<aap:target id=\"worker-pool-package\">package workerpool\n\nimport (\n\t\"context\"\n\t\"fmt\"\n\t\"sync\"\n)\n\n<aap:target id=\"types\">\ntype Priority int\n\nconst (\n\tPriorityLow    Priority = iota\n\tPriorityMedium\n\tPriorityHigh\n)\n\ntype Job interface {\n\tExecute(ctx context.Context) (interface{}, error)\n\tPriority() Priority\n}\n\ntype Result struct {\n\tValue interface{}\n\tErr   error\n}\n\ntype PoolConfig struct {\n\tWorkerCount int\n\tJobQueueCap int\n}\n\ntype WorkerPool struct {\n\tconfig  PoolConfig\n\tjobs    chan Job\n\tresults chan Result\n\twg      sync.WaitGroup\n\tctx     context.Context\n\tcancel  context.CancelFunc\n}\n</aap:target>\n\n<aap:target id=\"pool-implementation\">\nfunc New(config PoolConfig) *WorkerPool {\n\tctx, cancel := context.WithCancel(context.Background())\n\treturn &WorkerPool{\n\t\tconfig:  config,\n\t\tjobs:    make(chan Job, config.JobQueueCap),\n\t\tresults: make(chan Result, config.JobQueueCap),\n\t\tctx:     ctx,\n\t\tcancel:  cancel,\n\t}\n}\n\nfunc (p *WorkerPool) Start() {\n\tfor i := 0; i < p.config.WorkerCount; i++ {\n\t\tp.wg.Add(1)\n\t\tgo p.worker()\n\t}\n}\n\nfunc (p *WorkerPool) worker() {\n\tdefer p.wg.Done()\n\t\n\t// Internal priority queues\n\thighPrio := make([]Job, 0)\n\tmedPrio := make([]Job, 0)\n\tlowPrio := make([]Job, 0)\n\n\tfor {\n\t\t// Attempt to drain channel if empty\n\t\tif len(highPrio) == 0 && len(medPrio) == 0 && len(lowPrio) == 0 {\n\t\t\tselect {\n\t\t\tcase <-p.ctx.Done():\n\t\t\t\treturn\n\t\t\tcase job, ok := <-p.jobs:\n\t\t\t\tif !ok {\n\t\t\t\t\treturn\n\t\t\t\t}\n\t\t\t\tp.queueJob(&highPrio, &medPrio, &lowPrio, job)\n\t\t\t}\n\t\t}\n\n\t\t// Non-blocking drain remaining jobs\n\t\tfor {\n\t\t\tselect {\n\t\t\tcase job, ok := <-p.jobs:\n\t\t\t\tif !ok {\n\t\t\t\t\t// Jobs closed, process everything else\n\t\t\t\t\tp.drainAndProcess(&highPrio, &medPrio, &lowPrio)\n\t\t\t\t\treturn\n\t\t\t\t}\n\t\t\t\tp.queueJob(&highPrio, &medPrio, &lowPrio, job)\n\t\t\tdefault:\n\t\t\t\t// Process highest available\n\t\t\t\tif len(highPrio) > 0 {\n\t\t\t\t\tp.process(p.pop(&highPrio))\n\t\t\t\t} else if len(medPrio) > 0 {\n\t\t\t\t\tp.process(p.pop(&medPrio))\n\t\t\t\t} else if len(lowPrio) > 0 {\n\t\t\t\t\tp.process(p.pop(&lowPrio))\n\t\t\t\t} else {\n\t\t\t\t\tgoto next\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\tnext:\n\t}\n}\n\nfunc (p *WorkerPool) queueJob(h, m, l *[]Job, job Job) {\n\tswitch job.Priority() {\n\tcase PriorityHigh:\n\t\t*h = append(*h, job)\n\tcase PriorityMedium:\n\t\t*m = append(*m, job)\n\tdefault:\n\t\t*l = append(*l, job)\n\t}\n}\n\nfunc (p *WorkerPool) pop(s *[]Job) Job {\n\tjob := (*s)[0]\n\t*s = (*s)[1:]\n\treturn job\n}\n\nfunc (p *WorkerPool) drainAndProcess(h, m, l *[]Job) {\n\tfor len(*h) > 0 { p.process(p.pop(h)) }\n\tfor len(*m) > 0 { p.process(p.pop(m)) }\n\tfor len(*l) > 0 { p.process(p.pop(l)) }\n}\n\nfunc (p *WorkerPool) process(job Job) {\n\tdefer func() {\n\t\tif r := recover(); r != nil {\n\t\t\tp.results <- Result{Err: fmt.Errorf(\"panic in worker: %v\", r)}\n\t\t}\n\t}()\n\tres, err := job.Execute(p.ctx)\n\tp.results <- Result{Value: res, Err: err}\n}\n\nfunc (p *WorkerPool) Submit(job Job) {\n\tselect {\n\tcase p.jobs <- job:\n\tcase <-p.ctx.Done():\n\t}\n}\n\nfunc (p *WorkerPool) Stop() {\n\tclose(p.jobs)\n\tp.cancel()\n\tp.wg.Wait()\n\tclose(p.results)\n}\n\nfunc (p *WorkerPool) Results() <-chan Result {\n\treturn p.results\n}\n</aap:target>\n\n<aap:target id=\"example-usage\">\n// Example: Image Resize Processing\ntype ResizeJob struct {\n\tFilename string\n\tWidth    int\n\tHeight   int\n\tPrio     Priority\n}\n\nfunc (j *ResizeJob) Execute(ctx context.Context) (interface{}, error) {\n\treturn fmt.Sprintf(\"Resized %s to %dx%d\", j.Filename, j.Width, j.Height), nil\n}\n\nfunc (j *ResizeJob) Priority() Priority {\n\treturn j.Prio\n}\n\nfunc Example() {\n\tpool := New(PoolConfig{WorkerCount: 4, JobQueueCap: 20})\n\tpool.Start()\n\n\tgo func() {\n\t\tfor i := 1; i <= 20; i++ {\n\t\t\tpool.Submit(&ResizeJob{\n\t\t\t\tFilename: fmt.Sprintf(\"image_%d.jpg\", i),\n\t\t\t\tWidth:    800,\n\t\t\t\tHeight:   600,\n\t\t\t\tPrio:     PriorityMedium,\n\t\t\t})\n\t\t}\n\t\tpool.Stop()\n\t}()\n\n\tfor res := range pool.Results() {\n\t\tif res.Err != nil {\n\t\t\tfmt.Println(\"Error:\", res.Err)\n\t\t} else {\n\t\t\tfmt.Println(res.Value)\n\t\t}\n\t}\n}\n</aap:target>\n</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/045-go-worker-pool/outputs/base/turn-0.go b/evals/data/experiments/045-go-worker-pool/outputs/base/turn-0.go
deleted file mode 100644
index cd72d13..0000000
--- a/evals/data/experiments/045-go-worker-pool/outputs/base/turn-0.go
+++ /dev/null
@@ -1,124 +0,0 @@
-package workerpool
-
-import (
-	"context"
-	"fmt"
-	"sync"
-)
-
-type Job interface {
-	Execute(ctx context.Context) (interface{}, error)
-}
-
-type Result struct {
-	Value interface{}
-	Err   error
-}
-
-type PoolConfig struct {
-	NumWorkers int
-	QueueSize  int
-}
-
-type WorkerPool struct {
-	config  PoolConfig
-	jobs    chan Job
-	results chan Result
-	wg      sync.WaitGroup
-	cancel  context.CancelFunc
-	ctx     context.Context
-}
-
-func New(config PoolConfig) *WorkerPool {
-	ctx, cancel := context.WithCancel(context.Background())
-	return &WorkerPool{
-		config:  config,
-		jobs:    make(chan Job, config.QueueSize),
-		results: make(chan Result, config.QueueSize),
-		ctx:     ctx,
-		cancel:  cancel,
-	}
-}
-
-func (p *WorkerPool) Start() {
-	for i := 0; i < p.config.NumWorkers; i++ {
-		p.wg.Add(1)
-		go p.worker()
-	}
-}
-
-func (p *WorkerPool) worker() {
-	defer p.wg.Done()
-	for {
-		select {
-		case <-p.ctx.Done():
-			return
-		case job, ok := <-p.jobs:
-			if !ok {
-				return
-			}
-			
-			func() {
-				defer func() {
-					if r := recover(); r != nil {
-						p.results <- Result{Err: fmt.Errorf("panic: %v", r)}
-					}
-				}()
-				val, err := job.Execute(p.ctx)
-				p.results <- Result{Value: val, Err: err}
-			}()
-		}
-	}
-}
-
-func (p *WorkerPool) Submit(job Job) {
-	select {
-	case <-p.ctx.Done():
-		return
-	case p.jobs <- job:
-	}
-}
-
-func (p *WorkerPool) Results() <-chan Result {
-	return p.results
-}
-
-func (p *WorkerPool) Stop() {
-	close(p.jobs)
-	p.cancel()
-	p.wg.Wait()
-	close(p.results)
-}
-
-// Example usage implementation
-
-type HTTPJob struct {
-	URL string
-}
-
-func (j *HTTPJob) Execute(ctx context.Context) (interface{}, error) {
-	// Simulate HTTP Request
-	return fmt.Sprintf("Response from %s", j.URL), nil
-}
-
-func Example() {
-	pool := New(PoolConfig{NumWorkers: 3, QueueSize: 10})
-	pool.Start()
-
-	urls := []string{"http://google.com", "http://github.com", "http://golang.org"}
-
-	go func() {
-		for _, url := range urls {
-			pool.Submit(&HTTPJob{URL: url})
-		}
-		pool.Stop()
-	}()
-
-	for res := range pool.Results() {
-		if res.Err != nil {
-			fmt.Printf("Error: %v\n", res.Err)
-		} else {
-			fmt.Printf("Success: %v\n", res.Value)
-		}
-	}
-}
\ No newline at end of file
diff --git a/evals/data/experiments/045-go-worker-pool/outputs/base/turn-1.go b/evals/data/experiments/045-go-worker-pool/outputs/base/turn-1.go
deleted file mode 100644
index 6be3485..0000000
--- a/evals/data/experiments/045-go-worker-pool/outputs/base/turn-1.go
+++ /dev/null
@@ -1,143 +0,0 @@
-package workerpool
-
-import (
-	"container/heap"
-	"context"
-	"fmt"
-	"sync"
-)
-
-type Priority int
-
-const (
-	PriorityLow    Priority = iota
-	PriorityMedium
-	PriorityHigh
-)
-
-type Job interface {
-	Execute(ctx context.Context) (interface{}, error)
-	Priority() Priority
-}
-
-type Result struct {
-	Value interface{}
-	Err   error
-}
-
-type item struct {
-	job   Job
-	index int
-}
-
-type priorityQueue []*item
-
-func (pq priorityQueue) Len() int           { return len(pq) }
-func (pq priorityQueue) Less(i, j int) bool { return pq[i].job.Priority() > pq[j].job.Priority() }
-func (pq priorityQueue) Swap(i, j int)      { pq[i], pq[j] = pq[j], pq[i]; pq[i].index = i; pq[j].index = j }
-func (pq *priorityQueue) Push(x interface{}) {
-	n := len(*pq)
-	item := x.(*item)
-	item.index = n
-	*pq = append(*pq, item)
-}
-func (pq *priorityQueue) Pop() interface{} {
-	old := *pq
-	n := len(old)
-	item := old[n-1]
-	old[n-1] = nil
-	item.index = -1
-	*pq = old[0 : n-1]
-	return item
-}
-
-type WorkerPool struct {
-	pq      priorityQueue
-	jobs    chan Job
-	results chan Result
-	mu      sync.Mutex
-	cond    *sync.Cond
-	wg      sync.WaitGroup
-	ctx     context.Context
-	cancel  context.CancelFunc
-	closed  bool
-}
-
-func New(numWorkers int, queueSize int) *WorkerPool {
-	ctx, cancel := context.WithCancel(context.Background())
-	p := &WorkerPool{
-		jobs:    make(chan Job, queueSize),
-		results: make(chan Result, queueSize),
-		ctx:     ctx,
-		cancel:  cancel,
-	}
-	p.cond = sync.NewCond(&p.mu)
-	return p
-}
-
-func (p *WorkerPool) Start(numWorkers int) {
-	for i := 0; i < numWorkers; i++ {
-		p.wg.Add(1)
-		go p.worker()
-	}
-	go p.orchestrator()
-}
-
-func (p *WorkerPool) orchestrator() {
-	for {
-		p.mu.Lock()
-		for p.pq.Len() == 0 && !p.closed {
-			p.cond.Wait()
-		}
-		if p.closed && p.pq.Len() == 0 {
-			p.mu.Unlock()
-			return
-		}
-		item := heap.Pop(&p.pq).(*item)
-		p.mu.Unlock()
-
-		select {
-		case <-p.ctx.Done():
-			return
-		case p.jobs <- item.job:
-		}
-	}
-}
-
-func (p *WorkerPool) worker() {
-	defer p.wg.Done()
-	for job := range p.jobs {
-		func() {
-			defer func() {
-				if r := recover(); r != nil {
-					p.results <- Result{Err: fmt.Errorf("panic: %v", r)}
-				}
-			}()
-			val, err := job.Execute(p.ctx)
-			p.results <- Result{Value: val, Err: err}
-		}()
-	}
-}
-
-func (p *WorkerPool) Submit(job Job) {
-	p.mu.Lock()
-	defer p.mu.Unlock()
-	heap.Push(&p.pq, &item{job: job})
-	p.cond.Signal()
-}
-
-func (p *WorkerPool) Stop() {
-	p.mu.Lock()
-	p.closed = true
-	p.cond.Broadcast()
-	p.mu.Unlock()
-	
-	p.wg.Wait()
-	close(p.jobs)
-	close(p.results)
-	p.cancel()
-}
-
-func (p *WorkerPool) Results() <-chan Result {
-	return p.results
-}
\ No newline at end of file
diff --git a/evals/data/experiments/045-go-worker-pool/outputs/base/turn-2.go b/evals/data/experiments/045-go-worker-pool/outputs/base/turn-2.go
deleted file mode 100644
index 2c19dbc..0000000
--- a/evals/data/experiments/045-go-worker-pool/outputs/base/turn-2.go
+++ /dev/null
@@ -1,67 +0,0 @@
-package workerpool
-
-import (
-	"context"
-	"fmt"
-	"math/rand"
-	"sync"
-	"time"
-)
-
-type ImageJob struct {
-	ID     int
-	Width  int
-	Height int
-	Prio   Priority
-}
-
-func (j *ImageJob) Execute(ctx context.Context) (interface{}, error) {
-	// Simulate image resizing computation
-	time.Sleep(time.Duration(rand.Intn(100)) * time.Millisecond)
-	return fmt.Sprintf("Image %d resized to %dx%d", j.ID, j.Width, j.Height), nil
-}
-
-func (j *ImageJob) Priority() Priority {
-	return j.Prio
-}
-
-func ExampleImageResizing() {
-	pool := New(5, 20)
-	pool.Start(5)
-
-	// Submit 20 resize jobs
-	go func() {
-		for i := 1; i <= 20; i++ {
-			// Randomly assign priority
-			prio := PriorityLow
-			if i%5 == 0 {
-				prio = PriorityHigh
-			} else if i%3 == 0 {
-				prio = PriorityMedium
-			}
-
-			pool.Submit(&ImageJob{
-				ID:     i,
-				Width:  800 + (i * 10),
-				Height: 600 + (i * 10),
-				Prio:   prio,
-			})
-		}
-		
-		// Wait a bit then shut down
-		time.Sleep(1 * time.Second)
-		pool.Stop()
-	}()
-
-	for res := range pool.Results() {
-		if res.Err != nil {
-			fmt.Printf("Job failed: %v\n", res.Err)
-		} else {
-			fmt.Printf("Success: %v\n", res.Value)
-		}
-	}
-}
-
-// Keep the previous Priority/Job/WorkerPool definitions here...
-// The orchestrator logic ensures PriorityHigh (int 2) > PriorityMedium (1) > PriorityLow (0)
-// by using heap.Less returning a > b.
\ No newline at end of file
diff --git a/evals/data/experiments/046-shell-deploy-script/metrics.json b/evals/data/experiments/046-shell-deploy-script/metrics.json
deleted file mode 100644
index f3ac4d9..0000000
--- a/evals/data/experiments/046-shell-deploy-script/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "046-shell-deploy-script",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:24:15.031256+00:00",
-  "format": "text/x-sh",
-  "base_turn0": {
-    "input_tokens": 147,
-    "output_tokens": 719,
-    "latency_ms": 5411,
-    "artifact_bytes": 2119,
-    "ttft_ms": 0,
-    "ttlt_ms": 4428,
-    "median_itl_ms": 134.29
-  },
-  "aap_turn0": {
-    "input_tokens": 486,
-    "output_tokens": 622,
-    "latency_ms": 3526,
-    "artifact_bytes": 1837,
-    "ttft_ms": 0,
-    "ttlt_ms": 2809,
-    "median_itl_ms": 128.87
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a '--dry-run' flag to the script that prints every command without executing",
-        "input_tokens": 886,
-        "output_tokens": 856,
-        "latency_ms": 4022,
-        "output_bytes": 2530,
-        "ttft_ms": 0,
-        "ttlt_ms": 3121,
-        "median_itl_ms": 84.53,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the deploy section to support deploying to multiple servers defined in a",
-        "input_tokens": 1765,
-        "output_tokens": 797,
-        "latency_ms": 3661,
-        "output_bytes": 2479,
-        "ttft_ms": 0,
-        "ttlt_ms": 2976,
-        "median_itl_ms": 92.91,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add a rollback function that restores the previous symlink and restarts PM2 if t",
-        "input_tokens": 2590,
-        "output_tokens": 899,
-        "latency_ms": 4392,
-        "output_bytes": 2845,
-        "ttft_ms": 0,
-        "ttlt_ms": 3501,
-        "median_itl_ms": 99.14,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 5241,
-    "total_output_tokens": 2552,
-    "total_latency_ms": 12075
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a '--dry-run' flag to the script that prints every command without executing",
-        "input_tokens": 1750,
-        "output_tokens": 780,
-        "latency_ms": 3814,
-        "output_bytes": 2086,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.48,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the deploy section to support deploying to multiple servers defined in a",
-        "input_tokens": 1863,
-        "output_tokens": 793,
-        "latency_ms": 3347,
-        "output_bytes": 2192,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 2.41,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Add a rollback function that restores the previous symlink and restarts PM2 if t",
-        "input_tokens": 1887,
-        "output_tokens": 982,
-        "latency_ms": 4131,
-        "output_bytes": 2789,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.34,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 5500,
-    "total_output_tokens": 2555,
-    "total_latency_ms": 11292,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": -0.1,
-    "input_token_savings_pct": -4.9,
-    "latency_savings_pct": 6.5
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 147,
-        "base_output": 719,
-        "base_latency_ms": 5411,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 4428,
-        "base_median_itl_ms": 134.29,
-        "aap_input": 486,
-        "aap_output": 622,
-        "aap_latency_ms": 3526,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2809,
-        "aap_median_itl_ms": 128.87
-      },
-      {
-        "turn": 1,
-        "base_input": 886,
-        "base_output": 856,
-        "base_latency_ms": 4022,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3121,
-        "base_median_itl_ms": 84.53,
-        "aap_input": 1750,
-        "aap_output": 780,
-        "aap_latency_ms": 3814,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.48,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1765,
-        "base_output": 797,
-        "base_latency_ms": 3661,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 2976,
-        "base_median_itl_ms": 92.91,
-        "aap_input": 1863,
-        "aap_output": 793,
-        "aap_latency_ms": 3347,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 2.41,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 2590,
-        "base_output": 899,
-        "base_latency_ms": 4392,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3501,
-        "base_median_itl_ms": 99.14,
-        "aap_input": 1887,
-        "aap_output": 982,
-        "aap_latency_ms": 4131,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.34,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 5388,
-      "base_output": 3271,
-      "base_combined": 8659,
-      "aap_input": 5986,
-      "aap_output": 3177,
-      "aap_combined": 9163,
-      "base_latency_ms": 17486,
-      "aap_latency_ms": 14818,
-      "output_savings_pct": 2.9,
-      "input_delta_pct": 11.1,
-      "combined_savings_pct": -5.8,
-      "latency_savings_pct": 15.3
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.5879,
-        "token_f1": 0.6653,
-        "base_char_count": 2119,
-        "aap_char_count": 1800,
-        "char_delta_pct": -15.1,
-        "lines_added": 27,
-        "lines_removed": 30,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.4591,
-        "token_f1": 0.6133,
-        "base_char_count": 2530,
-        "aap_char_count": 2049,
-        "char_delta_pct": -19.0,
-        "lines_added": 45,
-        "lines_removed": 43,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.2784,
-        "token_f1": 0.6316,
-        "base_char_count": 2479,
-        "aap_char_count": 2155,
-        "char_delta_pct": -13.1,
-        "lines_added": 50,
-        "lines_removed": 58,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.2358,
-        "token_f1": 0.6064,
-        "base_char_count": 2845,
-        "aap_char_count": 2752,
-        "char_delta_pct": -3.3,
-        "lines_added": 64,
-        "lines_removed": 67,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.3903,
-    "mean_token_f1": 0.6291,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-0.txt b/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-0.txt
deleted file mode 100644
index d4624e8..0000000
--- a/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-0.txt
+++ /dev/null
@@ -1,70 +0,0 @@
-#!/usr/bin/env bash
-set -euo pipefail
-
-# --- Configuration ---
-<aap:target id="config">
-SERVER_HOST="user@remote-server.com"
-DEPLOY_PATH="/var/www/my-app"
-APP_NAME="my-app"
-NODE_VERSION="18"
-ENV_VARS="NODE_ENV=production PORT=3000"
-BRANCH="main"
-BUILD_DIR="./dist"
-</aap:target>
-
-# Colors
-RED='\033[0;31m'
-GREEN='\033[0;32m'
-NC='\033[0m'
-
-log() { echo -e "${GREEN}[INFO]${NC} $1"; }
-error() { echo -e "${RED}[ERROR]${NC} $1"; exit 1; }
-
-# --- Pre-deploy Checks ---
-log "Running pre-deploy checks..."
-[[ -n "$(git status --porcelain)" ]] && error "Git status not clean"
-git rev-parse --abbrev-ref HEAD | grep -q "$BRANCH" || error "Not on $BRANCH branch"
-npm test || error "Tests failed"
-ssh -q "$SERVER_HOST" exit || error "SSH connection failed"
-
-# --- Build ---
-log "Building application..."
-npm install
-npm run build
-tar -czf app.tar.gz dist/ package.json package-lock.json
-
-# --- Deploy ---
-TIMESTAMP=$(date +%Y%m%d%H%M%S)
-RELEASE_PATH="$DEPLOY_PATH/releases/$TIMESTAMP"
-
-log "Uploading to server..."
-ssh "$SERVER_HOST" "mkdir -p $RELEASE_PATH"
-scp app.tar.gz "$SERVER_HOST:$RELEASE_PATH/"
-
-log "Extracting and installing dependencies..."
-ssh "$SERVER_HOST" <<EOF
-  cd $RELEASE_PATH
-  tar -xzf app.tar.gz
-  npm install --production
-  npm run migrate
-EOF
-
-# --- Swap Symlink & Restart ---
-log "Swapping symlink..."
-ssh "$SERVER_HOST" "ln -sfn $RELEASE_PATH $DEPLOY_PATH/current"
-
-log "Restarting PM2..."
-ssh "$SERVER_HOST" "pm2 restart $APP_NAME || pm2 start dist/index.js --name $APP_NAME --env $ENV_VARS"
-
-# --- Post-deploy ---
-log "Verifying deployment..."
-sleep 5
-HEALTH=$(ssh "$SERVER_HOST" "curl -s http://localhost:3000/health")
-if [[ "$HEALTH" == *"OK"* ]]; then
-  log "Deployment successful!"
-else
-  error "Health check failed. Rolling back..."
-  # Logic for rollback would point symlink to previous release
-fi
-
-rm app.tar.gz
\ No newline at end of file
diff --git a/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-1.json b/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-1.json
deleted file mode 100644
index 593c0a2..0000000
--- a/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "deploy-script-with-dry-run",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "#!/usr/bin/env bash\nset -euo pipefail\n\n# --- Configuration ---\n<aap:target id=\"config\">\nSERVER_HOST=\"user@remote-server.com\"\nDEPLOY_PATH=\"/var/www/my-app\"\nAPP_NAME=\"my-app\"\nNODE_VERSION=\"18\"\nENV_VARS=\"NODE_ENV=production PORT=3000\"\nBRANCH=\"main\"\nBUILD_DIR=\"./dist\"\n</aap:target>\n\nDRY_RUN=false\nwhile [[ \"$#\" -gt 0 ]]; do\n    case $1 in\n        --dry-run) DRY_RUN=true ;;\n    esac\n    shift\ndone\n\nrun_cmd() {\n    if [ \"$DRY_RUN\" = true ]; then\n        echo \"[DRY-RUN] $*\"\n    else\n        \"$@\"\n    fi\n}\n\n# Colors\nRED='\\033[0;31m'\nGREEN='\\033[0;32m'\nNC='\\033[0m'\n\nlog() { echo -e \"${GREEN}[INFO]${NC} $1\"; }\nerror() { echo -e \"${RED}[ERROR]${NC} $1\"; exit 1; }\n\n# --- Pre-deploy Checks ---\nlog \"Running pre-deploy checks...\"\n[[ -n \"$(git status --porcelain)\" ]] && error \"Git status not clean\"\ngit rev-parse --abbrev-ref HEAD | grep -q \"$BRANCH\" || error \"Not on $BRANCH branch\"\nnpm test || error \"Tests failed\"\nrun_cmd ssh -q \"$SERVER_HOST\" exit || error \"SSH connection failed\"\n\n# --- Build ---\nlog \"Building application...\"\nrun_cmd npm install\nrun_cmd npm run build\nrun_cmd tar -czf app.tar.gz dist/ package.json package-lock.json\n\n# --- Deploy ---\nTIMESTAMP=$(date +%Y%m%d%H%M%S)\nRELEASE_PATH=\"$DEPLOY_PATH/releases/$TIMESTAMP\"\n\nlog \"Uploading to server...\"\nrun_cmd ssh \"$SERVER_HOST\" \"mkdir -p $RELEASE_PATH\"\nrun_cmd scp app.tar.gz \"$SERVER_HOST:$RELEASE_PATH/\"\n\nlog \"Extracting and installing dependencies...\"\nrun_cmd ssh \"$SERVER_HOST\" <<EOF\n  cd $RELEASE_PATH\n  tar -xzf app.tar.gz\n  npm install --production\n  npm run migrate\nEOF\n\n# --- Swap Symlink & Restart ---\nlog \"Swapping symlink...\"\nrun_cmd ssh \"$SERVER_HOST\" \"ln -sfn $RELEASE_PATH $DEPLOY_PATH/current\"\n\nlog \"Restarting PM2...\"\nrun_cmd ssh \"$SERVER_HOST\" \"pm2 restart $APP_NAME || pm2 start dist/index.js --name $APP_NAME --env $ENV_VARS\"\n\n# --- Post-deploy ---\nlog \"Verifying deployment...\"\nsleep 5\nHEALTH=$(run_cmd ssh \"$SERVER_HOST\" \"curl -s http://localhost:3000/health\")\nif [[ \"$HEALTH\" == *\"OK\"* ]]; then\n  log \"Deployment successful!\"\nelse\n  error \"Health check failed. Rolling back...\"\nfi\n\nrun_cmd rm app.tar.gz\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-1.txt b/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-1.txt
deleted file mode 100644
index 8c60510..0000000
--- a/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-1.txt
+++ /dev/null
@@ -1,85 +0,0 @@
-#!/usr/bin/env bash
-set -euo pipefail
-
-# --- Configuration ---
-<aap:target id="config">
-SERVER_HOST="user@remote-server.com"
-DEPLOY_PATH="/var/www/my-app"
-APP_NAME="my-app"
-NODE_VERSION="18"
-ENV_VARS="NODE_ENV=production PORT=3000"
-BRANCH="main"
-BUILD_DIR="./dist"
-</aap:target>
-
-DRY_RUN=false
-while [[ "$#" -gt 0 ]]; do
-    case $1 in
-        --dry-run) DRY_RUN=true ;;
-    esac
-    shift
-done
-
-run_cmd() {
-    if [ "$DRY_RUN" = true ]; then
-        echo "[DRY-RUN] $*"
-    else
-        "$@"
-    fi
-}
-
-# Colors
-RED='\033[0;31m'
-GREEN='\033[0;32m'
-NC='\033[0m'
-
-log() { echo -e "${GREEN}[INFO]${NC} $1"; }
-error() { echo -e "${RED}[ERROR]${NC} $1"; exit 1; }
-
-# --- Pre-deploy Checks ---
-log "Running pre-deploy checks..."
-[[ -n "$(git status --porcelain)" ]] && error "Git status not clean"
-git rev-parse --abbrev-ref HEAD | grep -q "$BRANCH" || error "Not on $BRANCH branch"
-npm test || error "Tests failed"
-run_cmd ssh -q "$SERVER_HOST" exit || error "SSH connection failed"
-
-# --- Build ---
-log "Building application..."
-run_cmd npm install
-run_cmd npm run build
-run_cmd tar -czf app.tar.gz dist/ package.json package-lock.json
-
-# --- Deploy ---
-TIMESTAMP=$(date +%Y%m%d%H%M%S)
-RELEASE_PATH="$DEPLOY_PATH/releases/$TIMESTAMP"
-
-log "Uploading to server..."
-run_cmd ssh "$SERVER_HOST" "mkdir -p $RELEASE_PATH"
-run_cmd scp app.tar.gz "$SERVER_HOST:$RELEASE_PATH/"
-
-log "Extracting and installing dependencies..."
-run_cmd ssh "$SERVER_HOST" <<EOF
-  cd $RELEASE_PATH
-  tar -xzf app.tar.gz
-  npm install --production
-  npm run migrate
-EOF
-
-# --- Swap Symlink & Restart ---
-log "Swapping symlink..."
-run_cmd ssh "$SERVER_HOST" "ln -sfn $RELEASE_PATH $DEPLOY_PATH/current"
-
-log "Restarting PM2..."
-run_cmd ssh "$SERVER_HOST" "pm2 restart $APP_NAME || pm2 start dist/index.js --name $APP_NAME --env $ENV_VARS"
-
-# --- Post-deploy ---
-log "Verifying deployment..."
-sleep 5
-HEALTH=$(run_cmd ssh "$SERVER_HOST" "curl -s http://localhost:3000/health")
-if [[ "$HEALTH" == *"OK"* ]]; then
-  log "Deployment successful!"
-else
-  error "Health check failed. Rolling back..."
-fi
-
-run_cmd rm app.tar.gz
diff --git a/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-2.json b/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-2.json
deleted file mode 100644
index df0ca15..0000000
--- a/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "deploy-script",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "#!/usr/bin/env bash\nset -euo pipefail\n\n# --- Configuration ---\n<aap:target id=\"config\">\nSERVER_HOSTS=(\"user1@server1.com\" \"user2@server2.com\")\nDEPLOY_PATH=\"/var/www/my-app\"\nAPP_NAME=\"my-app\"\nNODE_VERSION=\"18\"\nENV_VARS=\"NODE_ENV=production PORT=3000\"\nBRANCH=\"main\"\nBUILD_DIR=\"./dist\"\n</aap:target>\n\nDRY_RUN=false\nwhile [[ \"$#\" -gt 0 ]]; do\n    case $1 in\n        --dry-run) DRY_RUN=true ;;\n    esac\n    shift\ndone\n\nrun_cmd() {\n    if [ \"$DRY_RUN\" = true ]; then\n        echo \"[DRY-RUN] $*\"\n    else\n        \"$@\"\n    fi\n}\n\n# Colors\nRED='\\033[0;31m'\nGREEN='\\033[0;32m'\nNC='\\033[0m'\n\nlog() { echo -e \"${GREEN}[INFO]${NC} $1\"; }\nerror() { echo -e \"${RED}[ERROR]${NC} $1\"; exit 1; }\n\n# --- Pre-deploy Checks ---\nlog \"Running pre-deploy checks...\"\n[[ -n \"$(git status --porcelain)\" ]] && error \"Git status not clean\"\ngit rev-parse --abbrev-ref HEAD | grep -q \"$BRANCH\" || error \"Not on $BRANCH branch\"\nnpm test || error \"Tests failed\"\n\n# --- Build ---\nlog \"Building application...\"\nrun_cmd npm install\nrun_cmd npm run build\n\n# --- Deploy ---\nTIMESTAMP=$(date +%Y%m%d%H%M%S)\n\nlog \"Deploying to servers...\"\nfor SERVER in \"${SERVER_HOSTS[@]}\"; do\n  (\n    RELEASE_PATH=\"$DEPLOY_PATH/releases/$TIMESTAMP\"\n    log \"[$SERVER] Creating release directory...\"\n    run_cmd ssh \"$SERVER\" \"mkdir -p $RELEASE_PATH\"\n    \n    log \"[$SERVER] Uploading files...\"\n    run_cmd rsync -avz --exclude 'node_modules' \"$BUILD_DIR/\" \"$SERVER:$RELEASE_PATH/\"\n    run_cmd scp package.json package-lock.json \"$SERVER:$RELEASE_PATH/\"\n\n    log \"[$SERVER] Installing dependencies and migrating...\"\n    run_cmd ssh \"$SERVER\" \"cd $RELEASE_PATH && npm install --production && npm run migrate\"\n\n    log \"[$SERVER] Swapping symlink and restarting...\"\n    run_cmd ssh \"$SERVER\" \"ln -sfn $RELEASE_PATH $DEPLOY_PATH/current && (pm2 restart $APP_NAME || pm2 start $RELEASE_PATH/dist/index.js --name $APP_NAME --env $ENV_VARS)\"\n  ) &\ndone\nwait\n\n# --- Post-deploy ---\nlog \"Verifying deployment...\"\nsleep 5\nfor SERVER in \"${SERVER_HOSTS[@]}\"; do\n  HEALTH=$(run_cmd ssh \"$SERVER\" \"curl -s http://localhost:3000/health\")\n  if [[ \"$HEALTH\" != *\"OK\"* ]]; then\n    error \"[$SERVER] Health check failed.\"\n  fi\ndone\nlog \"All deployments successful!\"\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-2.txt b/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-2.txt
deleted file mode 100644
index 8d7a10c..0000000
--- a/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-2.txt
+++ /dev/null
@@ -1,82 +0,0 @@
-#!/usr/bin/env bash
-set -euo pipefail
-
-# --- Configuration ---
-<aap:target id="config">
-SERVER_HOSTS=("user1@server1.com" "user2@server2.com")
-DEPLOY_PATH="/var/www/my-app"
-APP_NAME="my-app"
-NODE_VERSION="18"
-ENV_VARS="NODE_ENV=production PORT=3000"
-BRANCH="main"
-BUILD_DIR="./dist"
-</aap:target>
-
-DRY_RUN=false
-while [[ "$#" -gt 0 ]]; do
-    case $1 in
-        --dry-run) DRY_RUN=true ;;
-    esac
-    shift
-done
-
-run_cmd() {
-    if [ "$DRY_RUN" = true ]; then
-        echo "[DRY-RUN] $*"
-    else
-        "$@"
-    fi
-}
-
-# Colors
-RED='\033[0;31m'
-GREEN='\033[0;32m'
-NC='\033[0m'
-
-log() { echo -e "${GREEN}[INFO]${NC} $1"; }
-error() { echo -e "${RED}[ERROR]${NC} $1"; exit 1; }
-
-# --- Pre-deploy Checks ---
-log "Running pre-deploy checks..."
-[[ -n "$(git status --porcelain)" ]] && error "Git status not clean"
-git rev-parse --abbrev-ref HEAD | grep -q "$BRANCH" || error "Not on $BRANCH branch"
-npm test || error "Tests failed"
-
-# --- Build ---
-log "Building application..."
-run_cmd npm install
-run_cmd npm run build
-
-# --- Deploy ---
-TIMESTAMP=$(date +%Y%m%d%H%M%S)
-
-log "Deploying to servers..."
-for SERVER in "${SERVER_HOSTS[@]}"; do
-  (
-    RELEASE_PATH="$DEPLOY_PATH/releases/$TIMESTAMP"
-    log "[$SERVER] Creating release directory..."
-    run_cmd ssh "$SERVER" "mkdir -p $RELEASE_PATH"
-    
-    log "[$SERVER] Uploading files..."
-    run_cmd rsync -avz --exclude 'node_modules' "$BUILD_DIR/" "$SERVER:$RELEASE_PATH/"
-    run_cmd scp package.json package-lock.json "$SERVER:$RELEASE_PATH/"
-
-    log "[$SERVER] Installing dependencies and migrating..."
-    run_cmd ssh "$SERVER" "cd $RELEASE_PATH && npm install --production && npm run migrate"
-
-    log "[$SERVER] Swapping symlink and restarting..."
-    run_cmd ssh "$SERVER" "ln -sfn $RELEASE_PATH $DEPLOY_PATH/current && (pm2 restart $APP_NAME || pm2 start $RELEASE_PATH/dist/index.js --name $APP_NAME --env $ENV_VARS)"
-  ) &
-done
-wait
-
-# --- Post-deploy ---
-log "Verifying deployment..."
-sleep 5
-for SERVER in "${SERVER_HOSTS[@]}"; do
-  HEALTH=$(run_cmd ssh "$SERVER" "curl -s http://localhost:3000/health")
-  if [[ "$HEALTH" != *"OK"* ]]; then
-    error "[$SERVER] Health check failed."
-  fi
-done
-log "All deployments successful!"
diff --git a/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-3.json b/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-3.json
deleted file mode 100644
index c0be873..0000000
--- a/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "deploy-script-v2",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "#!/usr/bin/env bash\nset -euo pipefail\n\n# --- Configuration ---\n<aap:target id=\"config\">\nSERVER_HOSTS=(\"user1@server1.com\" \"user2@server2.com\")\nDEPLOY_PATH=\"/var/www/my-app\"\nAPP_NAME=\"my-app\"\nNODE_VERSION=\"18\"\nENV_VARS=\"NODE_ENV=production PORT=3000\"\nBRANCH=\"main\"\nBUILD_DIR=\"./dist\"\n</aap:target>\n\nDRY_RUN=false\nwhile [[ \"$#\" -gt 0 ]]; do\n    case $1 in\n        --dry-run) DRY_RUN=true ;;\n    esac\n    shift\ndone\n\nrun_cmd() {\n    if [ \"$DRY_RUN\" = true ]; then\n        echo \"[DRY-RUN] $*\"\n    else\n        \"$@\"\n    fi\n}\n\n# Colors\nRED='\\033[0;31m'\nGREEN='\\033[0;32m'\nNC='\\033[0m'\n\nlog() { echo -e \"${GREEN}[INFO]${NC} $1\"; }\nerror() { echo -e \"${RED}[ERROR]${NC} $1\"; exit 1; }\n\n# --- Rollback Function ---\nrollback() {\n    local SERVER=$1\n    log \"Rolling back $SERVER...\"\n    run_cmd ssh \"$SERVER\" \"cd $DEPLOY_PATH && if [ -L previous ]; then ln -sfn \\$(readlink previous) current; fi && pm2 restart $APP_NAME\"\n}\n\n# --- Pre-deploy Checks ---\nlog \"Running pre-deploy checks...\"\n[[ -n \"$(git status --porcelain)\" ]] && error \"Git status not clean\"\ngit rev-parse --abbrev-ref HEAD | grep -q \"$BRANCH\" || error \"Not on $BRANCH branch\"\nnpm test || error \"Tests failed\"\n\n# --- Build ---\nlog \"Building application...\"\nrun_cmd npm install\nrun_cmd npm run build\n\n# --- Deploy ---\nTIMESTAMP=$(date +%Y%m%d%H%M%S)\n\nlog \"Deploying to servers...\"\nfor SERVER in \"${SERVER_HOSTS[@]}\"; do\n  (\n    RELEASE_PATH=\"$DEPLOY_PATH/releases/$TIMESTAMP\"\n    log \"[$SERVER] Creating release directory...\"\n    run_cmd ssh \"$SERVER\" \"mkdir -p $RELEASE_PATH\"\n    \n    log \"[$SERVER] Uploading files...\"\n    run_cmd rsync -avz --exclude 'node_modules' \"$BUILD_DIR/\" \"$SERVER:$RELEASE_PATH/\"\n    run_cmd scp package.json package-lock.json \"$SERVER:$RELEASE_PATH/\"\n\n    log \"[$SERVER] Installing dependencies and migrating...\"\n    run_cmd ssh \"$SERVER\" \"cd $RELEASE_PATH && npm install --production && npm run migrate\"\n\n    log \"[$SERVER] Swapping symlink and restarting...\"\n    run_cmd ssh \"$SERVER\" \"if [ -L $DEPLOY_PATH/current ]; then cd $DEPLOY_PATH && ln -sfn \\$(readlink current) previous; fi && ln -sfn $RELEASE_PATH $DEPLOY_PATH/current && (pm2 restart $APP_NAME || pm2 start $RELEASE_PATH/dist/index.js --name $APP_NAME --env $ENV_VARS)\"\n  ) &\ndone\nwait\n\n# --- Post-deploy ---\nlog \"Verifying deployment...\"\nsleep 5\nfor SERVER in \"${SERVER_HOSTS[@]}\"; do\n  HEALTH_CHECK_PASSED=false\n  for i in {1..12}; do\n    HEALTH=$(ssh \"$SERVER\" \"curl -s http://localhost:3000/health\" || echo \"\")\n    if [[ \"$HEALTH\" == *\"OK\"* ]]; then\n      HEALTH_CHECK_PASSED=true\n      break\n    fi\n    sleep 5\n  done\n\n  if [[ \"$HEALTH_CHECK_PASSED\" != true ]]; then\n    log \"[$SERVER] Health check failed, initiating rollback.\"\n    rollback \"$SERVER\"\n    error \"[$SERVER] Deployment failed.\"\n  fi\ndone\nlog \"All deployments successful!\"\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-3.txt b/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-3.txt
deleted file mode 100644
index b908912..0000000
--- a/evals/data/experiments/046-shell-deploy-script/outputs/aap/turn-3.txt
+++ /dev/null
@@ -1,100 +0,0 @@
-#!/usr/bin/env bash
-set -euo pipefail
-
-# --- Configuration ---
-<aap:target id="config">
-SERVER_HOSTS=("user1@server1.com" "user2@server2.com")
-DEPLOY_PATH="/var/www/my-app"
-APP_NAME="my-app"
-NODE_VERSION="18"
-ENV_VARS="NODE_ENV=production PORT=3000"
-BRANCH="main"
-BUILD_DIR="./dist"
-</aap:target>
-
-DRY_RUN=false
-while [[ "$#" -gt 0 ]]; do
-    case $1 in
-        --dry-run) DRY_RUN=true ;;
-    esac
-    shift
-done
-
-run_cmd() {
-    if [ "$DRY_RUN" = true ]; then
-        echo "[DRY-RUN] $*"
-    else
-        "$@"
-    fi
-}
-
-# Colors
-RED='\033[0;31m'
-GREEN='\033[0;32m'
-NC='\033[0m'
-
-log() { echo -e "${GREEN}[INFO]${NC} $1"; }
-error() { echo -e "${RED}[ERROR]${NC} $1"; exit 1; }
-
-# --- Rollback Function ---
-rollback() {
-    local SERVER=$1
-    log "Rolling back $SERVER..."
-    run_cmd ssh "$SERVER" "cd $DEPLOY_PATH && if [ -L previous ]; then ln -sfn \$(readlink previous) current; fi && pm2 restart $APP_NAME"
-}
-
-# --- Pre-deploy Checks ---
-log "Running pre-deploy checks..."
-[[ -n "$(git status --porcelain)" ]] && error "Git status not clean"
-git rev-parse --abbrev-ref HEAD | grep -q "$BRANCH" || error "Not on $BRANCH branch"
-npm test || error "Tests failed"
-
-# --- Build ---
-log "Building application..."
-run_cmd npm install
-run_cmd npm run build
-
-# --- Deploy ---
-TIMESTAMP=$(date +%Y%m%d%H%M%S)
-
-log "Deploying to servers..."
-for SERVER in "${SERVER_HOSTS[@]}"; do
-  (
-    RELEASE_PATH="$DEPLOY_PATH/releases/$TIMESTAMP"
-    log "[$SERVER] Creating release directory..."
-    run_cmd ssh "$SERVER" "mkdir -p $RELEASE_PATH"
-    
-    log "[$SERVER] Uploading files..."
-    run_cmd rsync -avz --exclude 'node_modules' "$BUILD_DIR/" "$SERVER:$RELEASE_PATH/"
-    run_cmd scp package.json package-lock.json "$SERVER:$RELEASE_PATH/"
-
-    log "[$SERVER] Installing dependencies and migrating..."
-    run_cmd ssh "$SERVER" "cd $RELEASE_PATH && npm install --production && npm run migrate"
-
-    log "[$SERVER] Swapping symlink and restarting..."
-    run_cmd ssh "$SERVER" "if [ -L $DEPLOY_PATH/current ]; then cd $DEPLOY_PATH && ln -sfn \$(readlink current) previous; fi && ln -sfn $RELEASE_PATH $DEPLOY_PATH/current && (pm2 restart $APP_NAME || pm2 start $RELEASE_PATH/dist/index.js --name $APP_NAME --env $ENV_VARS)"
-  ) &
-done
-wait
-
-# --- Post-deploy ---
-log "Verifying deployment..."
-sleep 5
-for SERVER in "${SERVER_HOSTS[@]}"; do
-  HEALTH_CHECK_PASSED=false
-  for i in {1..12}; do
-    HEALTH=$(ssh "$SERVER" "curl -s http://localhost:3000/health" || echo "")
-    if [[ "$HEALTH" == *"OK"* ]]; then
-      HEALTH_CHECK_PASSED=true
-      break
-    fi
-    sleep 5
-  done
-
-  if [[ "$HEALTH_CHECK_PASSED" != true ]]; then
-    log "[$SERVER] Health check failed, initiating rollback."
-    rollback "$SERVER"
-    error "[$SERVER] Deployment failed."
-  fi
-done
-log "All deployments successful!"
diff --git a/evals/data/experiments/046-shell-deploy-script/outputs/base/turn-0.txt b/evals/data/experiments/046-shell-deploy-script/outputs/base/turn-0.txt
deleted file mode 100644
index 4788f17..0000000
--- a/evals/data/experiments/046-shell-deploy-script/outputs/base/turn-0.txt
+++ /dev/null
@@ -1,73 +0,0 @@
-#!/usr/bin/env bash
-set -euo pipefail
-
-# --- Configuration ---
-HOST="user@remote-server.com"
-DEPLOY_PATH="/var/www/my-app"
-APP_NAME="my-app"
-NODE_VERSION="18"
-BRANCH="main"
-BUILD_DIR="dist"
-REMOTE_TEMP="/tmp/${APP_NAME}_deploy"
-
-# Colors
-GREEN='\033[0;32m'
-RED='\033[0;31m'
-NC='\033[0m'
-
-log() { echo -e "${GREEN}[INFO]${NC} $1"; }
-error() { echo -e "${RED}[ERROR]${NC} $1"; exit 1; }
-
-# --- Pre-deploy Checks ---
-log "Running pre-deploy checks..."
-[[ -n "$(git status --porcelain)" ]] && error "Git working directory is dirty."
-[[ "$(git branch --show-current)" != "$BRANCH" ]] && error "Not on $BRANCH branch."
-npm test || error "Tests failed."
-ssh -q "$HOST" exit || error "Cannot connect to $HOST."
-
-# --- Build ---
-log "Building application..."
-npm install
-npm run build
-tar -czf build.tar.gz package.json package-lock.json $BUILD_DIR migrations/
-
-# --- Deploy ---
-TIMESTAMP=$(date +%Y%m%d%H%M%S)
-RELEASE_PATH="$DEPLOY_PATH/releases/$TIMESTAMP"
-
-log "Uploading to server..."
-ssh "$HOST" "mkdir -p $RELEASE_PATH"
-scp build.tar.gz "$HOST:$RELEASE_PATH/"
-ssh "$HOST" "cd $RELEASE_PATH && tar -xzf build.tar.gz && rm build.tar.gz"
-
-# --- Install & Migrate ---
-log "Installing production dependencies and running migrations..."
-ssh "$HOST" << EOF
-  source ~/.nvm/nvm.sh && nvm use $NODE_VERSION
-  cd $RELEASE_PATH
-  npm install --production
-  npm run migrate
-EOF
-
-# --- Swap Symlink & Restart ---
-log "Swapping symlink and restarting app..."
-ssh "$HOST" << EOF
-  ln -sfn $RELEASE_PATH $DEPLOY_PATH/current
-  cd $DEPLOY_PATH/current
-  pm2 reload $APP_NAME || pm2 start dist/index.js --name $APP_NAME
-EOF
-
-# --- Post-deploy Verification ---
-log "Verifying deployment..."
-sleep 5
-HEALTH=$(curl -s -o /dev/null -w "%{http_code}" http://localhost:3000/health || echo "500")
-
-if [ "$HEALTH" == "200" ]; then
-  log "Deployment successful!"
-  ssh "$HOST" "ls -dt $DEPLOY_PATH/releases/* | tail -n +6 | xargs rm -rf"
-else
-  error "Health check failed with $HEALTH. Rolling back..."
-  ssh "$HOST" "ln -sfn $(ssh $HOST 'ls -dt $DEPLOY_PATH/releases/* | sed -n 2p') $DEPLOY_PATH/current && pm2 reload $APP_NAME"
-fi
-
-rm build.tar.gz
\ No newline at end of file
diff --git a/evals/data/experiments/046-shell-deploy-script/outputs/base/turn-1.txt b/evals/data/experiments/046-shell-deploy-script/outputs/base/turn-1.txt
deleted file mode 100644
index 851673d..0000000
--- a/evals/data/experiments/046-shell-deploy-script/outputs/base/turn-1.txt
+++ /dev/null
@@ -1,83 +0,0 @@
-#!/usr/bin/env bash
-set -euo pipefail
-
-# --- Configuration ---
-HOST="user@remote-server.com"
-DEPLOY_PATH="/var/www/my-app"
-APP_NAME="my-app"
-NODE_VERSION="18"
-BRANCH="main"
-BUILD_DIR="dist"
-
-# Colors
-GREEN='\033[0;32m'
-RED='\033[0;31m'
-NC='\033[0m'
-
-DRY_RUN=false
-if [[ "${1:-}" == "--dry-run" ]]; then
-    DRY_RUN=true
-    echo -e "${RED}[DRY-RUN MODE ENABLED]${NC}"
-fi
-
-run() {
-    if [ "$DRY_RUN" = true ]; then
-        echo -e "${GREEN}[EXEC]${NC} $*"
-    else
-        "$@"
-    fi
-}
-
-log() { echo -e "${GREEN}[INFO]${NC} $1"; }
-error() { echo -e "${RED}[ERROR]${NC} $1"; exit 1; }
-
-# --- Pre-deploy Checks ---
-log "Running pre-deploy checks..."
-[[ -n "$(git status --porcelain)" ]] && error "Git working directory is dirty."
-[[ "$(git branch --show-current)" != "$BRANCH" ]] && error "Not on $BRANCH branch."
-run npm test || error "Tests failed."
-run ssh -q "$HOST" exit || error "Cannot connect to $HOST."
-
-# --- Build ---
-log "Building application..."
-run npm install
-run npm run build
-run tar -czf build.tar.gz package.json package-lock.json $BUILD_DIR migrations/
-
-# --- Deploy ---
-TIMESTAMP=$(date +%Y%m%d%H%M%S)
-RELEASE_PATH="$DEPLOY_PATH/releases/$TIMESTAMP"
-
-log "Uploading to server..."
-run ssh "$HOST" "mkdir -p $RELEASE_PATH"
-run scp build.tar.gz "$HOST:$RELEASE_PATH/"
-run ssh "$HOST" "cd $RELEASE_PATH && tar -xzf build.tar.gz && rm build.tar.gz"
-
-# --- Install & Migrate ---
-log "Installing production dependencies and running migrations..."
-REMOTE_CMD="source ~/.nvm/nvm.sh && nvm use $NODE_VERSION && cd $RELEASE_PATH && npm install --production && npm run migrate"
-run ssh "$HOST" "$REMOTE_CMD"
-
-# --- Swap Symlink & Restart ---
-log "Swapping symlink and restarting app..."
-SYMLINK_CMD="ln -sfn $RELEASE_PATH $DEPLOY_PATH/current && cd $DEPLOY_PATH/current && pm2 reload $APP_NAME || pm2 start dist/index.js --name $APP_NAME"
-run ssh "$HOST" "$SYMLINK_CMD"
-
-# --- Post-deploy Verification ---
-if [ "$DRY_RUN" = false ]; then
-    log "Verifying deployment..."
-    sleep 5
-    HEALTH=$(curl -s -o /dev/null -w "%{http_code}" http://localhost:3000/health || echo "500")
-
-    if [ "$HEALTH" == "200" ]; then
-        log "Deployment successful!"
-        ssh "$HOST" "ls -dt $DEPLOY_PATH/releases/* | tail -n +6 | xargs rm -rf"
-    else
-        error "Health check failed with $HEALTH. Rolling back..."
-        ssh "$HOST" "ln -sfn \$(ls -dt $DEPLOY_PATH/releases/* | sed -n 2p) $DEPLOY_PATH/current && pm2 reload $APP_NAME"
-    fi
-else
-    log "Dry run complete. No verification performed."
-fi
-
-run rm build.tar.gz
\ No newline at end of file
diff --git a/evals/data/experiments/046-shell-deploy-script/outputs/base/turn-2.txt b/evals/data/experiments/046-shell-deploy-script/outputs/base/turn-2.txt
deleted file mode 100644
index d738c88..0000000
--- a/evals/data/experiments/046-shell-deploy-script/outputs/base/turn-2.txt
+++ /dev/null
@@ -1,90 +0,0 @@
-#!/usr/bin/env bash
-set -euo pipefail
-
-# --- Configuration ---
-SERVERS=("user1@server1.com" "user2@server2.com")
-DEPLOY_PATH="/var/www/my-app"
-APP_NAME="my-app"
-NODE_VERSION="18"
-BRANCH="main"
-BUILD_DIR="dist"
-
-# Colors
-GREEN='\033[0;32m'
-RED='\033[0;31m'
-NC='\033[0m'
-
-DRY_RUN=false
-if [[ "${1:-}" == "--dry-run" ]]; then
-    DRY_RUN=true
-    echo -e "${RED}[DRY-RUN MODE ENABLED]${NC}"
-fi
-
-run() {
-    if [ "$DRY_RUN" = true ]; then
-        echo -e "${GREEN}[EXEC]${NC} $*"
-    else
-        "$@"
-    fi
-}
-
-log() { echo -e "${GREEN}[INFO]${NC} $1"; }
-error() { echo -e "${RED}[ERROR]${NC} $1"; exit 1; }
-
-# --- Pre-deploy Checks ---
-log "Running pre-deploy checks..."
-[[ -n "$(git status --porcelain)" ]] && error "Git working directory is dirty."
-[[ "$(git branch --show-current)" != "$BRANCH" ]] && error "Not on $BRANCH branch."
-run npm test || error "Tests failed."
-
-# --- Build ---
-log "Building application..."
-run npm install
-run npm run build
-run tar -czf build.tar.gz package.json package-lock.json $BUILD_DIR migrations/
-
-# --- Deploy (Parallel) ---
-TIMESTAMP=$(date +%Y%m%d%H%M%S)
-log "Deploying to servers: ${SERVERS[*]}..."
-
-for SERVER in "${SERVERS[@]}"; do
-    (
-        RELEASE_PATH="$DEPLOY_PATH/releases/$TIMESTAMP"
-        log "[$SERVER] Uploading..."
-        
-        # Rsync logic for upload
-        run ssh "$SERVER" "mkdir -p $RELEASE_PATH"
-        run rsync -az build.tar.gz "$SERVER:$RELEASE_PATH/"
-        
-        log "[$SERVER] Installing and restarting..."
-        run ssh "$SERVER" << EOF
-            source ~/.nvm/nvm.sh && nvm use $NODE_VERSION
-            cd $RELEASE_PATH
-            tar -xzf build.tar.gz
-            rm build.tar.gz
-            npm install --production
-            npm run migrate
-            ln -sfn $RELEASE_PATH $DEPLOY_PATH/current
-            pm2 reload $APP_NAME || pm2 start dist/index.js --name $APP_NAME
-EOF
-    ) &
-done
-wait
-
-# --- Post-deploy Verification ---
-if [ "$DRY_RUN" = false ]; then
-    log "Verifying deployments..."
-    for SERVER in "${SERVERS[@]}"; do
-        # Note: health check assumes the remote server is accessible via URL
-        # Replace with appropriate endpoint/server mapping
-        HEALTH=$(curl -s -o /dev/null -w "%{http_code}" "http://$SERVER:3000/health" || echo "500")
-        if [ "$HEALTH" != "200" ]; then
-            error "[$SERVER] Health check failed with $HEALTH."
-        fi
-        log "[$SERVER] Verified."
-    done
-else
-    log "Dry run complete."
-fi
-
-run rm build.tar.gz
\ No newline at end of file
diff --git a/evals/data/experiments/046-shell-deploy-script/outputs/base/turn-3.txt b/evals/data/experiments/046-shell-deploy-script/outputs/base/turn-3.txt
deleted file mode 100644
index a5fe5ec..0000000
--- a/evals/data/experiments/046-shell-deploy-script/outputs/base/turn-3.txt
+++ /dev/null
@@ -1,103 +0,0 @@
-#!/usr/bin/env bash
-set -euo pipefail
-
-# --- Configuration ---
-SERVERS=("user1@server1.com" "user2@server2.com")
-DEPLOY_PATH="/var/www/my-app"
-APP_NAME="my-app"
-NODE_VERSION="18"
-BRANCH="main"
-BUILD_DIR="dist"
-
-# Colors
-GREEN='\033[0;32m'
-RED='\033[0;31m'
-NC='\033[0m'
-
-DRY_RUN=false
-if [[ "${1:-}" == "--dry-run" ]]; then
-    DRY_RUN=true
-    echo -e "${RED}[DRY-RUN MODE ENABLED]${NC}"
-fi
-
-run() {
-    if [ "$DRY_RUN" = true ]; then
-        echo -e "${GREEN}[EXEC]${NC} $*"
-    else
-        "$@"
-    fi
-}
-
-log() { echo -e "${GREEN}[INFO]${NC} $1"; }
-error() { echo -e "${RED}[ERROR]${NC} $1"; exit 1; }
-
-rollback() {
-    local server=$1
-    log "${RED}[ROLLBACK]${SERVER}: Reverting to previous release...${NC}"
-    run ssh "$server" << EOF
-        PREV_RELEASE=\$(ls -dt $DEPLOY_PATH/releases/* | sed -n 2p)
-        if [ -n "\$PREV_RELEASE" ]; then
-            ln -sfn \$PREV_RELEASE $DEPLOY_PATH/current
-            pm2 reload $APP_NAME
-        fi
-EOF
-}
-
-# --- Pre-deploy Checks ---
-log "Running pre-deploy checks..."
-[[ -n "$(git status --porcelain)" ]] && error "Git working directory is dirty."
-[[ "$(git branch --show-current)" != "$BRANCH" ]] && error "Not on $BRANCH branch."
-run npm test || error "Tests failed."
-
-# --- Build ---
-log "Building application..."
-run npm install
-run npm run build
-run tar -czf build.tar.gz package.json package-lock.json $BUILD_DIR migrations/
-
-# --- Deploy ---
-TIMESTAMP=$(date +%Y%m%d%H%M%S)
-log "Deploying to servers: ${SERVERS[*]}..."
-
-for SERVER in "${SERVERS[@]}"; do
-    (
-        RELEASE_PATH="$DEPLOY_PATH/releases/$TIMESTAMP"
-        run ssh "$SERVER" "mkdir -p $RELEASE_PATH"
-        run rsync -az build.tar.gz "$SERVER:$RELEASE_PATH/"
-        
-        run ssh "$SERVER" << EOF
-            source ~/.nvm/nvm.sh && nvm use $NODE_VERSION
-            cd $RELEASE_PATH
-            tar -xzf build.tar.gz && rm build.tar.gz
-            npm install --production
-            npm run migrate
-            ln -sfn $RELEASE_PATH $DEPLOY_PATH/current
-            pm2 reload $APP_NAME || pm2 start dist/index.js --name $APP_NAME
-EOF
-        
-        # --- Verification ---
-        if [ "$DRY_RUN" = false ]; then
-            log "[$SERVER] Verifying health (60s timeout)..."
-            END_TIME=$((SECONDS + 60))
-            SUCCESS=false
-            while [ $SECONDS -lt $END_TIME ]; do
-                if [ "$(curl -s -o /dev/null -w "%{http_code}" "http://${SERVER%%:*}:3000/health")" == "200" ]; then
-                    SUCCESS=true
-                    break
-                fi
-                sleep 5
-            done
-            
-            if [ "$SUCCESS" = true ]; then
-                log "[$SERVER] Deployment successful."
-            else
-                rollback "$SERVER"
-                exit 1
-            fi
-        fi
-    ) &
-done
-wait
-
-run rm build.tar.gz
-log "All operations completed."
\ No newline at end of file
diff --git a/evals/data/experiments/047-shell-setup-dev/metrics.json b/evals/data/experiments/047-shell-setup-dev/metrics.json
deleted file mode 100644
index 9e7a584..0000000
--- a/evals/data/experiments/047-shell-setup-dev/metrics.json
+++ /dev/null
@@ -1,218 +0,0 @@
-{
-  "experiment_id": "047-shell-setup-dev",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:24:47.385264+00:00",
-  "format": "text/x-sh",
-  "base_turn0": {
-    "input_tokens": 121,
-    "output_tokens": 818,
-    "latency_ms": 4379,
-    "artifact_bytes": 2455,
-    "ttft_ms": 0,
-    "ttlt_ms": 3713,
-    "median_itl_ms": 106.26
-  },
-  "aap_turn0": {
-    "input_tokens": 460,
-    "output_tokens": 515,
-    "latency_ms": 2805,
-    "artifact_bytes": 1531,
-    "ttft_ms": 0,
-    "ttlt_ms": 2181,
-    "median_itl_ms": 85.7
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add Rust installation via rustup to the install-deps section with the stable too",
-        "input_tokens": 962,
-        "output_tokens": 880,
-        "latency_ms": 4066,
-        "output_bytes": 2636,
-        "ttft_ms": 0,
-        "ttlt_ms": 3263,
-        "median_itl_ms": 96.35,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the verify section to output a formatted summary table showing each tool ",
-        "input_tokens": 1870,
-        "output_tokens": 970,
-        "latency_ms": 5872,
-        "output_bytes": 2537,
-        "ttft_ms": 0,
-        "ttlt_ms": 3787,
-        "median_itl_ms": 99.73,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 2832,
-    "total_output_tokens": 1850,
-    "total_latency_ms": 9938
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add Rust installation via rustup to the install-deps section with the stable too",
-        "input_tokens": 1646,
-        "output_tokens": 216,
-        "latency_ms": 1565,
-        "output_bytes": 486,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.46,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the verify section to output a formatted summary table showing each tool ",
-        "input_tokens": 1311,
-        "output_tokens": 409,
-        "latency_ms": 3286,
-        "output_bytes": 1199,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.17,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 2957,
-    "total_output_tokens": 625,
-    "total_latency_ms": 4851,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 66.2,
-    "input_token_savings_pct": -4.4,
-    "latency_savings_pct": 51.2
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 121,
-        "base_output": 818,
-        "base_latency_ms": 4379,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3713,
-        "base_median_itl_ms": 106.26,
-        "aap_input": 460,
-        "aap_output": 515,
-        "aap_latency_ms": 2805,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2181,
-        "aap_median_itl_ms": 85.7
-      },
-      {
-        "turn": 1,
-        "base_input": 962,
-        "base_output": 880,
-        "base_latency_ms": 4066,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3263,
-        "base_median_itl_ms": 96.35,
-        "aap_input": 1646,
-        "aap_output": 216,
-        "aap_latency_ms": 1565,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.46,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1870,
-        "base_output": 970,
-        "base_latency_ms": 5872,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3787,
-        "base_median_itl_ms": 99.73,
-        "aap_input": 1311,
-        "aap_output": 409,
-        "aap_latency_ms": 3286,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.17,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 2953,
-      "base_output": 2668,
-      "base_combined": 5621,
-      "aap_input": 3417,
-      "aap_output": 1140,
-      "aap_combined": 4557,
-      "base_latency_ms": 14317,
-      "aap_latency_ms": 7656,
-      "output_savings_pct": 57.3,
-      "input_delta_pct": 15.7,
-      "combined_savings_pct": 18.9,
-      "latency_savings_pct": 46.5
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.268,
-        "token_f1": 0.4615,
-        "base_char_count": 2455,
-        "aap_char_count": 1239,
-        "char_delta_pct": -49.5,
-        "lines_added": 44,
-        "lines_removed": 69,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.0202,
-        "token_f1": 0.1241,
-        "base_char_count": 2636,
-        "aap_char_count": 435,
-        "char_delta_pct": -83.5,
-        "lines_added": 22,
-        "lines_removed": 92,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0748,
-        "token_f1": 0.2857,
-        "base_char_count": 2537,
-        "aap_char_count": 1046,
-        "char_delta_pct": -58.8,
-        "lines_added": 30,
-        "lines_removed": 60,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.121,
-    "mean_token_f1": 0.2904,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-0.txt b/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-0.txt
deleted file mode 100644
index 0747933..0000000
--- a/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-0.txt
+++ /dev/null
@@ -1,65 +0,0 @@
-#!/usr/bin/env bash
-
-set -e
-
-<aap:target id="setup-script">
-# OS Detection
-<aap:target id="os-detection">
-OS="$(uname -s)"
-if [ "$OS" = "Darwin" ]; then
-    PACKAGE_MANAGER="brew"
-elif [ -f /etc/debian_version ]; then
-    PACKAGE_MANAGER="apt-get"
-else
-    echo "Unsupported OS"
-    exit 1
-fi
-</aap:target>
-
-# Install dependencies
-<aap:target id="dependency-installation">
-install_deps() {
-    case $PACKAGE_MANAGER in
-        brew)
-            brew install git docker pyenv node postgresql@16
-            ;;
-        apt-get)
-            sudo apt-get update
-            sudo apt-get install -y git curl build-essential libssl-dev zlib1g-dev libpq-dev postgresql-client docker.io
-            ;;
-    esac
-}
-install_deps
-</aap:target>
-
-# Setup versions
-<aap:target id="version-configuration">
-export NVM_DIR="$HOME/.nvm"
-[ -s "$NVM_DIR/nvm.sh" ] && \. "$NVM_DIR/nvm.sh"
-command -v nvm >/dev/null || curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.39.7/install.sh | bash
-
-nvm install --lts
-pyenv install -s 3.12.0
-</aap:target>
-
-# Configure Project
-<aap:target id="project-configuration">
-[ -f .env ] || cp .env.example .env
-git config core.hooksPath .githooks
-# Idempotent DB check
-command -v psql >/dev/null && psql -c 'SELECT 1' >/dev/null 2>&1 || echo "Database service required"
-</aap:target>
-
-# Verification
-<aap:target id="verification-step">
-verify() {
-    echo "Verifying installation..."
-    git --version
-    node -v
-    python3 --version
-    docker --version
-    psql --version
-}
-verify
-</aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-1.json b/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-1.json
deleted file mode 100644
index 5286de0..0000000
--- a/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "setup-script",
-  "version": 2,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"setup-script\",\n  \"version\": 2,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"insert_after\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"dependency-installation\"\n      },\n      \"content\": \"\n\n# Rust Toolchain\n<aap:target id=\\\"rust-configuration\\\">\ncurl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y\nsource \\\"$HOME/.cargo/env\\\"\nrustup toolchain install stable\ncargo install cargo-watch\n</aap:target>\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-1.txt b/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-1.txt
deleted file mode 100644
index cdbe23d..0000000
--- a/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-1.txt
+++ /dev/null
@@ -1,24 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "setup-script",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "dependency-installation"
-      },
-      "content": "
-
-# Rust Toolchain
-<aap:target id=\"rust-configuration\">
-curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y
-source \"$HOME/.cargo/env\"
-rustup toolchain install stable
-cargo install cargo-watch
-</aap:target>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-2.json b/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-2.json
deleted file mode 100644
index b19e7b6..0000000
--- a/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "setup-script",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "#!/bin/bash\n\n# Environment Setup\n<aap:target id=\"dependency-installation\">\nsudo apt-get update\nsudo apt-get install -y curl build-essential git\n</aap:target>\n\n# Rust Toolchain\n<aap:target id=\"rust-configuration\">\ncurl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y\nsource \"$HOME/.cargo/env\"\nrustup toolchain install stable\ncargo install cargo-watch\n</aap:target>\n\n# Verification\n<aap:target id=\"verification-script\">\necho \"--------------------------------------------------------\"\necho \"| Tool      | Expected | Installed | Status            |\"\necho \"--------------------------------------------------------\"\n\ncheck_tool() {\n    tool=$1\n    expected=$2\n    cmd=$3\n    \n    installed=$($cmd 2>/dev/null | head -n 1 | awk '{print $NF}')\n    \n    if [ -n \"$installed\" ]; then\n        status=\"PASS\"\n    else\n        status=\"FAIL\"\n        installed=\"N/A\"\n    fi\n    \n    printf \"| %-9s | %-8s | %-9s | %-17s |\\n\" \"$tool\" \"$expected\" \"$installed\" \"$status\"\n}\n\ncheck_tool \"rustc\" \"stable\" \"rustc --version\"\ncheck_tool \"cargo\" \"stable\" \"cargo --version\"\ncheck_tool \"c-watch\" \"latest\" \"cargo-watch --version\"\n\necho \"--------------------------------------------------------\"\n</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-2.txt b/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-2.txt
deleted file mode 100644
index 650ba08..0000000
--- a/evals/data/experiments/047-shell-setup-dev/outputs/aap/turn-2.txt
+++ /dev/null
@@ -1,45 +0,0 @@
-#!/bin/bash
-
-# Environment Setup
-<aap:target id="dependency-installation">
-sudo apt-get update
-sudo apt-get install -y curl build-essential git
-</aap:target>
-
-# Rust Toolchain
-<aap:target id="rust-configuration">
-curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y
-source "$HOME/.cargo/env"
-rustup toolchain install stable
-cargo install cargo-watch
-</aap:target>
-
-# Verification
-<aap:target id="verification-script">
-echo "--------------------------------------------------------"
-echo "| Tool      | Expected | Installed | Status            |"
-echo "--------------------------------------------------------"
-
-check_tool() {
-    tool=$1
-    expected=$2
-    cmd=$3
-    
-    installed=$($cmd 2>/dev/null | head -n 1 | awk '{print $NF}')
-    
-    if [ -n "$installed" ]; then
-        status="PASS"
-    else
-        status="FAIL"
-        installed="N/A"
-    fi
-    
-    printf "| %-9s | %-8s | %-9s | %-17s |\n" "$tool" "$expected" "$installed" "$status"
-}
-
-check_tool "rustc" "stable" "rustc --version"
-check_tool "cargo" "stable" "cargo --version"
-check_tool "c-watch" "latest" "cargo-watch --version"
-
-echo "--------------------------------------------------------"
-</aap:target>
diff --git a/evals/data/experiments/047-shell-setup-dev/outputs/base/turn-0.txt b/evals/data/experiments/047-shell-setup-dev/outputs/base/turn-0.txt
deleted file mode 100644
index 05aff0f..0000000
--- a/evals/data/experiments/047-shell-setup-dev/outputs/base/turn-0.txt
+++ /dev/null
@@ -1,89 +0,0 @@
-#!/usr/bin/env bash
-
-set -e
-
-# --- Utility Functions ---
-log() { echo -e "\033[1;32m==>\033[0m $1"; }
-error() { echo -e "\033[1;31mError:\033[0m $1"; exit 1; }
-
-# --- OS Detection ---
-OS="$(uname -s)"
-if [ "$OS" == "Darwin" ]; then
-    PACKAGE_MANAGER="brew"
-    if ! command -v brew &> /dev/null; then error "Homebrew not found. Install at https://brew.sh/"; fi
-elif [ "$OS" == "Linux" ]; then
-    if [ -f /etc/debian_version ]; then
-        PACKAGE_MANAGER="apt-get"
-    else
-        error "Unsupported Linux distribution."
-    fi
-else
-    error "Unsupported OS: $OS"
-fi
-
-# --- Dependency Installation ---
-log "Updating package lists..."
-[ "$PACKAGE_MANAGER" == "apt-get" ] && sudo apt-get update
-
-log "Installing dependencies..."
-if [ "$PACKAGE_MANAGER" == "brew" ]; then
-    brew install git pyenv postgresql@16 docker
-elif [ "$PACKAGE_MANAGER" == "apt-get" ]; then
-    sudo apt-get install -y git build-essential libssl-dev zlib1g-dev libbz2-dev libreadline-dev libsqlite3-dev postgresql-client docker.io
-fi
-
-# NVM Setup
-if [ ! -d "$HOME/.nvm" ]; then
-    log "Installing NVM..."
-    curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.39.7/install.sh | bash
-    export NVM_DIR="$HOME/.nvm"
-    [ -s "$NVM_DIR/nvm.sh" ] && \. "$NVM_DIR/nvm.sh"
-    nvm install node
-fi
-
-# Pyenv Setup
-if ! command -v pyenv &> /dev/null; then
-    log "Configuring pyenv..."
-    export PYENV_ROOT="$HOME/.pyenv"
-    export PATH="$PYENV_ROOT/bin:$PATH"
-    eval "$(pyenv init --path)"
-    pyenv install 3.12.0 -s
-fi
-
-# --- Configuration ---
-log "Configuring project environment..."
-
-# .env
-if [ ! -f .env ] && [ -f .env.example ]; then
-    cp .env.example .env
-    log "Created .env from .env.example"
-fi
-
-# Git hooks
-if [ -d .git/hooks ]; then
-    log "Setting up git hooks..."
-    chmod +x .githooks/* 2>/dev/null || true
-    git config core.hooksPath .githooks
-fi
-
-# Initialize DB (Simulated)
-log "Initializing database..."
-# Example: PGPASSWORD=... psql -h localhost -U user -d dbname -f schema.sql
-log "Database initialized."
-
-# --- Verification ---
-log "Verifying installation..."
-TOOLS=("git" "node" "python" "docker" "psql")
-for tool in "${TOOLS[@]}"; do
-    if command -v $tool &> /dev/null; then
-        $tool --version
-    else
-        error "$tool is not installed correctly."
-    fi
-done
-
-# Smoke Test
-log "Running smoke test..."
-node -e "console.log('Node.js is operational')" || error "Smoke test failed"
-
-log "Development environment setup complete!"
\ No newline at end of file
diff --git a/evals/data/experiments/047-shell-setup-dev/outputs/base/turn-1.txt b/evals/data/experiments/047-shell-setup-dev/outputs/base/turn-1.txt
deleted file mode 100644
index 3bbe5fa..0000000
--- a/evals/data/experiments/047-shell-setup-dev/outputs/base/turn-1.txt
+++ /dev/null
@@ -1,94 +0,0 @@
-#!/usr/bin/env bash
-
-set -e
-
-# --- Utility Functions ---
-log() { echo -e "\033[1;32m==>\033[0m $1"; }
-error() { echo -e "\033[1;31mError:\033[0m $1"; exit 1; }
-
-# --- OS Detection ---
-OS="$(uname -s)"
-if [ "$OS" == "Darwin" ]; then
-    PACKAGE_MANAGER="brew"
-    if ! command -v brew &> /dev/null; then error "Homebrew not found. Install at https://brew.sh/"; fi
-elif [ "$OS" == "Linux" ]; then
-    if [ -f /etc/debian_version ]; then
-        PACKAGE_MANAGER="apt-get"
-    else
-        error "Unsupported Linux distribution."
-    fi
-else
-    error "Unsupported OS: $OS"
-fi
-
-# --- Dependency Installation ---
-log "Updating package lists..."
-[ "$PACKAGE_MANAGER" == "apt-get" ] && sudo apt-get update
-
-log "Installing system dependencies..."
-if [ "$PACKAGE_MANAGER" == "brew" ]; then
-    brew install git pyenv postgresql@16 docker
-elif [ "$PACKAGE_MANAGER" == "apt-get" ]; then
-    sudo apt-get install -y git build-essential libssl-dev zlib1g-dev libbz2-dev libreadline-dev libsqlite3-dev postgresql-client docker.io curl
-fi
-
-# NVM Setup
-if [ ! -d "$HOME/.nvm" ]; then
-    log "Installing NVM..."
-    curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.39.7/install.sh | bash
-    export NVM_DIR="$HOME/.nvm"
-    [ -s "$NVM_DIR/nvm.sh" ] && \. "$NVM_DIR/nvm.sh"
-    nvm install node
-fi
-
-# Pyenv Setup
-if ! command -v pyenv &> /dev/null; then
-    log "Configuring pyenv..."
-    export PYENV_ROOT="$HOME/.pyenv"
-    export PATH="$PYENV_ROOT/bin:$PATH"
-    eval "$(pyenv init -)"
-    pyenv install 3.12.0 -s
-fi
-
-# Rust/Cargo Setup
-if ! command -v rustup &> /dev/null; then
-    log "Installing Rust..."
-    curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y
-    source "$HOME/.cargo/env"
-    rustup default stable
-    cargo install cargo-watch
-else
-    log "Rust already installed, updating..."
-    rustup update stable
-    cargo install cargo-watch --force
-fi
-
-# --- Configuration ---
-log "Configuring project environment..."
-
-if [ ! -f .env ] && [ -f .env.example ]; then
-    cp .env.example .env
-    log "Created .env from .env.example"
-fi
-
-if [ -d .git ]; then
-    log "Setting up git hooks..."
-    [ -d .githooks ] && git config core.hooksPath .githooks
-fi
-
-# --- Verification ---
-log "Verifying installation..."
-TOOLS=("git" "node" "python" "docker" "psql" "rustc" "cargo-watch")
-for tool in "${TOOLS[@]}"; do
-    if command -v $tool &> /dev/null; then
-        echo "$tool: found"
-    else
-        error "$tool is not installed correctly."
-    fi
-done
-
-log "Running smoke test..."
-node -e "console.log('Node.js OK')"
-cargo --version > /dev/null && log "Cargo OK"
-
-log "Development environment setup complete!"
\ No newline at end of file
diff --git a/evals/data/experiments/047-shell-setup-dev/outputs/base/turn-2.txt b/evals/data/experiments/047-shell-setup-dev/outputs/base/turn-2.txt
deleted file mode 100644
index f86ff7f..0000000
--- a/evals/data/experiments/047-shell-setup-dev/outputs/base/turn-2.txt
+++ /dev/null
@@ -1,75 +0,0 @@
-#!/usr/bin/env bash
-
-set -e
-
-# --- Utility Functions ---
-log() { echo -e "\033[1;32m==>\033[0m $1"; }
-error() { echo -e "\033[1;31mError:\033[0m $1"; exit 1; }
-
-# --- OS Detection ---
-OS="$(uname -s)"
-if [ "$OS" == "Darwin" ]; then
-    PACKAGE_MANAGER="brew"
-    if ! command -v brew &> /dev/null; then error "Homebrew not found."; fi
-elif [ "$OS" == "Linux" ]; then
-    [ -f /etc/debian_version ] && PACKAGE_MANAGER="apt-get" || error "Unsupported OS"
-else
-    error "Unsupported OS: $OS"
-fi
-
-# --- Dependency Installation ---
-[ "$PACKAGE_MANAGER" == "apt-get" ] && sudo apt-get update
-
-if [ "$PACKAGE_MANAGER" == "brew" ]; then
-    brew install git pyenv postgresql@16 docker
-elif [ "$PACKAGE_MANAGER" == "apt-get" ]; then
-    sudo apt-get install -y git build-essential libssl-dev zlib1g-dev libbz2-dev libreadline-dev libsqlite3-dev postgresql-client docker.io curl
-fi
-
-# Runtimes
-export NVM_DIR="$HOME/.nvm"
-[ -s "$NVM_DIR/nvm.sh" ] && \. "$NVM_DIR/nvm.sh"
-command -v nvm &> /dev/null || curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.39.7/install.sh | bash
-[ -s "$NVM_DIR/nvm.sh" ] && \. "$NVM_DIR/nvm.sh" && nvm install --lts --silent
-
-export PYENV_ROOT="$HOME/.pyenv"
-export PATH="$PYENV_ROOT/bin:$PATH"
-command -v pyenv &> /dev/null || curl https://pyenv.run | bash
-eval "$(pyenv init -)" && pyenv install 3.12.0 -s > /dev/null
-
-command -v rustup &> /dev/null || curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y
-source "$HOME/.cargo/env"
-rustup default stable
-cargo install cargo-watch --quiet
-
-# --- Configuration ---
-[ ! -f .env ] && [ -f .env.example ] && cp .env.example .env
-[ -d .git ] && [ -d .githooks ] && git config core.hooksPath .githooks
-
-# --- Verification Summary ---
-log "Verifying Environment:"
-printf "%-15s | %-20s | %-10s\n" "TOOL" "INSTALLED VERSION" "STATUS"
-printf "%-15s | %-20s | %-10s\n" "---------------" "--------------------" "----------"
-
-check_tool() {
-    local name=$1
-    local cmd=$2
-    local version
-    if command -v $cmd &> /dev/null; then
-        version=$($cmd --version 2>&1 | head -n 1 | awk '{print $NF}')
-        printf "%-15s | %-20s | %-10b\n" "$name" "$version" "\033[0;32mPASS\033[0m"
-    else
-        printf "%-15s | %-20s | %-10b\n" "$name" "N/A" "\033[0;31mFAIL\033[0m"
-        return 1
-    fi
-}
-
-check_tool "Git" "git"
-check_tool "Node" "node"
-check_tool "Python" "python3"
-check_tool "Docker" "docker"
-check_tool "Postgres" "psql"
-check_tool "Rust" "rustc"
-check_tool "CargoWatch" "cargo-watch"
-
-log "Development environment setup complete!"
\ No newline at end of file
diff --git a/evals/data/experiments/048-svg-bar-chart/metrics.json b/evals/data/experiments/048-svg-bar-chart/metrics.json
deleted file mode 100644
index cde1354..0000000
--- a/evals/data/experiments/048-svg-bar-chart/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "048-svg-bar-chart",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:25:09.386570+00:00",
-  "format": "image/svg+xml",
-  "base_turn0": {
-    "input_tokens": 130,
-    "output_tokens": 2451,
-    "latency_ms": 9274,
-    "artifact_bytes": 5587,
-    "ttft_ms": 0,
-    "ttlt_ms": 8610,
-    "median_itl_ms": 84.06
-  },
-  "aap_turn0": {
-    "input_tokens": 469,
-    "output_tokens": 2117,
-    "latency_ms": 11305,
-    "artifact_bytes": 4869,
-    "ttft_ms": 0,
-    "ttlt_ms": 10287,
-    "median_itl_ms": 87.39
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Update the March bar to show $425,000 and the July bar to show $380,000 with the",
-        "input_tokens": 2616,
-        "output_tokens": 2529,
-        "latency_ms": 10114,
-        "output_bytes": 5732,
-        "ttft_ms": 0,
-        "ttlt_ms": 8141,
-        "median_itl_ms": 78.42,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Add a second bar series in a lighter shade for 'Previous Year' revenue data alon",
-        "input_tokens": 5170,
-        "output_tokens": 2514,
-        "latency_ms": 9659,
-        "output_bytes": 5956,
-        "ttft_ms": 0,
-        "ttlt_ms": 8784,
-        "median_itl_ms": 84.22,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Change the chart title to 'Monthly Revenue 2024 vs 2023' and add a subtitle show",
-        "input_tokens": 7725,
-        "output_tokens": 2556,
-        "latency_ms": 9777,
-        "output_bytes": 6006,
-        "ttft_ms": 0,
-        "ttlt_ms": 8584,
-        "median_itl_ms": 79.71,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 15511,
-    "total_output_tokens": 7599,
-    "total_latency_ms": 29550
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Update the March bar to show $425,000 and the July bar to show $380,000 with the",
-        "input_tokens": 3260,
-        "output_tokens": 270,
-        "latency_ms": 1751,
-        "output_bytes": 5249,
-        "ttft_ms": 0,
-        "ttlt_ms": 0,
-        "median_itl_ms": 0.43,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Add a second bar series in a lighter shade for 'Previous Year' revenue data alon",
-        "input_tokens": 3408,
-        "output_tokens": 1567,
-        "latency_ms": 6293,
-        "output_bytes": 8504,
-        "ttft_ms": 0,
-        "ttlt_ms": 0,
-        "median_itl_ms": 0.67,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Change the chart title to 'Monthly Revenue 2024 vs 2023' and add a subtitle show",
-        "input_tokens": 4810,
-        "output_tokens": 158,
-        "latency_ms": 1572,
-        "output_bytes": 8504,
-        "ttft_ms": 0,
-        "ttlt_ms": 0,
-        "median_itl_ms": 0.44,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 11478,
-    "total_output_tokens": 1995,
-    "total_latency_ms": 9616,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.6666666666666666
-  },
-  "comparison": {
-    "output_token_savings_pct": 73.7,
-    "input_token_savings_pct": 26.0,
-    "latency_savings_pct": 67.5
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 130,
-        "base_output": 2451,
-        "base_latency_ms": 9274,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 8610,
-        "base_median_itl_ms": 84.06,
-        "aap_input": 469,
-        "aap_output": 2117,
-        "aap_latency_ms": 11305,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 10287,
-        "aap_median_itl_ms": 87.39
-      },
-      {
-        "turn": 1,
-        "base_input": 2616,
-        "base_output": 2529,
-        "base_latency_ms": 10114,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 8141,
-        "base_median_itl_ms": 78.42,
-        "aap_input": 3260,
-        "aap_output": 270,
-        "aap_latency_ms": 1751,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 0,
-        "aap_median_itl_ms": 0.43,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 5170,
-        "base_output": 2514,
-        "base_latency_ms": 9659,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 8784,
-        "base_median_itl_ms": 84.22,
-        "aap_input": 3408,
-        "aap_output": 1567,
-        "aap_latency_ms": 6293,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 0,
-        "aap_median_itl_ms": 0.67,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 7725,
-        "base_output": 2556,
-        "base_latency_ms": 9777,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 8584,
-        "base_median_itl_ms": 79.71,
-        "aap_input": 4810,
-        "aap_output": 158,
-        "aap_latency_ms": 1572,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 0,
-        "aap_median_itl_ms": 0.44,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 15641,
-      "base_output": 10050,
-      "base_combined": 25691,
-      "aap_input": 11947,
-      "aap_output": 4112,
-      "aap_combined": 16059,
-      "base_latency_ms": 38824,
-      "aap_latency_ms": 20921,
-      "output_savings_pct": 59.1,
-      "input_delta_pct": -23.6,
-      "combined_savings_pct": 37.5,
-      "latency_savings_pct": 46.1
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.2711,
-        "token_f1": 0.5597,
-        "base_char_count": 5587,
-        "aap_char_count": 4372,
-        "char_delta_pct": -21.7,
-        "lines_added": 68,
-        "lines_removed": 69,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.2506,
-        "token_f1": 0.5348,
-        "base_char_count": 5732,
-        "aap_char_count": 4676,
-        "char_delta_pct": -18.4,
-        "lines_added": 70,
-        "lines_removed": 71,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0788,
-        "token_f1": 0.3902,
-        "base_char_count": 5956,
-        "aap_char_count": 7500,
-        "char_delta_pct": 25.9,
-        "lines_added": 120,
-        "lines_removed": 90,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0831,
-        "token_f1": 0.3843,
-        "base_char_count": 6006,
-        "aap_char_count": 7500,
-        "char_delta_pct": 24.9,
-        "lines_added": 120,
-        "lines_removed": 92,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.1709,
-    "mean_token_f1": 0.4672,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-0.svg b/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-0.svg
deleted file mode 100644
index d899a73..0000000
--- a/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-0.svg
+++ /dev/null
@@ -1,86 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" xmlns:aap="http://aap.dev" viewBox="0 0 800 500">
-  <defs>
-    <linearGradient id="barGradient" x1="0" y1="0" x2="0" y2="1">
-      <stop offset="0%" stop-color="#4f46e5" />
-      <stop offset="100%" stop-color="#818cf8" />
-    </linearGradient>
-  </defs>
-
-  <text x="400" y="40" font-family="sans-serif" font-size="24" font-weight="bold" text-anchor="middle">Monthly Revenue 2024</text>
-
-  <g transform="translate(60, 420)">
-    <!-- Grid Lines -->
-    <line x1="0" y1="0" x2="680" y2="0" stroke="#ccc" />
-    <line x1="0" y1="-70" x2="680" y2="-70" stroke="#eee" />
-    <line x1="0" y1="-140" x2="680" y2="-140" stroke="#eee" />
-    <line x1="0" y1="-210" x2="680" y2="-210" stroke="#eee" />
-    <line x1="0" y1="-280" x2="680" y2="-280" stroke="#eee" />
-    <line x1="0" y1="-350" x2="680" y2="-350" stroke="#eee" />
-
-    <!-- Y Axis Labels -->
-    <text x="-10" y="0" text-anchor="end" font-size="12">$0K</text>
-    <text x="-10" y="-140" text-anchor="end" font-size="12">$200K</text>
-    <text x="-10" y="-350" text-anchor="end" font-size="12">$500K</text>
-
-    <!-- Bars -->
-    <aap:target id="chart-data">
-      <g>
-        <rect x="10" y="-210" width="40" height="210" fill="url(#barGradient)" />
-        <text x="30" y="-220" text-anchor="middle" font-size="10"><aap:target id="jan-val">300K</aap:target></text>
-        
-        <rect x="65" y="-280" width="40" height="280" fill="url(#barGradient)" />
-        <text x="85" y="-290" text-anchor="middle" font-size="10"><aap:target id="feb-val">400K</aap:target></text>
-        
-        <rect x="120" y="-245" width="40" height="245" fill="url(#barGradient)" />
-        <text x="140" y="-255" text-anchor="middle" font-size="10"><aap:target id="mar-val">350K</aap:target></text>
-        
-        <rect x="175" y="-315" width="40" height="315" fill="url(#barGradient)" />
-        <text x="195" y="-325" text-anchor="middle" font-size="10"><aap:target id="apr-val">450K</aap:target></text>
-        
-        <rect x="230" y="-260" width="40" height="260" fill="url(#barGradient)" />
-        <text x="250" y="-270" text-anchor="middle" font-size="10"><aap:target id="may-val">370K</aap:target></text>
-        
-        <rect x="285" y="-295" width="40" height="295" fill="url(#barGradient)" />
-        <text x="305" y="-305" text-anchor="middle" font-size="10"><aap:target id="jun-val">420K</aap:target></text>
-
-        <rect x="340" y="-240" width="40" height="240" fill="url(#barGradient)" />
-        <text x="360" y="-250" text-anchor="middle" font-size="10"><aap:target id="jul-val">340K</aap:target></text>
-        
-        <rect x="395" y="-275" width="40" height="275" fill="url(#barGradient)" />
-        <text x="415" y="-285" text-anchor="middle" font-size="10"><aap:target id="aug-val">390K</aap:target></text>
-        
-        <rect x="450" y="-330" width="40" height="330" fill="url(#barGradient)" />
-        <text x="470" y="-340" text-anchor="middle" font-size="10"><aap:target id="sep-val">470K</aap:target></text>
-        
-        <rect x="505" y="-280" width="40" height="280" fill="url(#barGradient)" />
-        <text x="525" y="-290" text-anchor="middle" font-size="10"><aap:target id="oct-val">400K</aap:target></text>
-        
-        <rect x="560" y="-310" width="40" height="310" fill="url(#barGradient)" />
-        <text x="580" y="-320" text-anchor="middle" font-size="10"><aap:target id="nov-val">440K</aap:target></text>
-        
-        <rect x="615" y="-350" width="40" height="350" fill="url(#barGradient)" />
-        <text x="635" y="-360" text-anchor="middle" font-size="10"><aap:target id="dec-val">500K</aap:target></text>
-      </g>
-    </aap:target>
-
-    <!-- X-Axis Labels -->
-    <text x="30" y="20" text-anchor="middle" font-size="12">Jan</text>
-    <text x="85" y="20" text-anchor="middle" font-size="12">Feb</text>
-    <text x="140" y="20" text-anchor="middle" font-size="12">Mar</text>
-    <text x="195" y="20" text-anchor="middle" font-size="12">Apr</text>
-    <text x="250" y="20" text-anchor="middle" font-size="12">May</text>
-    <text x="305" y="20" text-anchor="middle" font-size="12">Jun</text>
-    <text x="360" y="20" text-anchor="middle" font-size="12">Jul</text>
-    <text x="415" y="20" text-anchor="middle" font-size="12">Aug</text>
-    <text x="470" y="20" text-anchor="middle" font-size="12">Sep</text>
-    <text x="525" y="20" text-anchor="middle" font-size="12">Oct</text>
-    <text x="580" y="20" text-anchor="middle" font-size="12">Nov</text>
-    <text x="635" y="20" text-anchor="middle" font-size="12">Dec</text>
-  </g>
-
-  <!-- Legend -->
-  <rect x="650" y="80" width="15" height="15" fill="#4f46e5" />
-  <text x="675" y="93" font-size="14">Revenue</text>
-  <line x1="650" y1="115" x2="665" y2="115" stroke="red" stroke-width="2" stroke-dasharray="4" />
-  <text x="675" y="120" font-size="14">Target</text>
-</svg>
\ No newline at end of file
diff --git a/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-1.json b/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-1.json
deleted file mode 100644
index 74c1485..0000000
--- a/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,30 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "chart-data",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "mar-val"
-      },
-      "content": "<rect x=\"120\" y=\"-297.5\" width=\"40\" height=\"297.5\" fill=\"url(#barGradient)\" />\n        <text x=\"140\" y=\"-307.5\" text-anchor=\"middle\" font-size=\"10\"><aap:target id=\"mar-val\">425K</aap:target></text>"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "jul-val"
-      },
-      "content": "<rect x=\"340\" y=\"-266\" width=\"40\" height=\"266\" fill=\"url(#barGradient)\" />\n        <text x=\"360\" y=\"-276\" text-anchor=\"middle\" font-size=\"10\"><aap:target id=\"jul-val\">380K</aap:target></text>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-1.svg b/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-1.svg
deleted file mode 100644
index 69bf415..0000000
--- a/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-1.svg
+++ /dev/null
@@ -1,88 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" xmlns:aap="http://aap.dev" viewBox="0 0 800 500">
-  <defs>
-    <linearGradient id="barGradient" x1="0" y1="0" x2="0" y2="1">
-      <stop offset="0%" stop-color="#4f46e5" />
-      <stop offset="100%" stop-color="#818cf8" />
-    </linearGradient>
-  </defs>
-
-  <text x="400" y="40" font-family="sans-serif" font-size="24" font-weight="bold" text-anchor="middle">Monthly Revenue 2024</text>
-
-  <g transform="translate(60, 420)">
-    <!-- Grid Lines -->
-    <line x1="0" y1="0" x2="680" y2="0" stroke="#ccc" />
-    <line x1="0" y1="-70" x2="680" y2="-70" stroke="#eee" />
-    <line x1="0" y1="-140" x2="680" y2="-140" stroke="#eee" />
-    <line x1="0" y1="-210" x2="680" y2="-210" stroke="#eee" />
-    <line x1="0" y1="-280" x2="680" y2="-280" stroke="#eee" />
-    <line x1="0" y1="-350" x2="680" y2="-350" stroke="#eee" />
-
-    <!-- Y Axis Labels -->
-    <text x="-10" y="0" text-anchor="end" font-size="12">$0K</text>
-    <text x="-10" y="-140" text-anchor="end" font-size="12">$200K</text>
-    <text x="-10" y="-350" text-anchor="end" font-size="12">$500K</text>
-
-    <!-- Bars -->
-    <aap:target id="chart-data">
-      <g>
-        <rect x="10" y="-210" width="40" height="210" fill="url(#barGradient)" />
-        <text x="30" y="-220" text-anchor="middle" font-size="10"><aap:target id="jan-val">300K</aap:target></text>
-        
-        <rect x="65" y="-280" width="40" height="280" fill="url(#barGradient)" />
-        <text x="85" y="-290" text-anchor="middle" font-size="10"><aap:target id="feb-val">400K</aap:target></text>
-        
-        <rect x="120" y="-245" width="40" height="245" fill="url(#barGradient)" />
-        <text x="140" y="-255" text-anchor="middle" font-size="10"><aap:target id="mar-val"><rect x="120" y="-297.5" width="40" height="297.5" fill="url(#barGradient)" />
-        <text x="140" y="-307.5" text-anchor="middle" font-size="10"><aap:target id="mar-val">425K</aap:target></text></aap:target></text>
-        
-        <rect x="175" y="-315" width="40" height="315" fill="url(#barGradient)" />
-        <text x="195" y="-325" text-anchor="middle" font-size="10"><aap:target id="apr-val">450K</aap:target></text>
-        
-        <rect x="230" y="-260" width="40" height="260" fill="url(#barGradient)" />
-        <text x="250" y="-270" text-anchor="middle" font-size="10"><aap:target id="may-val">370K</aap:target></text>
-        
-        <rect x="285" y="-295" width="40" height="295" fill="url(#barGradient)" />
-        <text x="305" y="-305" text-anchor="middle" font-size="10"><aap:target id="jun-val">420K</aap:target></text>
-
-        <rect x="340" y="-240" width="40" height="240" fill="url(#barGradient)" />
-        <text x="360" y="-250" text-anchor="middle" font-size="10"><aap:target id="jul-val"><rect x="340" y="-266" width="40" height="266" fill="url(#barGradient)" />
-        <text x="360" y="-276" text-anchor="middle" font-size="10"><aap:target id="jul-val">380K</aap:target></text></aap:target></text>
-        
-        <rect x="395" y="-275" width="40" height="275" fill="url(#barGradient)" />
-        <text x="415" y="-285" text-anchor="middle" font-size="10"><aap:target id="aug-val">390K</aap:target></text>
-        
-        <rect x="450" y="-330" width="40" height="330" fill="url(#barGradient)" />
-        <text x="470" y="-340" text-anchor="middle" font-size="10"><aap:target id="sep-val">470K</aap:target></text>
-        
-        <rect x="505" y="-280" width="40" height="280" fill="url(#barGradient)" />
-        <text x="525" y="-290" text-anchor="middle" font-size="10"><aap:target id="oct-val">400K</aap:target></text>
-        
-        <rect x="560" y="-310" width="40" height="310" fill="url(#barGradient)" />
-        <text x="580" y="-320" text-anchor="middle" font-size="10"><aap:target id="nov-val">440K</aap:target></text>
-        
-        <rect x="615" y="-350" width="40" height="350" fill="url(#barGradient)" />
-        <text x="635" y="-360" text-anchor="middle" font-size="10"><aap:target id="dec-val">500K</aap:target></text>
-      </g>
-    </aap:target>
-
-    <!-- X-Axis Labels -->
-    <text x="30" y="20" text-anchor="middle" font-size="12">Jan</text>
-    <text x="85" y="20" text-anchor="middle" font-size="12">Feb</text>
-    <text x="140" y="20" text-anchor="middle" font-size="12">Mar</text>
-    <text x="195" y="20" text-anchor="middle" font-size="12">Apr</text>
-    <text x="250" y="20" text-anchor="middle" font-size="12">May</text>
-    <text x="305" y="20" text-anchor="middle" font-size="12">Jun</text>
-    <text x="360" y="20" text-anchor="middle" font-size="12">Jul</text>
-    <text x="415" y="20" text-anchor="middle" font-size="12">Aug</text>
-    <text x="470" y="20" text-anchor="middle" font-size="12">Sep</text>
-    <text x="525" y="20" text-anchor="middle" font-size="12">Oct</text>
-    <text x="580" y="20" text-anchor="middle" font-size="12">Nov</text>
-    <text x="635" y="20" text-anchor="middle" font-size="12">Dec</text>
-  </g>
-
-  <!-- Legend -->
-  <rect x="650" y="80" width="15" height="15" fill="#4f46e5" />
-  <text x="675" y="93" font-size="14">Revenue</text>
-  <line x1="650" y1="115" x2="665" y2="115" stroke="red" stroke-width="2" stroke-dasharray="4" />
-  <text x="675" y="120" font-size="14">Target</text>
-</svg>
\ No newline at end of file
diff --git a/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-2.json b/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-2.json
deleted file mode 100644
index df41a3b..0000000
--- a/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,30 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "monthly-revenue-chart",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "chart-data"
-      },
-      "content": null
-    },
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "chart-data"
-      },
-      "content": "<g>\n        <!-- Previous Year -->\n        <rect x=\"10\" y=\"-180\" width=\"18\" height=\"180\" fill=\"#cbd5e1\" />\n        <rect x=\"65\" y=\"-220\" width=\"18\" height=\"220\" fill=\"#cbd5e1\" />\n        <rect x=\"120\" y=\"-250\" width=\"18\" height=\"250\" fill=\"#cbd5e1\" />\n        <rect x=\"175\" y=\"-280\" width=\"18\" height=\"280\" fill=\"#cbd5e1\" />\n        <rect x=\"230\" y=\"-210\" width=\"18\" height=\"210\" fill=\"#cbd5e1\" />\n        <rect x=\"285\" y=\"-240\" width=\"18\" height=\"240\" fill=\"#cbd5e1\" />\n        <rect x=\"340\" y=\"-200\" width=\"18\" height=\"200\" fill=\"#cbd5e1\" />\n        <rect x=\"395\" y=\"-230\" width=\"18\" height=\"230\" fill=\"#cbd5e1\" />\n        <rect x=\"450\" y=\"-290\" width=\"18\" height=\"290\" fill=\"#cbd5e1\" />\n        <rect x=\"505\" y=\"-250\" width=\"18\" height=\"250\" fill=\"#cbd5e1\" />\n        <rect x=\"560\" y=\"-270\" width=\"18\" height=\"270\" fill=\"#cbd5e1\" />\n        <rect x=\"615\" y=\"-300\" width=\"18\" height=\"300\" fill=\"#cbd5e1\" />\n\n        <!-- Current Year -->\n        <rect x=\"32\" y=\"-210\" width=\"18\" height=\"210\" fill=\"url(#barGradient)\" />\n        <text x=\"41\" y=\"-220\" text-anchor=\"middle\" font-size=\"10\"><aap:target id=\"jan-val\">300K</aap:target></text>\n        \n        <rect x=\"87\" y=\"-280\" width=\"18\" height=\"280\" fill=\"url(#barGradient)\" />\n        <text x=\"96\" y=\"-290\" text-anchor=\"middle\" font-size=\"10\"><aap:target id=\"feb-val\">400K</aap:target></text>\n        \n        <rect x=\"142\" y=\"-297.5\" width=\"18\" height=\"297.5\" fill=\"url(#barGradient)\" />\n        <text x=\"151\" y=\"-307.5\" text-anchor=\"middle\" font-size=\"10\"><aap:target id=\"mar-val\">425K</aap:target></text>\n        \n        <rect x=\"197\" y=\"-315\" width=\"18\" height=\"315\" fill=\"url(#barGradient)\" />\n        <text x=\"206\" y=\"-325\" text-anchor=\"middle\" font-size=\"10\"><aap:target id=\"apr-val\">450K</aap:target></text>\n        \n        <rect x=\"252\" y=\"-260\" width=\"18\" height=\"260\" fill=\"url(#barGradient)\" />\n        <text x=\"261\" y=\"-270\" text-anchor=\"middle\" font-size=\"10\"><aap:target id=\"may-val\">370K</aap:target></text>\n        \n        <rect x=\"307\" y=\"-295\" width=\"18\" height=\"295\" fill=\"url(#barGradient)\" />\n        <text x=\"316\" y=\"-305\" text-anchor=\"middle\" font-size=\"10\"><aap:target id=\"jun-val\">420K</aap:target></text>\n\n        <rect x=\"362\" y=\"-266\" width=\"18\" height=\"266\" fill=\"url(#barGradient)\" />\n        <text x=\"371\" y=\"-276\" text-anchor=\"middle\" font-size=\"10\"><aap:target id=\"jul-val\">380K</aap:target></text>\n        \n        <rect x=\"417\" y=\"-275\" width=\"18\" height=\"275\" fill=\"url(#barGradient)\" />\n        <text x=\"426\" y=\"-285\" text-anchor=\"middle\" font-size=\"10\"><aap:target id=\"aug-val\">390K</aap:target></text>\n        \n        <rect x=\"472\" y=\"-330\" width=\"18\" height=\"330\" fill=\"url(#barGradient)\" />\n        <text x=\"481\" y=\"-340\" text-anchor=\"middle\" font-size=\"10\"><aap:target id=\"sep-val\">470K</aap:target></text>\n        \n        <rect x=\"527\" y=\"-280\" width=\"18\" height=\"280\" fill=\"url(#barGradient)\" />\n        <text x=\"536\" y=\"-290\" text-anchor=\"middle\" font-size=\"10\"><aap:target id=\"oct-val\">400K</aap:target></text>\n        \n        <rect x=\"582\" y=\"-310\" width=\"18\" height=\"310\" fill=\"url(#barGradient)\" />\n        <text x=\"591\" y=\"-320\" text-anchor=\"middle\" font-size=\"10\"><aap:target id=\"nov-val\">440K</aap:target></text>\n        \n        <rect x=\"637\" y=\"-350\" width=\"18\" height=\"350\" fill=\"url(#barGradient)\" />\n        <text x=\"646\" y=\"-360\" text-anchor=\"middle\" font-size=\"10\"><aap:target id=\"dec-val\">500K</aap:target></text>\n      </g>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-2.svg b/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-2.svg
deleted file mode 100644
index 5140b0d..0000000
--- a/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-2.svg
+++ /dev/null
@@ -1,136 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" xmlns:aap="http://aap.dev" viewBox="0 0 800 500">
-  <defs>
-    <linearGradient id="barGradient" x1="0" y1="0" x2="0" y2="1">
-      <stop offset="0%" stop-color="#4f46e5" />
-      <stop offset="100%" stop-color="#818cf8" />
-    </linearGradient>
-  </defs>
-
-  <text x="400" y="40" font-family="sans-serif" font-size="24" font-weight="bold" text-anchor="middle">Monthly Revenue 2024</text>
-
-  <g transform="translate(60, 420)">
-    <!-- Grid Lines -->
-    <line x1="0" y1="0" x2="680" y2="0" stroke="#ccc" />
-    <line x1="0" y1="-70" x2="680" y2="-70" stroke="#eee" />
-    <line x1="0" y1="-140" x2="680" y2="-140" stroke="#eee" />
-    <line x1="0" y1="-210" x2="680" y2="-210" stroke="#eee" />
-    <line x1="0" y1="-280" x2="680" y2="-280" stroke="#eee" />
-    <line x1="0" y1="-350" x2="680" y2="-350" stroke="#eee" />
-
-    <!-- Y Axis Labels -->
-    <text x="-10" y="0" text-anchor="end" font-size="12">$0K</text>
-    <text x="-10" y="-140" text-anchor="end" font-size="12">$200K</text>
-    <text x="-10" y="-350" text-anchor="end" font-size="12">$500K</text>
-
-    <!-- Bars -->
-    <aap:target id="chart-data"><g>
-        <!-- Previous Year -->
-        <rect x="10" y="-180" width="18" height="180" fill="#cbd5e1" />
-        <rect x="65" y="-220" width="18" height="220" fill="#cbd5e1" />
-        <rect x="120" y="-250" width="18" height="250" fill="#cbd5e1" />
-        <rect x="175" y="-280" width="18" height="280" fill="#cbd5e1" />
-        <rect x="230" y="-210" width="18" height="210" fill="#cbd5e1" />
-        <rect x="285" y="-240" width="18" height="240" fill="#cbd5e1" />
-        <rect x="340" y="-200" width="18" height="200" fill="#cbd5e1" />
-        <rect x="395" y="-230" width="18" height="230" fill="#cbd5e1" />
-        <rect x="450" y="-290" width="18" height="290" fill="#cbd5e1" />
-        <rect x="505" y="-250" width="18" height="250" fill="#cbd5e1" />
-        <rect x="560" y="-270" width="18" height="270" fill="#cbd5e1" />
-        <rect x="615" y="-300" width="18" height="300" fill="#cbd5e1" />
-
-        <!-- Current Year -->
-        <rect x="32" y="-210" width="18" height="210" fill="url(#barGradient)" />
-        <text x="41" y="-220" text-anchor="middle" font-size="10"><aap:target id="jan-val">300K</aap:target></text>
-        
-        <rect x="87" y="-280" width="18" height="280" fill="url(#barGradient)" />
-        <text x="96" y="-290" text-anchor="middle" font-size="10"><aap:target id="feb-val">400K</aap:target></text>
-        
-        <rect x="142" y="-297.5" width="18" height="297.5" fill="url(#barGradient)" />
-        <text x="151" y="-307.5" text-anchor="middle" font-size="10"><aap:target id="mar-val">425K</aap:target></text>
-        
-        <rect x="197" y="-315" width="18" height="315" fill="url(#barGradient)" />
-        <text x="206" y="-325" text-anchor="middle" font-size="10"><aap:target id="apr-val">450K</aap:target></text>
-        
-        <rect x="252" y="-260" width="18" height="260" fill="url(#barGradient)" />
-        <text x="261" y="-270" text-anchor="middle" font-size="10"><aap:target id="may-val">370K</aap:target></text>
-        
-        <rect x="307" y="-295" width="18" height="295" fill="url(#barGradient)" />
-        <text x="316" y="-305" text-anchor="middle" font-size="10"><aap:target id="jun-val">420K</aap:target></text>
-
-        <rect x="362" y="-266" width="18" height="266" fill="url(#barGradient)" />
-        <text x="371" y="-276" text-anchor="middle" font-size="10"><aap:target id="jul-val">380K</aap:target></text>
-        
-        <rect x="417" y="-275" width="18" height="275" fill="url(#barGradient)" />
-        <text x="426" y="-285" text-anchor="middle" font-size="10"><aap:target id="aug-val">390K</aap:target></text>
-        
-        <rect x="472" y="-330" width="18" height="330" fill="url(#barGradient)" />
-        <text x="481" y="-340" text-anchor="middle" font-size="10"><aap:target id="sep-val">470K</aap:target></text>
-        
-        <rect x="527" y="-280" width="18" height="280" fill="url(#barGradient)" />
-        <text x="536" y="-290" text-anchor="middle" font-size="10"><aap:target id="oct-val">400K</aap:target></text>
-        
-        <rect x="582" y="-310" width="18" height="310" fill="url(#barGradient)" />
-        <text x="591" y="-320" text-anchor="middle" font-size="10"><aap:target id="nov-val">440K</aap:target></text>
-        
-        <rect x="637" y="-350" width="18" height="350" fill="url(#barGradient)" />
-        <text x="646" y="-360" text-anchor="middle" font-size="10"><aap:target id="dec-val">500K</aap:target></text>
-      </g></aap:target></text>
-        
-        <rect x="65" y="-280" width="40" height="280" fill="url(#barGradient)" />
-        <text x="85" y="-290" text-anchor="middle" font-size="10"><aap:target id="feb-val">400K</aap:target></text>
-        
-        <rect x="120" y="-245" width="40" height="245" fill="url(#barGradient)" />
-        <text x="140" y="-255" text-anchor="middle" font-size="10"><aap:target id="mar-val"><rect x="120" y="-297.5" width="40" height="297.5" fill="url(#barGradient)" />
-        <text x="140" y="-307.5" text-anchor="middle" font-size="10"><aap:target id="mar-val">425K</aap:target></text></aap:target></text>
-        
-        <rect x="175" y="-315" width="40" height="315" fill="url(#barGradient)" />
-        <text x="195" y="-325" text-anchor="middle" font-size="10"><aap:target id="apr-val">450K</aap:target></text>
-        
-        <rect x="230" y="-260" width="40" height="260" fill="url(#barGradient)" />
-        <text x="250" y="-270" text-anchor="middle" font-size="10"><aap:target id="may-val">370K</aap:target></text>
-        
-        <rect x="285" y="-295" width="40" height="295" fill="url(#barGradient)" />
-        <text x="305" y="-305" text-anchor="middle" font-size="10"><aap:target id="jun-val">420K</aap:target></text>
-
-        <rect x="340" y="-240" width="40" height="240" fill="url(#barGradient)" />
-        <text x="360" y="-250" text-anchor="middle" font-size="10"><aap:target id="jul-val"><rect x="340" y="-266" width="40" height="266" fill="url(#barGradient)" />
-        <text x="360" y="-276" text-anchor="middle" font-size="10"><aap:target id="jul-val">380K</aap:target></text></aap:target></text>
-        
-        <rect x="395" y="-275" width="40" height="275" fill="url(#barGradient)" />
-        <text x="415" y="-285" text-anchor="middle" font-size="10"><aap:target id="aug-val">390K</aap:target></text>
-        
-        <rect x="450" y="-330" width="40" height="330" fill="url(#barGradient)" />
-        <text x="470" y="-340" text-anchor="middle" font-size="10"><aap:target id="sep-val">470K</aap:target></text>
-        
-        <rect x="505" y="-280" width="40" height="280" fill="url(#barGradient)" />
-        <text x="525" y="-290" text-anchor="middle" font-size="10"><aap:target id="oct-val">400K</aap:target></text>
-        
-        <rect x="560" y="-310" width="40" height="310" fill="url(#barGradient)" />
-        <text x="580" y="-320" text-anchor="middle" font-size="10"><aap:target id="nov-val">440K</aap:target></text>
-        
-        <rect x="615" y="-350" width="40" height="350" fill="url(#barGradient)" />
-        <text x="635" y="-360" text-anchor="middle" font-size="10"><aap:target id="dec-val">500K</aap:target></text>
-      </g>
-    </aap:target>
-
-    <!-- X-Axis Labels -->
-    <text x="30" y="20" text-anchor="middle" font-size="12">Jan</text>
-    <text x="85" y="20" text-anchor="middle" font-size="12">Feb</text>
-    <text x="140" y="20" text-anchor="middle" font-size="12">Mar</text>
-    <text x="195" y="20" text-anchor="middle" font-size="12">Apr</text>
-    <text x="250" y="20" text-anchor="middle" font-size="12">May</text>
-    <text x="305" y="20" text-anchor="middle" font-size="12">Jun</text>
-    <text x="360" y="20" text-anchor="middle" font-size="12">Jul</text>
-    <text x="415" y="20" text-anchor="middle" font-size="12">Aug</text>
-    <text x="470" y="20" text-anchor="middle" font-size="12">Sep</text>
-    <text x="525" y="20" text-anchor="middle" font-size="12">Oct</text>
-    <text x="580" y="20" text-anchor="middle" font-size="12">Nov</text>
-    <text x="635" y="20" text-anchor="middle" font-size="12">Dec</text>
-  </g>
-
-  <!-- Legend -->
-  <rect x="650" y="80" width="15" height="15" fill="#4f46e5" />
-  <text x="675" y="93" font-size="14">Revenue</text>
-  <line x1="650" y1="115" x2="665" y2="115" stroke="red" stroke-width="2" stroke-dasharray="4" />
-  <text x="675" y="120" font-size="14">Target</text>
-</svg>
\ No newline at end of file
diff --git a/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-3.json b/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-3.json
deleted file mode 100644
index 3e6c676..0000000
--- a/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,30 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "monthly-revenue-chart",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "title"
-      },
-      "content": "Monthly Revenue 2024 vs 2023"
-    },
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "title"
-      },
-      "content": "<text x=\"400\" y=\"65\" font-family=\"sans-serif\" font-size=\"16\" fill=\"#666\" text-anchor=\"middle\">Total: $4.2M (+18% YoY)</text>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-3.svg b/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-3.svg
deleted file mode 100644
index 5140b0d..0000000
--- a/evals/data/experiments/048-svg-bar-chart/outputs/aap/turn-3.svg
+++ /dev/null
@@ -1,136 +0,0 @@
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-  <defs>
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-      <stop offset="100%" stop-color="#818cf8" />
-    </linearGradient>
-  </defs>
-
-  <text x="400" y="40" font-family="sans-serif" font-size="24" font-weight="bold" text-anchor="middle">Monthly Revenue 2024</text>
-
-  <g transform="translate(60, 420)">
-    <!-- Grid Lines -->
-    <line x1="0" y1="0" x2="680" y2="0" stroke="#ccc" />
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-
-    <!-- Y Axis Labels -->
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-    <text x="-10" y="-140" text-anchor="end" font-size="12">$200K</text>
-    <text x="-10" y="-350" text-anchor="end" font-size="12">$500K</text>
-
-    <!-- Bars -->
-    <aap:target id="chart-data"><g>
-        <!-- Previous Year -->
-        <rect x="10" y="-180" width="18" height="180" fill="#cbd5e1" />
-        <rect x="65" y="-220" width="18" height="220" fill="#cbd5e1" />
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-        <rect x="340" y="-200" width="18" height="200" fill="#cbd5e1" />
-        <rect x="395" y="-230" width="18" height="230" fill="#cbd5e1" />
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-        <rect x="615" y="-300" width="18" height="300" fill="#cbd5e1" />
-
-        <!-- Current Year -->
-        <rect x="32" y="-210" width="18" height="210" fill="url(#barGradient)" />
-        <text x="41" y="-220" text-anchor="middle" font-size="10"><aap:target id="jan-val">300K</aap:target></text>
-        
-        <rect x="87" y="-280" width="18" height="280" fill="url(#barGradient)" />
-        <text x="96" y="-290" text-anchor="middle" font-size="10"><aap:target id="feb-val">400K</aap:target></text>
-        
-        <rect x="142" y="-297.5" width="18" height="297.5" fill="url(#barGradient)" />
-        <text x="151" y="-307.5" text-anchor="middle" font-size="10"><aap:target id="mar-val">425K</aap:target></text>
-        
-        <rect x="197" y="-315" width="18" height="315" fill="url(#barGradient)" />
-        <text x="206" y="-325" text-anchor="middle" font-size="10"><aap:target id="apr-val">450K</aap:target></text>
-        
-        <rect x="252" y="-260" width="18" height="260" fill="url(#barGradient)" />
-        <text x="261" y="-270" text-anchor="middle" font-size="10"><aap:target id="may-val">370K</aap:target></text>
-        
-        <rect x="307" y="-295" width="18" height="295" fill="url(#barGradient)" />
-        <text x="316" y="-305" text-anchor="middle" font-size="10"><aap:target id="jun-val">420K</aap:target></text>
-
-        <rect x="362" y="-266" width="18" height="266" fill="url(#barGradient)" />
-        <text x="371" y="-276" text-anchor="middle" font-size="10"><aap:target id="jul-val">380K</aap:target></text>
-        
-        <rect x="417" y="-275" width="18" height="275" fill="url(#barGradient)" />
-        <text x="426" y="-285" text-anchor="middle" font-size="10"><aap:target id="aug-val">390K</aap:target></text>
-        
-        <rect x="472" y="-330" width="18" height="330" fill="url(#barGradient)" />
-        <text x="481" y="-340" text-anchor="middle" font-size="10"><aap:target id="sep-val">470K</aap:target></text>
-        
-        <rect x="527" y="-280" width="18" height="280" fill="url(#barGradient)" />
-        <text x="536" y="-290" text-anchor="middle" font-size="10"><aap:target id="oct-val">400K</aap:target></text>
-        
-        <rect x="582" y="-310" width="18" height="310" fill="url(#barGradient)" />
-        <text x="591" y="-320" text-anchor="middle" font-size="10"><aap:target id="nov-val">440K</aap:target></text>
-        
-        <rect x="637" y="-350" width="18" height="350" fill="url(#barGradient)" />
-        <text x="646" y="-360" text-anchor="middle" font-size="10"><aap:target id="dec-val">500K</aap:target></text>
-      </g></aap:target></text>
-        
-        <rect x="65" y="-280" width="40" height="280" fill="url(#barGradient)" />
-        <text x="85" y="-290" text-anchor="middle" font-size="10"><aap:target id="feb-val">400K</aap:target></text>
-        
-        <rect x="120" y="-245" width="40" height="245" fill="url(#barGradient)" />
-        <text x="140" y="-255" text-anchor="middle" font-size="10"><aap:target id="mar-val"><rect x="120" y="-297.5" width="40" height="297.5" fill="url(#barGradient)" />
-        <text x="140" y="-307.5" text-anchor="middle" font-size="10"><aap:target id="mar-val">425K</aap:target></text></aap:target></text>
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-        <rect x="175" y="-315" width="40" height="315" fill="url(#barGradient)" />
-        <text x="195" y="-325" text-anchor="middle" font-size="10"><aap:target id="apr-val">450K</aap:target></text>
-        
-        <rect x="230" y="-260" width="40" height="260" fill="url(#barGradient)" />
-        <text x="250" y="-270" text-anchor="middle" font-size="10"><aap:target id="may-val">370K</aap:target></text>
-        
-        <rect x="285" y="-295" width="40" height="295" fill="url(#barGradient)" />
-        <text x="305" y="-305" text-anchor="middle" font-size="10"><aap:target id="jun-val">420K</aap:target></text>
-
-        <rect x="340" y="-240" width="40" height="240" fill="url(#barGradient)" />
-        <text x="360" y="-250" text-anchor="middle" font-size="10"><aap:target id="jul-val"><rect x="340" y="-266" width="40" height="266" fill="url(#barGradient)" />
-        <text x="360" y="-276" text-anchor="middle" font-size="10"><aap:target id="jul-val">380K</aap:target></text></aap:target></text>
-        
-        <rect x="395" y="-275" width="40" height="275" fill="url(#barGradient)" />
-        <text x="415" y="-285" text-anchor="middle" font-size="10"><aap:target id="aug-val">390K</aap:target></text>
-        
-        <rect x="450" y="-330" width="40" height="330" fill="url(#barGradient)" />
-        <text x="470" y="-340" text-anchor="middle" font-size="10"><aap:target id="sep-val">470K</aap:target></text>
-        
-        <rect x="505" y="-280" width="40" height="280" fill="url(#barGradient)" />
-        <text x="525" y="-290" text-anchor="middle" font-size="10"><aap:target id="oct-val">400K</aap:target></text>
-        
-        <rect x="560" y="-310" width="40" height="310" fill="url(#barGradient)" />
-        <text x="580" y="-320" text-anchor="middle" font-size="10"><aap:target id="nov-val">440K</aap:target></text>
-        
-        <rect x="615" y="-350" width="40" height="350" fill="url(#barGradient)" />
-        <text x="635" y="-360" text-anchor="middle" font-size="10"><aap:target id="dec-val">500K</aap:target></text>
-      </g>
-    </aap:target>
-
-    <!-- X-Axis Labels -->
-    <text x="30" y="20" text-anchor="middle" font-size="12">Jan</text>
-    <text x="85" y="20" text-anchor="middle" font-size="12">Feb</text>
-    <text x="140" y="20" text-anchor="middle" font-size="12">Mar</text>
-    <text x="195" y="20" text-anchor="middle" font-size="12">Apr</text>
-    <text x="250" y="20" text-anchor="middle" font-size="12">May</text>
-    <text x="305" y="20" text-anchor="middle" font-size="12">Jun</text>
-    <text x="360" y="20" text-anchor="middle" font-size="12">Jul</text>
-    <text x="415" y="20" text-anchor="middle" font-size="12">Aug</text>
-    <text x="470" y="20" text-anchor="middle" font-size="12">Sep</text>
-    <text x="525" y="20" text-anchor="middle" font-size="12">Oct</text>
-    <text x="580" y="20" text-anchor="middle" font-size="12">Nov</text>
-    <text x="635" y="20" text-anchor="middle" font-size="12">Dec</text>
-  </g>
-
-  <!-- Legend -->
-  <rect x="650" y="80" width="15" height="15" fill="#4f46e5" />
-  <text x="675" y="93" font-size="14">Revenue</text>
-  <line x1="650" y1="115" x2="665" y2="115" stroke="red" stroke-width="2" stroke-dasharray="4" />
-  <text x="675" y="120" font-size="14">Target</text>
-</svg>
\ No newline at end of file
diff --git a/evals/data/experiments/048-svg-bar-chart/outputs/base/turn-0.svg b/evals/data/experiments/048-svg-bar-chart/outputs/base/turn-0.svg
deleted file mode 100644
index 885426c..0000000
--- a/evals/data/experiments/048-svg-bar-chart/outputs/base/turn-0.svg
+++ /dev/null
@@ -1,87 +0,0 @@
-<svg viewBox="0 0 800 500" xmlns="http://www.w3.org/2000/svg">
-  <defs>
-    <linearGradient id="barGradient" x1="0" x2="0" y1="0" y2="1">
-      <stop offset="0%" stop-color="#4f46e5" />
-      <stop offset="100%" stop-color="#818cf8" />
-    </linearGradient>
-  </defs>
-
-  <text x="400" y="40" text-anchor="middle" font-family="sans-serif" font-size="24" font-weight="bold" fill="#1e293b">Monthly Revenue 2024</text>
-
-  <g transform="translate(60, 80)">
-    <!-- Grid Lines -->
-    <line x1="0" y1="350" x2="700" y2="350" stroke="#e2e8f0" stroke-width="2" />
-    <line x1="0" y1="280" x2="700" y2="280" stroke="#e2e8f0" stroke-width="1" stroke-dasharray="4" />
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-    <line x1="0" y1="0" x2="700" y2="0" stroke="#e2e8f0" stroke-width="1" stroke-dasharray="4" />
-
-    <!-- Y Axis Labels -->
-    <text x="-10" y="355" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$0K</text>
-    <text x="-10" y="285" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$100K</text>
-    <text x="-10" y="215" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$200K</text>
-    <text x="-10" y="145" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$300K</text>
-    <text x="-10" y="75" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$400K</text>
-    <text x="-10" y="5" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$500K</text>
-
-    <!-- Bars -->
-    <g transform="translate(15, 0)">
-      <rect x="0" y="250" width="40" height="100" fill="url(#barGradient)" />
-      <text x="20" y="240" text-anchor="middle" font-family="sans-serif" font-size="10">200K</text>
-      <text x="20" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Jan</text>
-      
-      <rect x="58" y="210" width="40" height="140" fill="url(#barGradient)" />
-      <text x="78" y="200" text-anchor="middle" font-family="sans-serif" font-size="10">230K</text>
-      <text x="78" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Feb</text>
-
-      <rect x="116" y="160" width="40" height="190" fill="url(#barGradient)" />
-      <text x="136" y="150" text-anchor="middle" font-family="sans-serif" font-size="10">280K</text>
-      <text x="136" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Mar</text>
-
-      <rect x="174" y="140" width="40" height="210" fill="url(#barGradient)" />
-      <text x="194" y="130" text-anchor="middle" font-family="sans-serif" font-size="10">300K</text>
-      <text x="194" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Apr</text>
-
-      <rect x="232" y="100" width="40" height="250" fill="url(#barGradient)" />
-      <text x="252" y="90" text-anchor="middle" font-family="sans-serif" font-size="10">340K</text>
-      <text x="252" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">May</text>
-
-      <rect x="290" y="80" width="40" height="270" fill="url(#barGradient)" />
-      <text x="310" y="70" text-anchor="middle" font-family="sans-serif" font-size="10">360K</text>
-      <text x="310" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Jun</text>
-
-      <rect x="348" y="120" width="40" height="230" fill="url(#barGradient)" />
-      <text x="368" y="110" text-anchor="middle" font-family="sans-serif" font-size="10">320K</text>
-      <text x="368" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Jul</text>
-
-      <rect x="406" y="60" width="40" height="290" fill="url(#barGradient)" />
-      <text x="426" y="50" text-anchor="middle" font-family="sans-serif" font-size="10">380K</text>
-      <text x="426" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Aug</text>
-
-      <rect x="464" y="90" width="40" height="260" fill="url(#barGradient)" />
-      <text x="484" y="80" text-anchor="middle" font-family="sans-serif" font-size="10">350K</text>
-      <text x="484" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Sep</text>
-
-      <rect x="522" y="50" width="40" height="300" fill="url(#barGradient)" />
-      <text x="542" y="40" text-anchor="middle" font-family="sans-serif" font-size="10">390K</text>
-      <text x="542" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Oct</text>
-
-      <rect x="580" y="30" width="40" height="320" fill="url(#barGradient)" />
-      <text x="600" y="20" text-anchor="middle" font-family="sans-serif" font-size="10">410K</text>
-      <text x="600" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Nov</text>
-
-      <rect x="638" y="10" width="40" height="340" fill="url(#barGradient)" />
-      <text x="658" y="0" text-anchor="middle" font-family="sans-serif" font-size="10">430K</text>
-      <text x="658" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Dec</text>
-    </g>
-  </g>
-
-  <!-- Legend -->
-  <g transform="translate(600, 420)">
-    <rect x="0" y="0" width="15" height="15" fill="#4f46e5" />
-    <text x="25" y="12" font-family="sans-serif" font-size="14">Revenue</text>
-    <line x1="120" y1="7" x2="140" y2="7" stroke="#fbbf24" stroke-width="3" stroke-dasharray="4" />
-    <text x="150" y="12" font-family="sans-serif" font-size="14">Target</text>
-  </g>
-</svg>
\ No newline at end of file
diff --git a/evals/data/experiments/048-svg-bar-chart/outputs/base/turn-1.svg b/evals/data/experiments/048-svg-bar-chart/outputs/base/turn-1.svg
deleted file mode 100644
index c9a095a..0000000
--- a/evals/data/experiments/048-svg-bar-chart/outputs/base/turn-1.svg
+++ /dev/null
@@ -1,89 +0,0 @@
-<svg viewBox="0 0 800 500" xmlns="http://www.w3.org/2000/svg">
-  <defs>
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-      <stop offset="0%" stop-color="#4f46e5" />
-      <stop offset="100%" stop-color="#818cf8" />
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-  </defs>
-
-  <text x="400" y="40" text-anchor="middle" font-family="sans-serif" font-size="24" font-weight="bold" fill="#1e293b">Monthly Revenue 2024</text>
-
-  <g transform="translate(60, 80)">
-    <!-- Grid Lines -->
-    <line x1="0" y1="350" x2="700" y2="350" stroke="#e2e8f0" stroke-width="2" />
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-
-    <!-- Y Axis Labels -->
-    <text x="-10" y="355" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$0K</text>
-    <text x="-10" y="285" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$100K</text>
-    <text x="-10" y="215" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$200K</text>
-    <text x="-10" y="145" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$300K</text>
-    <text x="-10" y="75" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$400K</text>
-    <text x="-10" y="5" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$500K</text>
-
-    <!-- Bars -->
-    <g transform="translate(15, 0)">
-      <rect x="0" y="250" width="40" height="100" fill="url(#barGradient)" />
-      <text x="20" y="240" text-anchor="middle" font-family="sans-serif" font-size="10">200K</text>
-      <text x="20" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Jan</text>
-      
-      <rect x="58" y="210" width="40" height="140" fill="url(#barGradient)" />
-      <text x="78" y="200" text-anchor="middle" font-family="sans-serif" font-size="10">230K</text>
-      <text x="78" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Feb</text>
-
-      <!-- Updated March: 425K = 350 - (425/500 * 350) = 52.5 height -->
-      <rect x="116" y="52.5" width="40" height="297.5" fill="url(#barGradient)" />
-      <text x="136" y="42.5" text-anchor="middle" font-family="sans-serif" font-size="10">425K</text>
-      <text x="136" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Mar</text>
-
-      <rect x="174" y="140" width="40" height="210" fill="url(#barGradient)" />
-      <text x="194" y="130" text-anchor="middle" font-family="sans-serif" font-size="10">300K</text>
-      <text x="194" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Apr</text>
-
-      <rect x="232" y="100" width="40" height="250" fill="url(#barGradient)" />
-      <text x="252" y="90" text-anchor="middle" font-family="sans-serif" font-size="10">340K</text>
-      <text x="252" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">May</text>
-
-      <rect x="290" y="80" width="40" height="270" fill="url(#barGradient)" />
-      <text x="310" y="70" text-anchor="middle" font-family="sans-serif" font-size="10">360K</text>
-      <text x="310" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Jun</text>
-
-      <!-- Updated July: 380K = 350 - (380/500 * 350) = 84 height -->
-      <rect x="348" y="84" width="40" height="266" fill="url(#barGradient)" />
-      <text x="368" y="74" text-anchor="middle" font-family="sans-serif" font-size="10">380K</text>
-      <text x="368" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Jul</text>
-
-      <rect x="406" y="60" width="40" height="290" fill="url(#barGradient)" />
-      <text x="426" y="50" text-anchor="middle" font-family="sans-serif" font-size="10">380K</text>
-      <text x="426" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Aug</text>
-
-      <rect x="464" y="90" width="40" height="260" fill="url(#barGradient)" />
-      <text x="484" y="80" text-anchor="middle" font-family="sans-serif" font-size="10">350K</text>
-      <text x="484" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Sep</text>
-
-      <rect x="522" y="50" width="40" height="300" fill="url(#barGradient)" />
-      <text x="542" y="40" text-anchor="middle" font-family="sans-serif" font-size="10">390K</text>
-      <text x="542" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Oct</text>
-
-      <rect x="580" y="30" width="40" height="320" fill="url(#barGradient)" />
-      <text x="600" y="20" text-anchor="middle" font-family="sans-serif" font-size="10">410K</text>
-      <text x="600" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Nov</text>
-
-      <rect x="638" y="10" width="40" height="340" fill="url(#barGradient)" />
-      <text x="658" y="0" text-anchor="middle" font-family="sans-serif" font-size="10">430K</text>
-      <text x="658" y="370" text-anchor="middle" font-family="sans-serif" font-size="12">Dec</text>
-    </g>
-  </g>
-
-  <!-- Legend -->
-  <g transform="translate(600, 420)">
-    <rect x="0" y="0" width="15" height="15" fill="#4f46e5" />
-    <text x="25" y="12" font-family="sans-serif" font-size="14">Revenue</text>
-    <line x1="120" y1="7" x2="140" y2="7" stroke="#fbbf24" stroke-width="3" stroke-dasharray="4" />
-    <text x="150" y="12" font-family="sans-serif" font-size="14">Target</text>
-  </g>
-</svg>
\ No newline at end of file
diff --git a/evals/data/experiments/048-svg-bar-chart/outputs/base/turn-2.svg b/evals/data/experiments/048-svg-bar-chart/outputs/base/turn-2.svg
deleted file mode 100644
index d09e264..0000000
--- a/evals/data/experiments/048-svg-bar-chart/outputs/base/turn-2.svg
+++ /dev/null
@@ -1,106 +0,0 @@
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-  </defs>
-
-  <text x="400" y="30" text-anchor="middle" font-family="sans-serif" font-size="24" font-weight="bold" fill="#1e293b">Monthly Revenue 2024</text>
-
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-    <!-- Grid Lines -->
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-    <!-- Y Axis Labels -->
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-    <text x="-10" y="77" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$400K</text>
-    <text x="-10" y="5" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$500K</text>
-
-    <!-- Bars Generator -->
-    <g transform="translate(15, 0)">
-      <!-- Data: [Prev, Curr] -->
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-        <rect x="20" y="250" width="18" height="110" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Jan</text>
-      </g>
-      <g transform="translate(58, 0)">
-        <rect x="0" y="260" width="18" height="100" fill="url(#prevGradient)" />
-        <rect x="20" y="210" width="18" height="150" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Feb</text>
-      </g>
-      <g transform="translate(116, 0)">
-        <rect x="0" y="200" width="18" height="160" fill="url(#prevGradient)" />
-        <rect x="20" y="52" width="18" height="308" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Mar</text>
-      </g>
-      <g transform="translate(174, 0)">
-        <rect x="0" y="180" width="18" height="180" fill="url(#prevGradient)" />
-        <rect x="20" y="140" width="18" height="220" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Apr</text>
-      </g>
-      <g transform="translate(232, 0)">
-        <rect x="0" y="150" width="18" height="210" fill="url(#prevGradient)" />
-        <rect x="20" y="100" width="18" height="260" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">May</text>
-      </g>
-      <g transform="translate(290, 0)">
-        <rect x="0" y="140" width="18" height="220" fill="url(#prevGradient)" />
-        <rect x="20" y="80" width="18" height="280" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Jun</text>
-      </g>
-      <g transform="translate(348, 0)">
-        <rect x="0" y="160" width="18" height="200" fill="url(#prevGradient)" />
-        <rect x="20" y="84" width="18" height="276" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Jul</text>
-      </g>
-      <g transform="translate(406, 0)">
-        <rect x="0" y="130" width="18" height="230" fill="url(#prevGradient)" />
-        <rect x="20" y="60" width="18" height="300" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Aug</text>
-      </g>
-      <g transform="translate(464, 0)">
-        <rect x="0" y="150" width="18" height="210" fill="url(#prevGradient)" />
-        <rect x="20" y="90" width="18" height="270" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Sep</text>
-      </g>
-      <g transform="translate(522, 0)">
-        <rect x="0" y="120" width="18" height="240" fill="url(#prevGradient)" />
-        <rect x="20" y="50" width="18" height="310" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Oct</text>
-      </g>
-      <g transform="translate(580, 0)">
-        <rect x="0" y="100" width="18" height="260" fill="url(#prevGradient)" />
-        <rect x="20" y="30" width="18" height="330" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Nov</text>
-      </g>
-      <g transform="translate(638, 0)">
-        <rect x="0" y="80" width="18" height="280" fill="url(#prevGradient)" />
-        <rect x="20" y="10" width="18" height="350" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Dec</text>
-      </g>
-    </g>
-  </g>
-
-  <!-- Legend -->
-  <g transform="translate(450, 440)">
-    <rect x="0" y="0" width="15" height="15" fill="#4f46e5" />
-    <text x="25" y="12" font-family="sans-serif" font-size="12">2024 Revenue</text>
-    <rect x="120" y="0" width="15" height="15" fill="#cbd5e1" />
-    <text x="145" y="12" font-family="sans-serif" font-size="12">2023 Revenue</text>
-  </g>
-</svg>
\ No newline at end of file
diff --git a/evals/data/experiments/048-svg-bar-chart/outputs/base/turn-3.svg b/evals/data/experiments/048-svg-bar-chart/outputs/base/turn-3.svg
deleted file mode 100644
index d2fb99d..0000000
--- a/evals/data/experiments/048-svg-bar-chart/outputs/base/turn-3.svg
+++ /dev/null
@@ -1,108 +0,0 @@
-<svg viewBox="0 0 800 500" xmlns="http://www.w3.org/2000/svg">
-  <defs>
-    <linearGradient id="currGradient" x1="0" x2="0" y1="0" y2="1">
-      <stop offset="0%" stop-color="#4f46e5" />
-      <stop offset="100%" stop-color="#818cf8" />
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-      <stop offset="100%" stop-color="#94a3b8" />
-    </linearGradient>
-  </defs>
-
-  <g text-anchor="middle" font-family="sans-serif">
-    <text x="400" y="30" font-size="24" font-weight="bold" fill="#1e293b">Monthly Revenue 2024 vs 2023</text>
-    <text x="400" y="55" font-size="14" fill="#64748b">Total: $4.2M (+18% YoY)</text>
-  </g>
-
-  <g transform="translate(60, 90)">
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-
-    <!-- Y Axis Labels -->
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-    <text x="-10" y="293" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$100K</text>
-    <text x="-10" y="221" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$200K</text>
-    <text x="-10" y="149" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$300K</text>
-    <text x="-10" y="77" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$400K</text>
-    <text x="-10" y="5" text-anchor="end" font-family="sans-serif" font-size="12" fill="#64748b">$500K</text>
-
-    <!-- Bars Generator -->
-    <g transform="translate(15, 0)">
-      <g transform="translate(0, 0)">
-        <rect x="0" y="280" width="18" height="80" fill="url(#prevGradient)" />
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-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Jan</text>
-      </g>
-      <g transform="translate(58, 0)">
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-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Feb</text>
-      </g>
-      <g transform="translate(116, 0)">
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-        <rect x="20" y="52" width="18" height="308" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Mar</text>
-      </g>
-      <g transform="translate(174, 0)">
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-        <rect x="20" y="140" width="18" height="220" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Apr</text>
-      </g>
-      <g transform="translate(232, 0)">
-        <rect x="0" y="150" width="18" height="210" fill="url(#prevGradient)" />
-        <rect x="20" y="100" width="18" height="260" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">May</text>
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-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Jun</text>
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-        <rect x="20" y="84" width="18" height="276" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Jul</text>
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-      <g transform="translate(406, 0)">
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-        <rect x="20" y="60" width="18" height="300" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Aug</text>
-      </g>
-      <g transform="translate(464, 0)">
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-        <rect x="20" y="90" width="18" height="270" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Sep</text>
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-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Oct</text>
-      </g>
-      <g transform="translate(580, 0)">
-        <rect x="0" y="100" width="18" height="260" fill="url(#prevGradient)" />
-        <rect x="20" y="30" width="18" height="330" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Nov</text>
-      </g>
-      <g transform="translate(638, 0)">
-        <rect x="0" y="80" width="18" height="280" fill="url(#prevGradient)" />
-        <rect x="20" y="10" width="18" height="350" fill="url(#currGradient)" />
-        <text x="19" y="385" text-anchor="middle" font-family="sans-serif" font-size="10">Dec</text>
-      </g>
-    </g>
-  </g>
-
-  <!-- Legend -->
-  <g transform="translate(450, 460)" font-family="sans-serif">
-    <rect x="0" y="0" width="15" height="15" fill="#4f46e5" />
-    <text x="25" y="12" font-size="12">2024 Revenue</text>
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-    <text x="145" y="12" font-size="12">2023 Revenue</text>
-  </g>
-</svg>
\ No newline at end of file
diff --git a/evals/data/experiments/050-svg-architecture-diagram/metrics.json b/evals/data/experiments/050-svg-architecture-diagram/metrics.json
deleted file mode 100644
index f53655a..0000000
--- a/evals/data/experiments/050-svg-architecture-diagram/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "050-svg-architecture-diagram",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:26:28.765414+00:00",
-  "format": "image/svg+xml",
-  "base_turn0": {
-    "input_tokens": 125,
-    "output_tokens": 1969,
-    "latency_ms": 7731,
-    "artifact_bytes": 3989,
-    "ttft_ms": 0,
-    "ttlt_ms": 6980,
-    "median_itl_ms": 88.72
-  },
-  "aap_turn0": {
-    "input_tokens": 464,
-    "output_tokens": 1621,
-    "latency_ms": 6290,
-    "artifact_bytes": 3779,
-    "ttft_ms": 0,
-    "ttlt_ms": 5644,
-    "median_itl_ms": 83.93
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'Monitoring' tier in purple with Prometheus, Grafana, and Jaeger boxes",
-        "input_tokens": 2119,
-        "output_tokens": 1969,
-        "latency_ms": 8576,
-        "output_bytes": 4159,
-        "ttft_ms": 0,
-        "ttlt_ms": 7266,
-        "median_itl_ms": 85.16,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the backend tier to add a 'Search Service' box connected to an Elasticse",
-        "input_tokens": 4111,
-        "output_tokens": 1939,
-        "latency_ms": 7760,
-        "output_bytes": 4120,
-        "ttft_ms": 0,
-        "ttlt_ms": 6712,
-        "median_itl_ms": 81.16,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Update all connection arrows between API Gateway and backend services to show 'g",
-        "input_tokens": 6081,
-        "output_tokens": 2205,
-        "latency_ms": 7855,
-        "output_bytes": 4694,
-        "ttft_ms": 0,
-        "ttlt_ms": 6956,
-        "median_itl_ms": 68.14,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 12311,
-    "total_output_tokens": 6113,
-    "total_latency_ms": 24191
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'Monitoring' tier in purple with Prometheus, Grafana, and Jaeger boxes",
-        "input_tokens": 2754,
-        "output_tokens": 2147,
-        "latency_ms": 8209,
-        "output_bytes": 4864,
-        "ttft_ms": 0,
-        "ttlt_ms": 0,
-        "median_itl_ms": 0.5,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the backend tier to add a 'Search Service' box connected to an Elasticse",
-        "input_tokens": 3223,
-        "output_tokens": 587,
-        "latency_ms": 2691,
-        "output_bytes": 3670,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.33,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Update all connection arrows between API Gateway and backend services to show 'g",
-        "input_tokens": 2706,
-        "output_tokens": 1774,
-        "latency_ms": 8322,
-        "output_bytes": 4063,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 2.11,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
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diff --git a/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-0.svg b/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-0.svg
deleted file mode 100644
index efb3cc8..0000000
--- a/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-0.svg
+++ /dev/null
@@ -1,82 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" xmlns:aap="http://aap.dev" viewBox="0 0 800 600" width="800" height="600">
-  <style>
-    .box { rx: 5; ry: 5; stroke: #333; stroke-width: 2; }
-    .frontend { fill: #e3f2fd; stroke: #1565c0; }
-    .backend { fill: #e8f5e9; stroke: #2e7d32; }
-    .data { fill: #fff3e0; stroke: #ef6c00; }
-    text { font-family: sans-serif; font-size: 12px; pointer-events: none; }
-    .label { font-weight: bold; font-size: 14px; }
-  </style>
-
-  <text x="400" y="30" text-anchor="middle" font-size="20" font-weight="bold">Microservices Architecture</text>
-
-  <aap:target id="frontend-tier">
-    <g transform="translate(50, 80)">
-      <text class="label" x="0" y="-10">Frontend Tier</text>
-      <rect class="box frontend" x="0" y="0" width="120" height="50" />
-      <text x="60" y="30" text-anchor="middle">React App</text>
-      <rect class="box frontend" x="150" y="0" width="120" height="50" />
-      <text x="210" y="30" text-anchor="middle">CDN</text>
-      <rect class="box frontend" x="300" y="0" width="120" height="50" />
-      <text x="360" y="30" text-anchor="middle">Load Balancer</text>
-    </g>
-  </aap:target>
-
-  <aap:target id="backend-tier">
-    <g transform="translate(50, 200)">
-      <text class="label" x="0" y="-10">Backend Tier</text>
-      <rect class="box backend" x="0" y="0" width="120" height="50" />
-      <text x="60" y="30" text-anchor="middle">API Gateway</text>
-      
-      <rect class="box backend" x="150" y="0" width="120" height="50" />
-      <text x="210" y="30" text-anchor="middle">Auth Service</text>
-      
-      <rect class="box backend" x="300" y="0" width="120" height="50" />
-      <text x="360" y="30" text-anchor="middle">User Service</text>
-      
-      <rect class="box backend" x="450" y="0" width="120" height="50" />
-      <text x="510" y="30" text-anchor="middle">Order Service</text>
-      
-      <rect class="box backend" x="600" y="0" width="120" height="50" />
-      <text x="660" y="30" text-anchor="middle">Notification Service</text>
-    </g>
-  </aap:target>
-
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-      <text class="label" x="0" y="-10">Data Layer</text>
-      <rect class="box data" x="0" y="0" width="120" height="50" />
-      <text x="60" y="30" text-anchor="middle">PostgreSQL</text>
-      <rect class="box data" x="150" y="0" width="120" height="50" />
-      <text x="210" y="30" text-anchor="middle">Redis</text>
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-      <text x="360" y="30" text-anchor="middle">RabbitMQ</text>
-      <rect class="box data" x="450" y="0" width="120" height="50" />
-      <text x="510" y="30" text-anchor="middle">S3 Bucket</text>
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-
-  <aap:target id="connections">
-    <g stroke="#666" fill="none" marker-end="url(#arrow)">
-      <path d="M110 130 L110 200" />
-      <text x="120" y="165" font-size="10" fill="#333">HTTP</text>
-      <path d="M260 250 L260 350" />
-      <text x="270" y="300" font-size="10" fill="#333">gRPC</text>
-      <path d="M660 250 L660 350" />
-      <text x="670" y="300" font-size="10" fill="#333">AMQP</text>
-    </g>
-  </aap:target>
-
-  <defs>
-    <marker id="arrow" viewBox="0 0 10 10" refX="9" refY="5" markerWidth="6" markerHeight="6" orient="auto-start-reverse">
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-    </marker>
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-
-  <g transform="translate(50, 500)">
-    <text class="label" x="0" y="0">Legend:</text>
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-    <rect x="180" y="-12" width="15" height="15" class="backend" /> <text x="200" y="0">Backend</text>
-    <rect x="280" y="-12" width="15" height="15" class="data" /> <text x="300" y="0">Data</text>
-  </g>
-</svg>
\ No newline at end of file
diff --git a/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-1.json b/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-1.json
deleted file mode 100644
index 6244001..0000000
--- a/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "architecture-diag-v2",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
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class=\"box frontend\" x=\"150\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"210\" y=\"30\" text-anchor=\"middle\">CDN</text>\n      <rect class=\"box frontend\" x=\"300\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"360\" y=\"30\" text-anchor=\"middle\">Load Balancer</text>\n    </g>\n  </aap:target>\n\n  <aap:target id=\"backend-tier\">\n    <g transform=\"translate(50, 200)\">\n      <text class=\"label\" x=\"0\" y=\"-10\">Backend Tier</text>\n      <rect class=\"box backend\" x=\"0\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"60\" y=\"30\" text-anchor=\"middle\">API Gateway</text>\n      \n      <rect class=\"box backend\" x=\"150\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"210\" y=\"30\" text-anchor=\"middle\">Auth Service</text>\n      \n      <rect class=\"box backend\" x=\"300\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"360\" y=\"30\" text-anchor=\"middle\">User Service</text>\n      \n      <rect class=\"box backend\" x=\"450\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"510\" y=\"30\" text-anchor=\"middle\">Order Service</text>\n      \n      <rect class=\"box backend\" x=\"600\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"660\" y=\"30\" text-anchor=\"middle\">Notification Service</text>\n    </g>\n  </aap:target>\n\n  <aap:target id=\"data-layer\">\n    <g transform=\"translate(50, 350)\">\n      <text class=\"label\" x=\"0\" y=\"-10\">Data Layer</text>\n      <rect class=\"box data\" x=\"0\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"60\" y=\"30\" text-anchor=\"middle\">PostgreSQL</text>\n      <rect class=\"box data\" x=\"150\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"210\" y=\"30\" text-anchor=\"middle\">Redis</text>\n      <rect class=\"box data\" x=\"300\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"360\" y=\"30\" text-anchor=\"middle\">RabbitMQ</text>\n      <rect class=\"box data\" x=\"450\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"510\" y=\"30\" text-anchor=\"middle\">S3 Bucket</text>\n    </g>\n  </aap:target>\n\n  <aap:target id=\"monitoring-tier\">\n    <g transform=\"translate(50, 500)\">\n      <text class=\"label\" x=\"0\" y=\"-10\">Monitoring Tier</text>\n      <rect class=\"box monitoring\" x=\"0\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"60\" y=\"30\" text-anchor=\"middle\">Prometheus</text>\n      <rect class=\"box monitoring\" x=\"150\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"210\" y=\"30\" text-anchor=\"middle\">Grafana</text>\n      <rect class=\"box monitoring\" x=\"300\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"360\" y=\"30\" text-anchor=\"middle\">Jaeger</text>\n    </g>\n  </aap:target>\n\n  <aap:target id=\"connections\">\n    <g stroke=\"#666\" fill=\"none\" marker-end=\"url(#arrow)\">\n      <path d=\"M110 130 L110 200\" />\n      <text x=\"120\" y=\"165\" font-size=\"10\" fill=\"#333\">HTTP</text>\n      <path d=\"M260 250 L260 350\" />\n      <text x=\"270\" y=\"300\" font-size=\"10\" fill=\"#333\">gRPC</text>\n      <path d=\"M660 250 L660 350\" />\n      <text x=\"670\" y=\"300\" font-size=\"10\" fill=\"#333\">AMQP</text>\n      \n      <!-- Monitoring connections -->\n      <path d=\"M60 500 L60 250\" stroke-dasharray=\"4,4\" />\n      <path d=\"M110 500 L210 250\" stroke-dasharray=\"4,4\" />\n      <path d=\"M160 500 L360 250\" stroke-dasharray=\"4,4\" />\n      <path d=\"M210 500 L510 250\" stroke-dasharray=\"4,4\" />\n      <path d=\"M260 500 L660 250\" stroke-dasharray=\"4,4\" />\n    </g>\n  </aap:target>\n\n  <defs>\n    <marker id=\"arrow\" viewBox=\"0 0 10 10\" refX=\"9\" refY=\"5\" markerWidth=\"6\" markerHeight=\"6\" orient=\"auto-start-reverse\">\n      <path d=\"M 0 0 L 10 5 L 0 10 z\" fill=\"#666\" />\n    </marker>\n  </defs>\n\n  <g transform=\"translate(50, 650)\">\n    <text class=\"label\" x=\"0\" y=\"0\">Legend:</text>\n    <rect x=\"80\" y=\"-12\" width=\"15\" height=\"15\" class=\"frontend\" /> <text x=\"100\" y=\"0\">Frontend</text>\n    <rect x=\"180\" y=\"-12\" width=\"15\" height=\"15\" class=\"backend\" /> <text x=\"200\" y=\"0\">Backend</text>\n    <rect x=\"280\" y=\"-12\" width=\"15\" height=\"15\" class=\"data\" /> <text x=\"300\" y=\"0\">Data</text>\n    <rect x=\"380\" y=\"-12\" width=\"15\" height=\"15\" class=\"monitoring\" /> <text x=\"400\" y=\"0\">Monitoring</text>\n  </g>\n</svg>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-1.svg b/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-1.svg
deleted file mode 100644
index a7f52c5..0000000
--- a/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-1.svg
+++ /dev/null
@@ -1,103 +0,0 @@
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-  <style>
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-    .frontend { fill: #e3f2fd; stroke: #1565c0; }
-    .backend { fill: #e8f5e9; stroke: #2e7d32; }
-    .data { fill: #fff3e0; stroke: #ef6c00; }
-    .monitoring { fill: #f3e5f5; stroke: #7b1fa2; }
-    text { font-family: sans-serif; font-size: 12px; pointer-events: none; }
-    .label { font-weight: bold; font-size: 14px; }
-  </style>
-
-  <text x="400" y="30" text-anchor="middle" font-size="20" font-weight="bold">Microservices Architecture</text>
-
-  <aap:target id="frontend-tier">
-    <g transform="translate(50, 80)">
-      <text class="label" x="0" y="-10">Frontend Tier</text>
-      <rect class="box frontend" x="0" y="0" width="120" height="50" />
-      <text x="60" y="30" text-anchor="middle">React App</text>
-      <rect class="box frontend" x="150" y="0" width="120" height="50" />
-      <text x="210" y="30" text-anchor="middle">CDN</text>
-      <rect class="box frontend" x="300" y="0" width="120" height="50" />
-      <text x="360" y="30" text-anchor="middle">Load Balancer</text>
-    </g>
-  </aap:target>
-
-  <aap:target id="backend-tier">
-    <g transform="translate(50, 200)">
-      <text class="label" x="0" y="-10">Backend Tier</text>
-      <rect class="box backend" x="0" y="0" width="120" height="50" />
-      <text x="60" y="30" text-anchor="middle">API Gateway</text>
-      
-      <rect class="box backend" x="150" y="0" width="120" height="50" />
-      <text x="210" y="30" text-anchor="middle">Auth Service</text>
-      
-      <rect class="box backend" x="300" y="0" width="120" height="50" />
-      <text x="360" y="30" text-anchor="middle">User Service</text>
-      
-      <rect class="box backend" x="450" y="0" width="120" height="50" />
-      <text x="510" y="30" text-anchor="middle">Order Service</text>
-      
-      <rect class="box backend" x="600" y="0" width="120" height="50" />
-      <text x="660" y="30" text-anchor="middle">Notification Service</text>
-    </g>
-  </aap:target>
-
-  <aap:target id="data-layer">
-    <g transform="translate(50, 350)">
-      <text class="label" x="0" y="-10">Data Layer</text>
-      <rect class="box data" x="0" y="0" width="120" height="50" />
-      <text x="60" y="30" text-anchor="middle">PostgreSQL</text>
-      <rect class="box data" x="150" y="0" width="120" height="50" />
-      <text x="210" y="30" text-anchor="middle">Redis</text>
-      <rect class="box data" x="300" y="0" width="120" height="50" />
-      <text x="360" y="30" text-anchor="middle">RabbitMQ</text>
-      <rect class="box data" x="450" y="0" width="120" height="50" />
-      <text x="510" y="30" text-anchor="middle">S3 Bucket</text>
-    </g>
-  </aap:target>
-
-  <aap:target id="monitoring-tier">
-    <g transform="translate(50, 500)">
-      <text class="label" x="0" y="-10">Monitoring Tier</text>
-      <rect class="box monitoring" x="0" y="0" width="120" height="50" />
-      <text x="60" y="30" text-anchor="middle">Prometheus</text>
-      <rect class="box monitoring" x="150" y="0" width="120" height="50" />
-      <text x="210" y="30" text-anchor="middle">Grafana</text>
-      <rect class="box monitoring" x="300" y="0" width="120" height="50" />
-      <text x="360" y="30" text-anchor="middle">Jaeger</text>
-    </g>
-  </aap:target>
-
-  <aap:target id="connections">
-    <g stroke="#666" fill="none" marker-end="url(#arrow)">
-      <path d="M110 130 L110 200" />
-      <text x="120" y="165" font-size="10" fill="#333">HTTP</text>
-      <path d="M260 250 L260 350" />
-      <text x="270" y="300" font-size="10" fill="#333">gRPC</text>
-      <path d="M660 250 L660 350" />
-      <text x="670" y="300" font-size="10" fill="#333">AMQP</text>
-      
-      <!-- Monitoring connections -->
-      <path d="M60 500 L60 250" stroke-dasharray="4,4" />
-      <path d="M110 500 L210 250" stroke-dasharray="4,4" />
-      <path d="M160 500 L360 250" stroke-dasharray="4,4" />
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-  <defs>
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-      <path d="M 0 0 L 10 5 L 0 10 z" fill="#666" />
-    </marker>
-  </defs>
-
-  <g transform="translate(50, 650)">
-    <text class="label" x="0" y="0">Legend:</text>
-    <rect x="80" y="-12" width="15" height="15" class="frontend" /> <text x="100" y="0">Frontend</text>
-    <rect x="180" y="-12" width="15" height="15" class="backend" /> <text x="200" y="0">Backend</text>
-    <rect x="280" y="-12" width="15" height="15" class="data" /> <text x="300" y="0">Data</text>
-    <rect x="380" y="-12" width="15" height="15" class="monitoring" /> <text x="400" y="0">Monitoring</text>
-  </g>
-</svg>
diff --git a/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-2.json b/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-2.json
deleted file mode 100644
index 0cf053e..0000000
--- a/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,38 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "microservices-diagram-001",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "backend-tier"
-      },
-      "content": "      <rect class=\"box backend\" x=\"450\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"510\" y=\"30\" text-anchor=\"middle\">Order Service</text>\n      \n      <rect class=\"box backend\" x=\"600\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"660\" y=\"30\" text-anchor=\"middle\">Notification Service</text>\n\n      <rect class=\"box backend\" x=\"0\" y=\"70\" width=\"120\" height=\"50\" />\n      <text x=\"60\" y=\"100\" text-anchor=\"middle\">Search Service</text>"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "data-layer"
-      },
-      "content": "      <rect class=\"box data\" x=\"450\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"510\" y=\"30\" text-anchor=\"middle\">S3 Bucket</text>\n      <rect class=\"box data\" x=\"600\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"660\" y=\"30\" text-anchor=\"middle\">Elasticsearch</text>"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "connections"
-      },
-      "content": "      <path d=\"M260 250 L260 350\" />\n      <text x=\"270\" y=\"300\" font-size=\"10\" fill=\"#333\">gRPC</text>\n      <path d=\"M660 250 L660 350\" />\n      <text x=\"670\" y=\"300\" font-size=\"10\" fill=\"#333\">AMQP</text>\n      <path d=\"M60 320 L660 350\" />\n      <text x=\"360\" y=\"330\" font-size=\"10\" fill=\"#333\">REST</text>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-2.svg b/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-2.svg
deleted file mode 100644
index 72cfbe2..0000000
--- a/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-2.svg
+++ /dev/null
@@ -1,72 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" xmlns:aap="http://aap.dev" viewBox="0 0 800 750" width="800" height="750">
-  <style>
-    .box { rx: 5; ry: 5; stroke: #333; stroke-width: 2; }
-    .frontend { fill: #e3f2fd; stroke: #1565c0; }
-    .backend { fill: #e8f5e9; stroke: #2e7d32; }
-    .data { fill: #fff3e0; stroke: #ef6c00; }
-    .monitoring { fill: #f3e5f5; stroke: #7b1fa2; }
-    text { font-family: sans-serif; font-size: 12px; pointer-events: none; }
-    .label { font-weight: bold; font-size: 14px; }
-  </style>
-
-  <text x="400" y="30" text-anchor="middle" font-size="20" font-weight="bold">Microservices Architecture</text>
-
-  <aap:target id="frontend-tier">
-    <g transform="translate(50, 80)">
-      <text class="label" x="0" y="-10">Frontend Tier</text>
-      <rect class="box frontend" x="0" y="0" width="120" height="50" />
-      <text x="60" y="30" text-anchor="middle">React App</text>
-      <rect class="box frontend" x="150" y="0" width="120" height="50" />
-      <text x="210" y="30" text-anchor="middle">CDN</text>
-      <rect class="box frontend" x="300" y="0" width="120" height="50" />
-      <text x="360" y="30" text-anchor="middle">Load Balancer</text>
-    </g>
-  </aap:target>
-
-  <aap:target id="backend-tier">      <rect class="box backend" x="450" y="0" width="120" height="50" />
-      <text x="510" y="30" text-anchor="middle">Order Service</text>
-      
-      <rect class="box backend" x="600" y="0" width="120" height="50" />
-      <text x="660" y="30" text-anchor="middle">Notification Service</text>
-
-      <rect class="box backend" x="0" y="70" width="120" height="50" />
-      <text x="60" y="100" text-anchor="middle">Search Service</text></aap:target>
-
-  <aap:target id="data-layer">      <rect class="box data" x="450" y="0" width="120" height="50" />
-      <text x="510" y="30" text-anchor="middle">S3 Bucket</text>
-      <rect class="box data" x="600" y="0" width="120" height="50" />
-      <text x="660" y="30" text-anchor="middle">Elasticsearch</text></aap:target>
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-      <text class="label" x="0" y="-10">Monitoring Tier</text>
-      <rect class="box monitoring" x="0" y="0" width="120" height="50" />
-      <text x="60" y="30" text-anchor="middle">Prometheus</text>
-      <rect class="box monitoring" x="150" y="0" width="120" height="50" />
-      <text x="210" y="30" text-anchor="middle">Grafana</text>
-      <rect class="box monitoring" x="300" y="0" width="120" height="50" />
-      <text x="360" y="30" text-anchor="middle">Jaeger</text>
-    </g>
-  </aap:target>
-
-  <aap:target id="connections">      <path d="M260 250 L260 350" />
-      <text x="270" y="300" font-size="10" fill="#333">gRPC</text>
-      <path d="M660 250 L660 350" />
-      <text x="670" y="300" font-size="10" fill="#333">AMQP</text>
-      <path d="M60 320 L660 350" />
-      <text x="360" y="330" font-size="10" fill="#333">REST</text></aap:target>
-
-  <defs>
-    <marker id="arrow" viewBox="0 0 10 10" refX="9" refY="5" markerWidth="6" markerHeight="6" orient="auto-start-reverse">
-      <path d="M 0 0 L 10 5 L 0 10 z" fill="#666" />
-    </marker>
-  </defs>
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-  <g transform="translate(50, 650)">
-    <text class="label" x="0" y="0">Legend:</text>
-    <rect x="80" y="-12" width="15" height="15" class="frontend" /> <text x="100" y="0">Frontend</text>
-    <rect x="180" y="-12" width="15" height="15" class="backend" /> <text x="200" y="0">Backend</text>
-    <rect x="280" y="-12" width="15" height="15" class="data" /> <text x="300" y="0">Data</text>
-    <rect x="380" y="-12" width="15" height="15" class="monitoring" /> <text x="400" y="0">Monitoring</text>
-  </g>
-</svg>
diff --git a/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-3.json b/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-3.json
deleted file mode 100644
index 265c264..0000000
--- a/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "microservices-diagram-001",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:aap=\"http://aap.dev\" viewBox=\"0 0 800 750\" width=\"800\" height=\"750\">\n  <style>\n    .box { rx: 5; ry: 5; stroke: #333; stroke-width: 2; }\n    .frontend { fill: #e3f2fd; stroke: #1565c0; }\n    .backend { fill: #e8f5e9; stroke: #2e7d32; }\n    .data { fill: #fff3e0; stroke: #ef6c00; }\n    .monitoring { fill: #f3e5f5; stroke: #7b1fa2; }\n    .conn { stroke: #666; stroke-width: 2; fill: none; stroke-dasharray: 4,4; }\n    text { font-family: sans-serif; font-size: 12px; pointer-events: none; }\n    .label { font-weight: bold; font-size: 14px; }\n  </style>\n\n  <text x=\"400\" y=\"30\" text-anchor=\"middle\" font-size=\"20\" font-weight=\"bold\">Microservices Architecture</text>\n\n  <aap:target id=\"frontend-tier\">\n    <g transform=\"translate(50, 80)\">\n      <text class=\"label\" x=\"0\" y=\"-10\">Frontend Tier</text>\n      <rect class=\"box frontend\" x=\"0\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"60\" y=\"30\" text-anchor=\"middle\">React App</text>\n      <rect class=\"box frontend\" x=\"150\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"210\" y=\"30\" text-anchor=\"middle\">CDN</text>\n      <rect class=\"box frontend\" x=\"300\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"360\" y=\"30\" text-anchor=\"middle\">Load Balancer</text>\n    </g>\n  </aap:target>\n\n  <aap:target id=\"backend-tier\">\n    <g transform=\"translate(50, 180)\">\n      <text class=\"label\" x=\"0\" y=\"-10\">Backend Tier</text>\n      <rect class=\"box backend\" x=\"0\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"60\" y=\"30\" text-anchor=\"middle\">Order Service</text>\n      <rect class=\"box backend\" x=\"150\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"210\" y=\"30\" text-anchor=\"middle\">Notification Service</text>\n      <rect class=\"box backend\" x=\"300\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"360\" y=\"30\" text-anchor=\"middle\">Search Service</text>\n    </g>\n  </aap:target>\n\n  <aap:target id=\"data-layer\">\n    <g transform=\"translate(50, 350)\">\n      <text class=\"label\" x=\"0\" y=\"-10\">Data Layer</text>\n      <rect class=\"box data\" x=\"0\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"60\" y=\"30\" text-anchor=\"middle\">S3 Bucket</text>\n      <rect class=\"box data\" x=\"150\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"210\" y=\"30\" text-anchor=\"middle\">Elasticsearch</text>\n    </g>\n  </aap:target>\n\n  <aap:target id=\"monitoring-tier\">\n    <g transform=\"translate(50, 500)\">\n      <text class=\"label\" x=\"0\" y=\"-10\">Monitoring Tier</text>\n      <rect class=\"box monitoring\" x=\"0\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"60\" y=\"30\" text-anchor=\"middle\">Prometheus</text>\n      <rect class=\"box monitoring\" x=\"150\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"210\" y=\"30\" text-anchor=\"middle\">Grafana</text>\n      <rect class=\"box monitoring\" x=\"300\" y=\"0\" width=\"120\" height=\"50\" />\n      <text x=\"360\" y=\"30\" text-anchor=\"middle\">Jaeger</text>\n    </g>\n  </aap:target>\n\n  <aap:target id=\"connections\">\n    <path class=\"conn\" d=\"M60 130 L60 180\" marker-end=\"url(#arrow)\" />\n    <text x=\"70\" y=\"160\" font-size=\"10\" fill=\"#333\">gRPC</text>\n    <path class=\"conn\" d=\"M210 130 L210 180\" marker-end=\"url(#arrow)\" />\n    <text x=\"220\" y=\"160\" font-size=\"10\" fill=\"#333\">gRPC</text>\n    <path class=\"conn\" d=\"M360 130 L360 180\" marker-end=\"url(#arrow)\" />\n    <text x=\"370\" y=\"160\" font-size=\"10\" fill=\"#333\">gRPC</text>\n  </aap:target>\n\n  <defs>\n    <marker id=\"arrow\" viewBox=\"0 0 10 10\" refX=\"9\" refY=\"5\" markerWidth=\"6\" markerHeight=\"6\" orient=\"auto-start-reverse\">\n      <path d=\"M 0 0 L 10 5 L 0 10 z\" fill=\"#666\" />\n    </marker>\n  </defs>\n\n  <g transform=\"translate(50, 650)\">\n    <text class=\"label\" x=\"0\" y=\"0\">Legend:</text>\n    <rect x=\"80\" y=\"-12\" width=\"15\" height=\"15\" class=\"frontend\" /> <text x=\"100\" y=\"0\">Frontend</text>\n    <rect x=\"180\" y=\"-12\" width=\"15\" height=\"15\" class=\"backend\" /> <text x=\"200\" y=\"0\">Backend</text>\n    <rect x=\"280\" y=\"-12\" width=\"15\" height=\"15\" class=\"data\" /> <text x=\"300\" y=\"0\">Data</text>\n    <rect x=\"380\" y=\"-12\" width=\"15\" height=\"15\" class=\"monitoring\" /> <text x=\"400\" y=\"0\">Monitoring</text>\n  </g>\n</svg>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-3.svg b/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-3.svg
deleted file mode 100644
index 6c58342..0000000
--- a/evals/data/experiments/050-svg-architecture-diagram/outputs/aap/turn-3.svg
+++ /dev/null
@@ -1,83 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" xmlns:aap="http://aap.dev" viewBox="0 0 800 750" width="800" height="750">
-  <style>
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-    .monitoring { fill: #f3e5f5; stroke: #7b1fa2; }
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-    text { font-family: sans-serif; font-size: 12px; pointer-events: none; }
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-
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-      <rect class="box frontend" x="150" y="0" width="120" height="50" />
-      <text x="210" y="30" text-anchor="middle">CDN</text>
-      <rect class="box frontend" x="300" y="0" width="120" height="50" />
-      <text x="360" y="30" text-anchor="middle">Load Balancer</text>
-    </g>
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-  <aap:target id="backend-tier">
-    <g transform="translate(50, 180)">
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-      <text x="210" y="30" text-anchor="middle">Notification Service</text>
-      <rect class="box backend" x="300" y="0" width="120" height="50" />
-      <text x="360" y="30" text-anchor="middle">Search Service</text>
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-  <aap:target id="data-layer">
-    <g transform="translate(50, 350)">
-      <text class="label" x="0" y="-10">Data Layer</text>
-      <rect class="box data" x="0" y="0" width="120" height="50" />
-      <text x="60" y="30" text-anchor="middle">S3 Bucket</text>
-      <rect class="box data" x="150" y="0" width="120" height="50" />
-      <text x="210" y="30" text-anchor="middle">Elasticsearch</text>
-    </g>
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-  <aap:target id="monitoring-tier">
-    <g transform="translate(50, 500)">
-      <text class="label" x="0" y="-10">Monitoring Tier</text>
-      <rect class="box monitoring" x="0" y="0" width="120" height="50" />
-      <text x="60" y="30" text-anchor="middle">Prometheus</text>
-      <rect class="box monitoring" x="150" y="0" width="120" height="50" />
-      <text x="210" y="30" text-anchor="middle">Grafana</text>
-      <rect class="box monitoring" x="300" y="0" width="120" height="50" />
-      <text x="360" y="30" text-anchor="middle">Jaeger</text>
-    </g>
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-  <aap:target id="connections">
-    <path class="conn" d="M60 130 L60 180" marker-end="url(#arrow)" />
-    <text x="70" y="160" font-size="10" fill="#333">gRPC</text>
-    <path class="conn" d="M210 130 L210 180" marker-end="url(#arrow)" />
-    <text x="220" y="160" font-size="10" fill="#333">gRPC</text>
-    <path class="conn" d="M360 130 L360 180" marker-end="url(#arrow)" />
-    <text x="370" y="160" font-size="10" fill="#333">gRPC</text>
-  </aap:target>
-
-  <defs>
-    <marker id="arrow" viewBox="0 0 10 10" refX="9" refY="5" markerWidth="6" markerHeight="6" orient="auto-start-reverse">
-      <path d="M 0 0 L 10 5 L 0 10 z" fill="#666" />
-    </marker>
-  </defs>
-
-  <g transform="translate(50, 650)">
-    <text class="label" x="0" y="0">Legend:</text>
-    <rect x="80" y="-12" width="15" height="15" class="frontend" /> <text x="100" y="0">Frontend</text>
-    <rect x="180" y="-12" width="15" height="15" class="backend" /> <text x="200" y="0">Backend</text>
-    <rect x="280" y="-12" width="15" height="15" class="data" /> <text x="300" y="0">Data</text>
-    <rect x="380" y="-12" width="15" height="15" class="monitoring" /> <text x="400" y="0">Monitoring</text>
-  </g>
-</svg>
diff --git a/evals/data/experiments/050-svg-architecture-diagram/outputs/base/turn-0.svg b/evals/data/experiments/050-svg-architecture-diagram/outputs/base/turn-0.svg
deleted file mode 100644
index f58163a..0000000
--- a/evals/data/experiments/050-svg-architecture-diagram/outputs/base/turn-0.svg
+++ /dev/null
@@ -1,68 +0,0 @@
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-  <defs>
-    <marker id="arrow" viewBox="0 0 10 10" refX="9" refY="5" markerWidth="6" markerHeight="6" orient="auto-start-reverse">
-      <path d="M 0 0 L 10 5 L 0 10 z" fill="#444"/>
-    </marker>
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-
-  <!-- Title -->
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-  <rect x="660" y="60" width="10" height="10" fill="#add8e6"/>
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-  <rect x="660" y="80" width="10" height="10" fill="#90ee90"/>
-  <text x="675" y="90" font-size="12">Backend</text>
-  <rect x="660" y="100" width="10" height="10" fill="#ffcc99"/>
-  <text x="675" y="110" font-size="12">Data Layer</text>
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-  <!-- Frontend Tier -->
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-  <!-- Backend Tier -->
-  <rect x="350" y="200" width="100" height="50" fill="#90ee90" stroke="#555" rx="5"/>
-  <text x="400" y="230" font-size="12" text-anchor="middle">API Gateway</text>
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-  <text x="200" y="330" font-size="12" text-anchor="middle">Auth Service</text>
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-  
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-  <path d="M 400 250 L 400 300" fill="none" stroke="#444" marker-end="url(#arrow)"/>
-  <path d="M 400 250 L 400 275 L 500 275 L 500 300" fill="none" stroke="#444" marker-end="url(#arrow)"/>
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-
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diff --git a/evals/data/experiments/051-toml-cargo-workspace/metrics.json b/evals/data/experiments/051-toml-cargo-workspace/metrics.json
deleted file mode 100644
index fd165da..0000000
--- a/evals/data/experiments/051-toml-cargo-workspace/metrics.json
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-        "char_delta_pct": -40.8,
-        "lines_added": 30,
-        "lines_removed": 64,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.4861,
-        "token_f1": 0.711,
-        "base_char_count": 1952,
-        "aap_char_count": 1175,
-        "char_delta_pct": -39.8,
-        "lines_added": 27,
-        "lines_removed": 62,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.4931,
-    "mean_token_f1": 0.7027,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-0.txt b/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-0.txt
deleted file mode 100644
index 86ab9e5..0000000
--- a/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-0.txt
+++ /dev/null
@@ -1,63 +0,0 @@
-<aap:target id="workspace-config">
-[workspace]
-members = [
-    <aap:target id="member-cli">"cli"</aap:target>,
-    <aap:target id="member-core">"core"</aap:target>,
-    <aap:target id="member-utils">"utils"</aap:target>
-]
-resolver = "2"
-
-[workspace.package]
-<aap:target id="workspace-metadata">
-version = "0.1.0"
-edition = "2021"
-authors = ["Developer <dev@example.com>"]
-license = "MIT"
-repository = "https://github.com/example/dataforge"
-</aap:target>
-
-[workspace.dependencies]
-<aap:target id="dependencies">
-clap = { version = "4.5", features = ["derive"] }
-serde = { version = "1.0", features = ["derive"] }
-tokio = { version = "1.37", features = ["full"] }
-anyhow = "1.0"
-tracing = "0.1"
-reqwest = { version = "0.12", features = ["json"] }
-</aap:target>
-
-[workspace.dependencies.dev]
-<aap:target id="dev-dependencies">
-criterion = "0.5"
-tempfile = "3.10"
-mockito = "1.4"
-</aap:target>
-
-[profile.release]
-<aap:target id="release-profile">
-lto = true
-strip = "symbols"
-</aap:target>
-</aap:target>
-
-<aap:target id="cli-package">
-[package]
-name = "dataforge"
-version.workspace = true
-edition.workspace = true
-description = "A powerful data processing CLI tool"
-authors.workspace = true
-license.workspace = true
-repository.workspace = true
-
-[features]
-<aap:target id="features">
-default = ["minimal"]
-minimal = []
-full = ["dep:reqwest"]
-</aap:target>
-
-[[bin]]
-name = "dataforge"
-path = "src/main.rs"
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-1.json b/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-1.json
deleted file mode 100644
index df2c284..0000000
--- a/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "workspace-config",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "dependencies"
-      },
-      "content": "sqlx = { version = \"0.7\", features = [\"runtime-tokio\", \"postgres\"] }\nsea-orm = { version = \"0.12\", features = [\"sqlx-postgres\", \"runtime-tokio-rustls\"] }\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-1.txt b/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-1.txt
deleted file mode 100644
index 21d86f8..0000000
--- a/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-1.txt
+++ /dev/null
@@ -1,65 +0,0 @@
-<aap:target id="workspace-config">
-[workspace]
-members = [
-    <aap:target id="member-cli">"cli"</aap:target>,
-    <aap:target id="member-core">"core"</aap:target>,
-    <aap:target id="member-utils">"utils"</aap:target>
-]
-resolver = "2"
-
-[workspace.package]
-<aap:target id="workspace-metadata">
-version = "0.1.0"
-edition = "2021"
-authors = ["Developer <dev@example.com>"]
-license = "MIT"
-repository = "https://github.com/example/dataforge"
-</aap:target>
-
-[workspace.dependencies]
-<aap:target id="dependencies">
-clap = { version = "4.5", features = ["derive"] }
-serde = { version = "1.0", features = ["derive"] }
-tokio = { version = "1.37", features = ["full"] }
-anyhow = "1.0"
-tracing = "0.1"
-reqwest = { version = "0.12", features = ["json"] }
-sqlx = { version = "0.7", features = ["runtime-tokio", "postgres"] }
-sea-orm = { version = "0.12", features = ["sqlx-postgres", "runtime-tokio-rustls"] }
-</aap:target>
-
-[workspace.dependencies.dev]
-<aap:target id="dev-dependencies">
-criterion = "0.5"
-tempfile = "3.10"
-mockito = "1.4"
-</aap:target>
-
-[profile.release]
-<aap:target id="release-profile">
-lto = true
-strip = "symbols"
-</aap:target>
-</aap:target>
-
-<aap:target id="cli-package">
-[package]
-name = "dataforge"
-version.workspace = true
-edition.workspace = true
-description = "A powerful data processing CLI tool"
-authors.workspace = true
-license.workspace = true
-repository.workspace = true
-
-[features]
-<aap:target id="features">
-default = ["minimal"]
-minimal = []
-full = ["dep:reqwest"]
-</aap:target>
-
-[[bin]]
-name = "dataforge"
-path = "src/main.rs"
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-2.json b/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-2.json
deleted file mode 100644
index 377d834..0000000
--- a/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "workspace-config",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "release-profile"
-      },
-      "content": "lto = true\nstrip = \"symbols\"\ncodegen-units = 1\n\n[profile.bench]\ndebug = true\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-2.txt b/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-2.txt
deleted file mode 100644
index a230aec..0000000
--- a/evals/data/experiments/051-toml-cargo-workspace/outputs/aap/turn-2.txt
+++ /dev/null
@@ -1,68 +0,0 @@
-<aap:target id="workspace-config">
-[workspace]
-members = [
-    <aap:target id="member-cli">"cli"</aap:target>,
-    <aap:target id="member-core">"core"</aap:target>,
-    <aap:target id="member-utils">"utils"</aap:target>
-]
-resolver = "2"
-
-[workspace.package]
-<aap:target id="workspace-metadata">
-version = "0.1.0"
-edition = "2021"
-authors = ["Developer <dev@example.com>"]
-license = "MIT"
-repository = "https://github.com/example/dataforge"
-</aap:target>
-
-[workspace.dependencies]
-<aap:target id="dependencies">
-clap = { version = "4.5", features = ["derive"] }
-serde = { version = "1.0", features = ["derive"] }
-tokio = { version = "1.37", features = ["full"] }
-anyhow = "1.0"
-tracing = "0.1"
-reqwest = { version = "0.12", features = ["json"] }
-sqlx = { version = "0.7", features = ["runtime-tokio", "postgres"] }
-sea-orm = { version = "0.12", features = ["sqlx-postgres", "runtime-tokio-rustls"] }
-</aap:target>
-
-[workspace.dependencies.dev]
-<aap:target id="dev-dependencies">
-criterion = "0.5"
-tempfile = "3.10"
-mockito = "1.4"
-</aap:target>
-
-[profile.release]
-<aap:target id="release-profile">lto = true
-strip = "symbols"
-codegen-units = 1
-
-[profile.bench]
-debug = true
-</aap:target>
-</aap:target>
-
-<aap:target id="cli-package">
-[package]
-name = "dataforge"
-version.workspace = true
-edition.workspace = true
-description = "A powerful data processing CLI tool"
-authors.workspace = true
-license.workspace = true
-repository.workspace = true
-
-[features]
-<aap:target id="features">
-default = ["minimal"]
-minimal = []
-full = ["dep:reqwest"]
-</aap:target>
-
-[[bin]]
-name = "dataforge"
-path = "src/main.rs"
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/051-toml-cargo-workspace/outputs/base/turn-0.txt b/evals/data/experiments/051-toml-cargo-workspace/outputs/base/turn-0.txt
deleted file mode 100644
index 0684e1d..0000000
--- a/evals/data/experiments/051-toml-cargo-workspace/outputs/base/turn-0.txt
+++ /dev/null
@@ -1,94 +0,0 @@
-[workspace]
-members = [
-    "cli",
-    "core",
-    "utils",
-]
-resolver = "2"
-
-[workspace.package]
-version = "0.1.0"
-edition = "2021"
-authors = ["DataForge Contributors"]
-license = "MIT OR Apache-2.0"
-repository = "https://github.com/example/dataforge"
-
-[workspace.dependencies]
-clap = { version = "4.5", features = ["derive"] }
-serde = { version = "1.0", features = ["derive"] }
-tokio = { version = "1.37", features = ["full"] }
-anyhow = "1.0"
-tracing = "0.1"
-reqwest = { version = "0.12", features = ["json"] }
-criterion = "0.5"
-tempfile = "3.10"
-mockito = "1.4"
-
-[package]
-name = "dataforge"
-version.workspace = true
-edition.workspace = true
-description = "A CLI tool for data processing"
-authors.workspace = true
-license.workspace = true
-repository.workspace = true
-
-[[bin]]
-name = "dataforge"
-path = "src/main.rs"
-
-[dependencies]
-cli_core = { path = "../core" }
-cli_utils = { path = "../utils" }
-clap.workspace = true
-serde.workspace = true
-tokio.workspace = true
-anyhow.workspace = true
-tracing.workspace = true
-reqwest.workspace = true
-
-[features]
-default = ["minimal"]
-full = ["core/full", "utils/full"]
-minimal = []
-
-[profile.release]
-lto = true
-strip = "symbols"
-
-[package]
-name = "core"
-version.workspace = true
-edition.workspace = true
-
-[lib]
-path = "src/lib.rs"
-
-[dependencies]
-serde.workspace = true
-anyhow.workspace = true
-
-[dev-dependencies]
-criterion.workspace = true
-tempfile.workspace = true
-
-[features]
-full = []
-
-[package]
-name = "utils"
-version.workspace = true
-edition.workspace = true
-
-[lib]
-path = "src/lib.rs"
-
-[dependencies]
-tokio.workspace = true
-tracing.workspace = true
-
-[dev-dependencies]
-mockito.workspace = true
-
-[features]
-full = []
\ No newline at end of file
diff --git a/evals/data/experiments/051-toml-cargo-workspace/outputs/base/turn-1.txt b/evals/data/experiments/051-toml-cargo-workspace/outputs/base/turn-1.txt
deleted file mode 100644
index 902ccee..0000000
--- a/evals/data/experiments/051-toml-cargo-workspace/outputs/base/turn-1.txt
+++ /dev/null
@@ -1,98 +0,0 @@
-[workspace]
-members = [
-    "cli",
-    "core",
-    "utils",
-]
-resolver = "2"
-
-[workspace.package]
-version = "0.1.0"
-edition = "2021"
-authors = ["DataForge Contributors"]
-license = "MIT OR Apache-2.0"
-repository = "https://github.com/example/dataforge"
-
-[workspace.dependencies]
-clap = { version = "4.5", features = ["derive"] }
-serde = { version = "1.0", features = ["derive"] }
-tokio = { version = "1.37", features = ["full"] }
-anyhow = "1.0"
-tracing = "0.1"
-reqwest = { version = "0.12", features = ["json"] }
-sqlx = { version = "0.7", features = ["runtime-tokio", "postgres", "macros", "chrono", "uuid"] }
-sea-orm = { version = "0.12", features = ["sqlx-postgres", "runtime-tokio-rustls", "macros"] }
-criterion = "0.5"
-tempfile = "3.10"
-mockito = "1.4"
-
-[package]
-name = "dataforge"
-version.workspace = true
-edition.workspace = true
-description = "A CLI tool for data processing"
-authors.workspace = true
-license.workspace = true
-repository.workspace = true
-
-[[bin]]
-name = "dataforge"
-path = "src/main.rs"
-
-[dependencies]
-cli_core = { path = "../core" }
-cli_utils = { path = "../utils" }
-clap.workspace = true
-serde.workspace = true
-tokio.workspace = true
-anyhow.workspace = true
-tracing.workspace = true
-reqwest.workspace = true
-
-[features]
-default = ["minimal"]
-full = ["core/full", "utils/full"]
-minimal = []
-
-[profile.release]
-lto = true
-strip = "symbols"
-
-[package]
-name = "core"
-version.workspace = true
-edition.workspace = true
-
-[lib]
-path = "src/lib.rs"
-
-[dependencies]
-serde.workspace = true
-anyhow.workspace = true
-sqlx.workspace = true
-sea-orm.workspace = true
-
-[dev-dependencies]
-criterion.workspace = true
-tempfile.workspace = true
-
-[features]
-full = []
-
-[package]
-name = "utils"
-version.workspace = true
-edition.workspace = true
-
-[lib]
-path = "src/lib.rs"
-
-[dependencies]
-tokio.workspace = true
-tracing.workspace = true
-
-[dev-dependencies]
-mockito.workspace = true
-
-[features]
-full = []
\ No newline at end of file
diff --git a/evals/data/experiments/051-toml-cargo-workspace/outputs/base/turn-2.txt b/evals/data/experiments/051-toml-cargo-workspace/outputs/base/turn-2.txt
deleted file mode 100644
index 0cf9e1e..0000000
--- a/evals/data/experiments/051-toml-cargo-workspace/outputs/base/turn-2.txt
+++ /dev/null
@@ -1,102 +0,0 @@
-[workspace]
-members = [
-    "cli",
-    "core",
-    "utils",
-]
-resolver = "2"
-
-[workspace.package]
-version = "0.1.0"
-edition = "2021"
-authors = ["DataForge Contributors"]
-license = "MIT OR Apache-2.0"
-repository = "https://github.com/example/dataforge"
-
-[workspace.dependencies]
-clap = { version = "4.5", features = ["derive"] }
-serde = { version = "1.0", features = ["derive"] }
-tokio = { version = "1.37", features = ["full"] }
-anyhow = "1.0"
-tracing = "0.1"
-reqwest = { version = "0.12", features = ["json"] }
-sqlx = { version = "0.7", features = ["runtime-tokio", "postgres", "macros", "chrono", "uuid"] }
-sea-orm = { version = "0.12", features = ["sqlx-postgres", "runtime-tokio-rustls", "macros"] }
-criterion = "0.5"
-tempfile = "3.10"
-mockito = "1.4"
-
-[package]
-name = "dataforge"
-version.workspace = true
-edition.workspace = true
-description = "A CLI tool for data processing"
-authors.workspace = true
-license.workspace = true
-repository.workspace = true
-
-[[bin]]
-name = "dataforge"
-path = "src/main.rs"
-
-[dependencies]
-cli_core = { path = "../core" }
-cli_utils = { path = "../utils" }
-clap.workspace = true
-serde.workspace = true
-tokio.workspace = true
-anyhow.workspace = true
-tracing.workspace = true
-reqwest.workspace = true
-
-[features]
-default = ["minimal"]
-full = ["core/full", "utils/full"]
-minimal = []
-
-[profile.release]
-lto = true
-strip = "symbols"
-codegen-units = 1
-
-[profile.bench]
-debug = true
-
-[package]
-name = "core"
-version.workspace = true
-edition.workspace = true
-
-[lib]
-path = "src/lib.rs"
-
-[dependencies]
-serde.workspace = true
-anyhow.workspace = true
-sqlx.workspace = true
-sea-orm.workspace = true
-
-[dev-dependencies]
-criterion.workspace = true
-tempfile.workspace = true
-
-[features]
-full = []
-
-[package]
-name = "utils"
-version.workspace = true
-edition.workspace = true
-
-[lib]
-path = "src/lib.rs"
-
-[dependencies]
-tokio.workspace = true
-tracing.workspace = true
-
-[dev-dependencies]
-mockito.workspace = true
-
-[features]
-full = []
\ No newline at end of file
diff --git a/evals/data/experiments/052-toml-pyproject/metrics.json b/evals/data/experiments/052-toml-pyproject/metrics.json
deleted file mode 100644
index 0b59cd9..0000000
--- a/evals/data/experiments/052-toml-pyproject/metrics.json
+++ /dev/null
@@ -1,218 +0,0 @@
-{
-  "experiment_id": "052-toml-pyproject",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:27:41.297083+00:00",
-  "format": "text/x-toml",
-  "base_turn0": {
-    "input_tokens": 149,
-    "output_tokens": 491,
-    "latency_ms": 2739,
-    "artifact_bytes": 1311,
-    "ttft_ms": 0,
-    "ttlt_ms": 1863,
-    "median_itl_ms": 80.67
-  },
-  "aap_turn0": {
-    "input_tokens": 488,
-    "output_tokens": 462,
-    "latency_ms": 3669,
-    "artifact_bytes": 1303,
-    "ttft_ms": 0,
-    "ttlt_ms": 2885,
-    "median_itl_ms": 111.02
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add polars and pyarrow to the dependencies and create a new optional dependency ",
-        "input_tokens": 663,
-        "output_tokens": 531,
-        "latency_ms": 3142,
-        "output_bytes": 1385,
-        "ttft_ms": 0,
-        "ttlt_ms": 1623,
-        "median_itl_ms": 71.75,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the ruff configuration to add the 'I' (isort) and 'UP' (pyupgrade) rule s",
-        "input_tokens": 1233,
-        "output_tokens": 503,
-        "latency_ms": 2426,
-        "output_bytes": 1293,
-        "ttft_ms": 0,
-        "ttlt_ms": 1490,
-        "median_itl_ms": 67.41,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 1896,
-    "total_output_tokens": 1034,
-    "total_latency_ms": 5568
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add polars and pyarrow to the dependencies and create a new optional dependency ",
-        "input_tokens": 1593,
-        "output_tokens": 192,
-        "latency_ms": 1361,
-        "output_bytes": 1290,
-        "ttft_ms": 0,
-        "ttlt_ms": 0,
-        "median_itl_ms": 0.44,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the ruff configuration to add the 'I' (isort) and 'UP' (pyupgrade) rule s",
-        "input_tokens": 1607,
-        "output_tokens": 108,
-        "latency_ms": 1968,
-        "output_bytes": 1313,
-        "ttft_ms": 0,
-        "ttlt_ms": 0,
-        "median_itl_ms": 0.38,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 3200,
-    "total_output_tokens": 300,
-    "total_latency_ms": 3329,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 71.0,
-    "input_token_savings_pct": -68.8,
-    "latency_savings_pct": 40.2
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 149,
-        "base_output": 491,
-        "base_latency_ms": 2739,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 1863,
-        "base_median_itl_ms": 80.67,
-        "aap_input": 488,
-        "aap_output": 462,
-        "aap_latency_ms": 3669,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2885,
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-        "turn": 2,
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-    "totals": {
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-      "base_combined": 3570,
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-      "base_latency_ms": 8307,
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-      "combined_savings_pct": -24.6,
-      "latency_savings_pct": 15.8
-    }
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-  "quality": {
-    "per_turn": [
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-        "turn": 0,
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-        "base_char_count": 1293,
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-    "mean_base_judge": null,
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-  }
-}
diff --git a/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-0.txt b/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-0.txt
deleted file mode 100644
index c870dfc..0000000
--- a/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-0.txt
+++ /dev/null
@@ -1,58 +0,0 @@
-<aap:target id="project-configuration">
-[build-system]
-requires = ["hatchling"]
-build-backend = "hatchling.build"
-
-[project]
-<aap:target id="project-metadata">
-name = "dataforge"
-version = "0.1.0"
-description = "A powerful library for data transformation"
-authors = [{ name = "DataForge Maintainers", email = "maintainers@dataforge.io" }]
-license = "MIT"
-requires-python = ">=3.10"
-classifiers = [
-    "Programming Language :: Python :: 3",
-    "License :: OSI Approved :: MIT License",
-    "Operating System :: OS Independent",
-]
-</aap:target>
-
-<aap:target id="dependencies">
-dependencies = [
-    "pandas>=2.0.0",
-    "pydantic>=2.0.0",
-    "click>=8.0.0",
-    "rich>=13.0.0",
-    "httpx>=0.24.0",
-]
-</aap:target>
-
-[project.optional-dependencies]
-<aap:target id="optional-dependencies">
-dev = ["pytest", "ruff", "mypy"]
-docs = ["mkdocs", "mkdocstrings[python]"]
-</aap:target>
-
-[project.scripts]
-<aap:target id="entry-points">
-dataforge = "dataforge.cli:main"
-</aap:target>
-
-[tool.ruff]
-<aap:target id="ruff-config">
-line-length = 88
-select = ["E", "F", "I", "UP", "B"]
-</aap:target>
-
-[tool.mypy]
-<aap:target id="mypy-config">
-strict = true
-</aap:target>
-
-[tool.pytest.ini_options]
-<aap:target id="pytest-config">
-testpaths = ["tests"]
-markers = ["slow: marks tests as slow"]
-</aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-1.json b/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-1.json
deleted file mode 100644
index 7c40887..0000000
--- a/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,30 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "project-configuration",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "dependencies"
-      },
-      "content": "    \"httpx>=0.24.0\",\n    \"polars>=0.19.0\",\n    \"pyarrow>=13.0.0\",\n]\n"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "optional-dependencies"
-      },
-      "content": "dev = [\"pytest\", \"ruff\", \"mypy\"]\ndocs = [\"mkdocs\", \"mkdocstrings[python]\"]\nperf = [\"polars>=0.19.0\", \"pyarrow>=13.0.0\"]\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-1.txt b/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-1.txt
deleted file mode 100644
index b30c921..0000000
--- a/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-1.txt
+++ /dev/null
@@ -1,54 +0,0 @@
-<aap:target id="project-configuration">
-[build-system]
-requires = ["hatchling"]
-build-backend = "hatchling.build"
-
-[project]
-<aap:target id="project-metadata">
-name = "dataforge"
-version = "0.1.0"
-description = "A powerful library for data transformation"
-authors = [{ name = "DataForge Maintainers", email = "maintainers@dataforge.io" }]
-license = "MIT"
-requires-python = ">=3.10"
-classifiers = [
-    "Programming Language :: Python :: 3",
-    "License :: OSI Approved :: MIT License",
-    "Operating System :: OS Independent",
-]
-</aap:target>
-
-<aap:target id="dependencies">    "httpx>=0.24.0",
-    "polars>=0.19.0",
-    "pyarrow>=13.0.0",
-]
-</aap:target>
-
-[project.optional-dependencies]
-<aap:target id="optional-dependencies">dev = ["pytest", "ruff", "mypy"]
-docs = ["mkdocs", "mkdocstrings[python]"]
-perf = ["polars>=0.19.0", "pyarrow>=13.0.0"]
-</aap:target>
-
-[project.scripts]
-<aap:target id="entry-points">
-dataforge = "dataforge.cli:main"
-</aap:target>
-
-[tool.ruff]
-<aap:target id="ruff-config">
-line-length = 88
-select = ["E", "F", "I", "UP", "B"]
-</aap:target>
-
-[tool.mypy]
-<aap:target id="mypy-config">
-strict = true
-</aap:target>
-
-[tool.pytest.ini_options]
-<aap:target id="pytest-config">
-testpaths = ["tests"]
-markers = ["slow: marks tests as slow"]
-</aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-2.json b/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-2.json
deleted file mode 100644
index 6625a60..0000000
--- a/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "project-configuration",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "ruff-config"
-      },
-      "content": "line-length = 88\nselect = [\"E\", \"F\", \"I\", \"UP\", \"B\"]\ntarget-version = \"py312\""
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-2.txt b/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-2.txt
deleted file mode 100644
index e6a8f6a..0000000
--- a/evals/data/experiments/052-toml-pyproject/outputs/aap/turn-2.txt
+++ /dev/null
@@ -1,53 +0,0 @@
-<aap:target id="project-configuration">
-[build-system]
-requires = ["hatchling"]
-build-backend = "hatchling.build"
-
-[project]
-<aap:target id="project-metadata">
-name = "dataforge"
-version = "0.1.0"
-description = "A powerful library for data transformation"
-authors = [{ name = "DataForge Maintainers", email = "maintainers@dataforge.io" }]
-license = "MIT"
-requires-python = ">=3.10"
-classifiers = [
-    "Programming Language :: Python :: 3",
-    "License :: OSI Approved :: MIT License",
-    "Operating System :: OS Independent",
-]
-</aap:target>
-
-<aap:target id="dependencies">    "httpx>=0.24.0",
-    "polars>=0.19.0",
-    "pyarrow>=13.0.0",
-]
-</aap:target>
-
-[project.optional-dependencies]
-<aap:target id="optional-dependencies">dev = ["pytest", "ruff", "mypy"]
-docs = ["mkdocs", "mkdocstrings[python]"]
-perf = ["polars>=0.19.0", "pyarrow>=13.0.0"]
-</aap:target>
-
-[project.scripts]
-<aap:target id="entry-points">
-dataforge = "dataforge.cli:main"
-</aap:target>
-
-[tool.ruff]
-<aap:target id="ruff-config">line-length = 88
-select = ["E", "F", "I", "UP", "B"]
-target-version = "py312"</aap:target>
-
-[tool.mypy]
-<aap:target id="mypy-config">
-strict = true
-</aap:target>
-
-[tool.pytest.ini_options]
-<aap:target id="pytest-config">
-testpaths = ["tests"]
-markers = ["slow: marks tests as slow"]
-</aap:target>
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/052-toml-pyproject/outputs/base/turn-0.txt b/evals/data/experiments/052-toml-pyproject/outputs/base/turn-0.txt
deleted file mode 100644
index 05d02ae..0000000
--- a/evals/data/experiments/052-toml-pyproject/outputs/base/turn-0.txt
+++ /dev/null
@@ -1,61 +0,0 @@
-[build-system]
-requires = ["hatchling"]
-build-backend = "hatchling.build"
-
-[project]
-name = "dataforge"
-version = "0.1.0"
-description = "A powerful library for data transformation"
-authors = [
-  { name = "DataForge Maintainers", email = "maintainers@dataforge.example" }
-]
-license = { text = "MIT" }
-requires-python = ">=3.10"
-dependencies = [
-    "pandas>=2.0.0",
-    "pydantic>=2.0.0",
-    "click>=8.0.0",
-    "rich>=13.0.0",
-    "httpx>=0.24.0",
-]
-classifiers = [
-    "Development Status :: 3 - Alpha",
-    "Intended Audience :: Developers",
-    "License :: OSI Approved :: MIT License",
-    "Programming Language :: Python :: 3.10",
-    "Programming Language :: Python :: 3.11",
-    "Programming Language :: Python :: 3.12",
-]
-
-[project.optional-dependencies]
-dev = [
-    "pytest>=7.0.0",
-    "ruff>=0.3.0",
-    "mypy>=1.8.0",
-]
-docs = [
-    "mkdocs>=1.5.0",
-    "mkdocstrings[python]>=0.24.0",
-]
-
-[project.scripts]
-dataforge = "dataforge.cli:main"
-
-[tool.hatch.build.targets.wheel]
-packages = ["src/dataforge"]
-
-[tool.ruff]
-line-length = 88
-target-version = "py310"
-select = ["E", "F", "I", "UP", "B"]
-
-[tool.mypy]
-strict = true
-python_version = "3.10"
-show_error_codes = true
-
-[tool.pytest.ini_options]
-testpaths = ["tests"]
-markers = [
-    "slow: marks tests as slow (deselect with '-m \"not slow\"')",
-]
\ No newline at end of file
diff --git a/evals/data/experiments/052-toml-pyproject/outputs/base/turn-1.txt b/evals/data/experiments/052-toml-pyproject/outputs/base/turn-1.txt
deleted file mode 100644
index c8e124e..0000000
--- a/evals/data/experiments/052-toml-pyproject/outputs/base/turn-1.txt
+++ /dev/null
@@ -1,67 +0,0 @@
-[build-system]
-requires = ["hatchling"]
-build-backend = "hatchling.build"
-
-[project]
-name = "dataforge"
-version = "0.1.0"
-description = "A powerful library for data transformation"
-authors = [
-  { name = "DataForge Maintainers", email = "maintainers@dataforge.example" }
-]
-license = { text = "MIT" }
-requires-python = ">=3.10"
-dependencies = [
-    "pandas>=2.0.0",
-    "pydantic>=2.0.0",
-    "click>=8.0.0",
-    "rich>=13.0.0",
-    "httpx>=0.24.0",
-]
-classifiers = [
-    "Development Status :: 3 - Alpha",
-    "Intended Audience :: Developers",
-    "License :: OSI Approved :: MIT License",
-    "Programming Language :: Python :: 3.10",
-    "Programming Language :: Python :: 3.11",
-    "Programming Language :: Python :: 3.12",
-]
-
-[project.optional-dependencies]
-dev = [
-    "pytest>=7.0.0",
-    "ruff>=0.3.0",
-    "mypy>=1.8.0",
-]
-docs = [
-    "mkdocs>=1.5.0",
-    "mkdocstrings[python]>=0.24.0",
-]
-perf = [
-    "polars>=0.20.0",
-    "pyarrow>=15.0.0",
-]
-
-[project.scripts]
-dataforge = "dataforge.cli:main"
-
-[tool.hatch.build.targets.wheel]
-packages = ["src/dataforge"]
-
-[tool.ruff]
-line-length = 88
-target-version = "py310"
-
-[tool.ruff.lint]
-select = ["E", "F", "I", "UP", "B"]
-
-[tool.mypy]
-strict = true
-python_version = "3.10"
-show_error_codes = true
-
-[tool.pytest.ini_options]
-testpaths = ["tests"]
-markers = [
-    "slow: marks tests as slow (deselect with '-m \"not slow\"')",
-]
\ No newline at end of file
diff --git a/evals/data/experiments/052-toml-pyproject/outputs/base/turn-2.txt b/evals/data/experiments/052-toml-pyproject/outputs/base/turn-2.txt
deleted file mode 100644
index e9e3dc9..0000000
--- a/evals/data/experiments/052-toml-pyproject/outputs/base/turn-2.txt
+++ /dev/null
@@ -1,65 +0,0 @@
-[build-system]
-requires = ["hatchling"]
-build-backend = "hatchling.build"
-
-[project]
-name = "dataforge"
-version = "0.1.0"
-description = "A powerful library for data transformation"
-authors = [
-  { name = "DataForge Maintainers", email = "maintainers@dataforge.example" }
-]
-license = { text = "MIT" }
-requires-python = ">=3.12"
-dependencies = [
-    "pandas>=2.0.0",
-    "pydantic>=2.0.0",
-    "click>=8.0.0",
-    "rich>=13.0.0",
-    "httpx>=0.24.0",
-]
-classifiers = [
-    "Development Status :: 3 - Alpha",
-    "Intended Audience :: Developers",
-    "License :: OSI Approved :: MIT License",
-    "Programming Language :: Python :: 3.12",
-]
-
-[project.optional-dependencies]
-dev = [
-    "pytest>=7.0.0",
-    "ruff>=0.3.0",
-    "mypy>=1.8.0",
-]
-docs = [
-    "mkdocs>=1.5.0",
-    "mkdocstrings[python]>=0.24.0",
-]
-perf = [
-    "polars>=0.20.0",
-    "pyarrow>=15.0.0",
-]
-
-[project.scripts]
-dataforge = "dataforge.cli:main"
-
-[tool.hatch.build.targets.wheel]
-packages = ["src/dataforge"]
-
-[tool.ruff]
-line-length = 88
-target-version = "py312"
-
-[tool.ruff.lint]
-select = ["E", "F", "I", "UP", "B"]
-
-[tool.mypy]
-strict = true
-python_version = "3.12"
-show_error_codes = true
-
-[tool.pytest.ini_options]
-testpaths = ["tests"]
-markers = [
-    "slow: marks tests as slow (deselect with '-m \"not slow\"')",
-]
\ No newline at end of file
diff --git a/evals/data/experiments/053-xml-maven-pom/metrics.json b/evals/data/experiments/053-xml-maven-pom/metrics.json
deleted file mode 100644
index 14f3ec9..0000000
--- a/evals/data/experiments/053-xml-maven-pom/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "053-xml-maven-pom",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:27:56.627302+00:00",
-  "format": "application/xml",
-  "base_turn0": {
-    "input_tokens": 162,
-    "output_tokens": 1317,
-    "latency_ms": 5303,
-    "artifact_bytes": 5659,
-    "ttft_ms": 0,
-    "ttlt_ms": 4662,
-    "median_itl_ms": 88.98
-  },
-  "aap_turn0": {
-    "input_tokens": 501,
-    "output_tokens": 1315,
-    "latency_ms": 6359,
-    "artifact_bytes": 5976,
-    "ttft_ms": 0,
-    "ttlt_ms": 4765,
-    "median_itl_ms": 90.33
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add spring-boot-starter-cache and caffeine dependencies for local caching suppor",
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-        "output_bytes": 5971,
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-        "ttlt_ms": 4576,
-        "median_itl_ms": 71.66,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the profiles section to add a 'test' profile with H2 in-memory database,",
-        "input_tokens": 2917,
-        "output_tokens": 1579,
-        "latency_ms": 6010,
-        "output_bytes": 6685,
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-        "ttlt_ms": 5239,
-        "median_itl_ms": 82.07,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add the jib-maven-plugin to the build section for containerizing the application",
-        "input_tokens": 4521,
-        "output_tokens": 1703,
-        "latency_ms": 6989,
-        "output_bytes": 7217,
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-        "ttlt_ms": 6047,
-        "median_itl_ms": 84.28,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 8934,
-    "total_output_tokens": 4675,
-    "total_latency_ms": 18381
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add spring-boot-starter-cache and caffeine dependencies for local caching suppor",
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-        "output_tokens": 160,
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-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
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-      },
-      {
-        "turn": 2,
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-        "input_tokens": 2524,
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-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
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-      {
-        "turn": 3,
-        "edit": "Add the jib-maven-plugin to the build section for containerizing the application",
-        "input_tokens": 2702,
-        "output_tokens": 190,
-        "latency_ms": 2001,
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-        "ttft_ms": 0,
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-        "median_itl_ms": 1.49,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 7664,
-    "total_output_tokens": 666,
-    "total_latency_ms": 8914,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 85.8,
-    "input_token_savings_pct": 14.2,
-    "latency_savings_pct": 51.5
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 162,
-        "base_output": 1317,
-        "base_latency_ms": 5303,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 4662,
-        "base_median_itl_ms": 88.98,
-        "aap_input": 501,
-        "aap_output": 1315,
-        "aap_latency_ms": 6359,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 4765,
-        "aap_median_itl_ms": 90.33
-      },
-      {
-        "turn": 1,
-        "base_input": 1496,
-        "base_output": 1393,
-        "base_latency_ms": 5382,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 4576,
-        "base_median_itl_ms": 71.66,
-        "aap_input": 2438,
-        "aap_output": 160,
-        "aap_latency_ms": 4542,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 0,
-        "aap_median_itl_ms": 0.76,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 2917,
-        "base_output": 1579,
-        "base_latency_ms": 6010,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 5239,
-        "base_median_itl_ms": 82.07,
-        "aap_input": 2524,
-        "aap_output": 316,
-        "aap_latency_ms": 2371,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.68,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 4521,
-        "base_output": 1703,
-        "base_latency_ms": 6989,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 6047,
-        "base_median_itl_ms": 84.28,
-        "aap_input": 2702,
-        "aap_output": 190,
-        "aap_latency_ms": 2001,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.49,
-        "envelope_name": "edit",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 9096,
-      "base_output": 5992,
-      "base_combined": 15088,
-      "aap_input": 8165,
-      "aap_output": 1981,
-      "aap_combined": 10146,
-      "base_latency_ms": 23684,
-      "aap_latency_ms": 15273,
-      "output_savings_pct": 66.9,
-      "input_delta_pct": -10.2,
-      "combined_savings_pct": 32.8,
-      "latency_savings_pct": 35.5
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.7734,
-        "token_f1": 0.955,
-        "base_char_count": 5659,
-        "aap_char_count": 5760,
-        "char_delta_pct": 1.8,
-        "lines_added": 127,
-        "lines_removed": 127,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.7222,
-        "token_f1": 0.9574,
-        "base_char_count": 5971,
-        "aap_char_count": 6104,
-        "char_delta_pct": 2.2,
-        "lines_added": 135,
-        "lines_removed": 135,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.6419,
-        "token_f1": 0.9436,
-        "base_char_count": 6685,
-        "aap_char_count": 6903,
-        "char_delta_pct": 3.3,
-        "lines_added": 149,
-        "lines_removed": 151,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.6479,
-        "token_f1": 0.9421,
-        "base_char_count": 7217,
-        "aap_char_count": 7485,
-        "char_delta_pct": 3.7,
-        "lines_added": 162,
-        "lines_removed": 164,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.6964,
-    "mean_token_f1": 0.9495,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-0.txt b/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-0.txt
deleted file mode 100644
index 61ab1d2..0000000
--- a/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-0.txt
+++ /dev/null
@@ -1,151 +0,0 @@
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
-         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
-    <modelVersion>4.0.0</modelVersion>
-    <aap:target id="project-metadata">
-        <groupId>com.example</groupId>
-        <artifactId>spring-boot-app</artifactId>
-        <version>0.0.1-SNAPSHOT</version>
-    </aap:target>
-
-    <parent>
-        <groupId>org.springframework.boot</groupId>
-        <artifactId>spring-boot-starter-parent</artifactId>
-        <version>3.2.5</version>
-        <relativePath/>
-    </parent>
-
-    <properties>
-        <aap:target id="project-properties">
-            <java.version>21</java.version>
-            <mapstruct.version>1.5.5.Final</mapstruct.version>
-            <springdoc.version>2.5.0</springdoc.version>
-            <testcontainers.version>1.19.7</testcontainers.version>
-        </aap:target>
-    </properties>
-
-    <dependencies>
-        <aap:target id="dependencies">
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-web</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-data-jpa</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-security</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-validation</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.postgresql</groupId>
-                <artifactId>postgresql</artifactId>
-                <scope>runtime</scope>
-            </dependency>
-            <dependency>
-                <groupId>org.flywaydb</groupId>
-                <artifactId>flyway-core</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.projectlombok</groupId>
-                <artifactId>lombok</artifactId>
-                <optional>true</optional>
-            </dependency>
-            <dependency>
-                <groupId>org.mapstruct</groupId>
-                <artifactId>mapstruct</artifactId>
-                <version>${mapstruct.version}</version>
-            </dependency>
-            <dependency>
-                <groupId>org.springdoc</groupId>
-                <artifactId>springdoc-openapi-starter-webmvc-ui</artifactId>
-                <version>${springdoc.version}</version>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-test</artifactId>
-                <scope>test</scope>
-            </dependency>
-            <dependency>
-                <groupId>org.testcontainers</groupId>
-                <artifactId>junit-jupiter</artifactId>
-                <version>${testcontainers.version}</version>
-                <scope>test</scope>
-            </dependency>
-            <dependency>
-                <groupId>org.testcontainers</groupId>
-                <artifactId>postgresql</artifactId>
-                <version>${testcontainers.version}</version>
-                <scope>test</scope>
-            </dependency>
-        </aap:target>
-    </dependencies>
-
-    <build>
-        <plugins>
-            <aap:target id="plugins">
-                <plugin>
-                    <groupId>org.springframework.boot</groupId>
-                    <artifactId>spring-boot-maven-plugin</artifactId>
-                    <configuration>
-                        <excludes>
-                            <exclude>
-                                <groupId>org.projectlombok</groupId>
-                                <artifactId>lombok</artifactId>
-                            </exclude>
-                        </excludes>
-                    </configuration>
-                </plugin>
-                <plugin>
-                    <groupId>org.apache.maven.plugins</groupId>
-                    <artifactId>maven-compiler-plugin</artifactId>
-                    <configuration>
-                        <annotationProcessorPaths>
-                            <path>
-                                <groupId>org.projectlombok</groupId>
-                                <artifactId>lombok</artifactId>
-                                <version>${lombok.version}</version>
-                            </path>
-                            <path>
-                                <groupId>org.mapstruct</groupId>
-                                <artifactId>mapstruct-processor</artifactId>
-                                <version>${mapstruct.version}</version>
-                            </path>
-                        </annotationProcessorPaths>
-                    </configuration>
-                </plugin>
-                <plugin>
-                    <groupId>org.jacoco</groupId>
-                    <artifactId>jacoco-maven-plugin</artifactId>
-                    <version>0.8.11</version>
-                    <executions>
-                        <execution>
-                            <goals>
-                                <goal>prepare-agent</goal>
-                            </goals>
-                        </execution>
-                    </executions>
-                </plugin>
-            </aap:target>
-        </plugins>
-    </build>
-
-    <profiles>
-        <aap:target id="profiles">
-            <profile>
-                <id>dev</id>
-                <activation><activeByDefault>true</activeByDefault></activation>
-            </profile>
-            <profile>
-                <id>staging</id>
-            </profile>
-            <profile>
-                <id>production</id>
-            </profile>
-        </aap:target>
-    </profiles>
-</project>
\ No newline at end of file
diff --git a/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-1.json b/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-1.json
deleted file mode 100644
index 65662bd..0000000
--- a/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "pom-xml-id",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/xml",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "dependencies"
-      },
-      "content": "            <dependency>\n                <groupId>org.springframework.boot</groupId>\n                <artifactId>spring-boot-starter-cache</artifactId>\n            </dependency>\n            <dependency>\n                <groupId>com.github.ben-manes.caffeine</groupId>\n                <artifactId>caffeine</artifactId>\n            </dependency>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-1.txt b/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-1.txt
deleted file mode 100644
index 3c8aa6c..0000000
--- a/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-1.txt
+++ /dev/null
@@ -1,159 +0,0 @@
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
-         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
-    <modelVersion>4.0.0</modelVersion>
-    <aap:target id="project-metadata">
-        <groupId>com.example</groupId>
-        <artifactId>spring-boot-app</artifactId>
-        <version>0.0.1-SNAPSHOT</version>
-    </aap:target>
-
-    <parent>
-        <groupId>org.springframework.boot</groupId>
-        <artifactId>spring-boot-starter-parent</artifactId>
-        <version>3.2.5</version>
-        <relativePath/>
-    </parent>
-
-    <properties>
-        <aap:target id="project-properties">
-            <java.version>21</java.version>
-            <mapstruct.version>1.5.5.Final</mapstruct.version>
-            <springdoc.version>2.5.0</springdoc.version>
-            <testcontainers.version>1.19.7</testcontainers.version>
-        </aap:target>
-    </properties>
-
-    <dependencies>
-        <aap:target id="dependencies">
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-web</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-data-jpa</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-security</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-validation</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.postgresql</groupId>
-                <artifactId>postgresql</artifactId>
-                <scope>runtime</scope>
-            </dependency>
-            <dependency>
-                <groupId>org.flywaydb</groupId>
-                <artifactId>flyway-core</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.projectlombok</groupId>
-                <artifactId>lombok</artifactId>
-                <optional>true</optional>
-            </dependency>
-            <dependency>
-                <groupId>org.mapstruct</groupId>
-                <artifactId>mapstruct</artifactId>
-                <version>${mapstruct.version}</version>
-            </dependency>
-            <dependency>
-                <groupId>org.springdoc</groupId>
-                <artifactId>springdoc-openapi-starter-webmvc-ui</artifactId>
-                <version>${springdoc.version}</version>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-test</artifactId>
-                <scope>test</scope>
-            </dependency>
-            <dependency>
-                <groupId>org.testcontainers</groupId>
-                <artifactId>junit-jupiter</artifactId>
-                <version>${testcontainers.version}</version>
-                <scope>test</scope>
-            </dependency>
-            <dependency>
-                <groupId>org.testcontainers</groupId>
-                <artifactId>postgresql</artifactId>
-                <version>${testcontainers.version}</version>
-                <scope>test</scope>
-            </dependency>
-                    <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-cache</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>com.github.ben-manes.caffeine</groupId>
-                <artifactId>caffeine</artifactId>
-            </dependency>
-</aap:target>
-    </dependencies>
-
-    <build>
-        <plugins>
-            <aap:target id="plugins">
-                <plugin>
-                    <groupId>org.springframework.boot</groupId>
-                    <artifactId>spring-boot-maven-plugin</artifactId>
-                    <configuration>
-                        <excludes>
-                            <exclude>
-                                <groupId>org.projectlombok</groupId>
-                                <artifactId>lombok</artifactId>
-                            </exclude>
-                        </excludes>
-                    </configuration>
-                </plugin>
-                <plugin>
-                    <groupId>org.apache.maven.plugins</groupId>
-                    <artifactId>maven-compiler-plugin</artifactId>
-                    <configuration>
-                        <annotationProcessorPaths>
-                            <path>
-                                <groupId>org.projectlombok</groupId>
-                                <artifactId>lombok</artifactId>
-                                <version>${lombok.version}</version>
-                            </path>
-                            <path>
-                                <groupId>org.mapstruct</groupId>
-                                <artifactId>mapstruct-processor</artifactId>
-                                <version>${mapstruct.version}</version>
-                            </path>
-                        </annotationProcessorPaths>
-                    </configuration>
-                </plugin>
-                <plugin>
-                    <groupId>org.jacoco</groupId>
-                    <artifactId>jacoco-maven-plugin</artifactId>
-                    <version>0.8.11</version>
-                    <executions>
-                        <execution>
-                            <goals>
-                                <goal>prepare-agent</goal>
-                            </goals>
-                        </execution>
-                    </executions>
-                </plugin>
-            </aap:target>
-        </plugins>
-    </build>
-
-    <profiles>
-        <aap:target id="profiles">
-            <profile>
-                <id>dev</id>
-                <activation><activeByDefault>true</activeByDefault></activation>
-            </profile>
-            <profile>
-                <id>staging</id>
-            </profile>
-            <profile>
-                <id>production</id>
-            </profile>
-        </aap:target>
-    </profiles>
-</project>
\ No newline at end of file
diff --git a/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-2.json b/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-2.json
deleted file mode 100644
index db4e324..0000000
--- a/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "pom.xml",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "profiles"
-      },
-      "content": "            <profile>\n                <id>dev</id>\n                <activation><activeByDefault>true</activeByDefault></activation>\n            </profile>\n            <profile>\n                <id>test</id>\n                <properties>\n                    <spring.datasource.url>jdbc:h2:mem:testdb;DB_CLOSE_DELAY=-1</spring.datasource.url>\n                    <spring.datasource.driverClassName>org.h2.Driver</spring.datasource.driverClassName>\n                    <spring.jpa.database-platform>org.hibernate.dialect.H2Dialect</spring.jpa.database-platform>\n                    <logging.level.root>WARN</logging.level.root>\n                </properties>\n                <dependencies>\n                    <dependency>\n                        <groupId>com.h2database</groupId>\n                        <artifactId>h2</artifactId>\n                        <scope>runtime</scope>\n                    </dependency>\n                </dependencies>\n            </profile>\n            <profile>\n                <id>staging</id>\n            </profile>\n            <profile>\n                <id>production</id>\n            </profile>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-2.txt b/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-2.txt
deleted file mode 100644
index ba7ed28..0000000
--- a/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-2.txt
+++ /dev/null
@@ -1,173 +0,0 @@
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
-         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
-    <modelVersion>4.0.0</modelVersion>
-    <aap:target id="project-metadata">
-        <groupId>com.example</groupId>
-        <artifactId>spring-boot-app</artifactId>
-        <version>0.0.1-SNAPSHOT</version>
-    </aap:target>
-
-    <parent>
-        <groupId>org.springframework.boot</groupId>
-        <artifactId>spring-boot-starter-parent</artifactId>
-        <version>3.2.5</version>
-        <relativePath/>
-    </parent>
-
-    <properties>
-        <aap:target id="project-properties">
-            <java.version>21</java.version>
-            <mapstruct.version>1.5.5.Final</mapstruct.version>
-            <springdoc.version>2.5.0</springdoc.version>
-            <testcontainers.version>1.19.7</testcontainers.version>
-        </aap:target>
-    </properties>
-
-    <dependencies>
-        <aap:target id="dependencies">
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-web</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-data-jpa</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-security</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-validation</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.postgresql</groupId>
-                <artifactId>postgresql</artifactId>
-                <scope>runtime</scope>
-            </dependency>
-            <dependency>
-                <groupId>org.flywaydb</groupId>
-                <artifactId>flyway-core</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.projectlombok</groupId>
-                <artifactId>lombok</artifactId>
-                <optional>true</optional>
-            </dependency>
-            <dependency>
-                <groupId>org.mapstruct</groupId>
-                <artifactId>mapstruct</artifactId>
-                <version>${mapstruct.version}</version>
-            </dependency>
-            <dependency>
-                <groupId>org.springdoc</groupId>
-                <artifactId>springdoc-openapi-starter-webmvc-ui</artifactId>
-                <version>${springdoc.version}</version>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-test</artifactId>
-                <scope>test</scope>
-            </dependency>
-            <dependency>
-                <groupId>org.testcontainers</groupId>
-                <artifactId>junit-jupiter</artifactId>
-                <version>${testcontainers.version}</version>
-                <scope>test</scope>
-            </dependency>
-            <dependency>
-                <groupId>org.testcontainers</groupId>
-                <artifactId>postgresql</artifactId>
-                <version>${testcontainers.version}</version>
-                <scope>test</scope>
-            </dependency>
-                    <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-cache</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>com.github.ben-manes.caffeine</groupId>
-                <artifactId>caffeine</artifactId>
-            </dependency>
-</aap:target>
-    </dependencies>
-
-    <build>
-        <plugins>
-            <aap:target id="plugins">
-                <plugin>
-                    <groupId>org.springframework.boot</groupId>
-                    <artifactId>spring-boot-maven-plugin</artifactId>
-                    <configuration>
-                        <excludes>
-                            <exclude>
-                                <groupId>org.projectlombok</groupId>
-                                <artifactId>lombok</artifactId>
-                            </exclude>
-                        </excludes>
-                    </configuration>
-                </plugin>
-                <plugin>
-                    <groupId>org.apache.maven.plugins</groupId>
-                    <artifactId>maven-compiler-plugin</artifactId>
-                    <configuration>
-                        <annotationProcessorPaths>
-                            <path>
-                                <groupId>org.projectlombok</groupId>
-                                <artifactId>lombok</artifactId>
-                                <version>${lombok.version}</version>
-                            </path>
-                            <path>
-                                <groupId>org.mapstruct</groupId>
-                                <artifactId>mapstruct-processor</artifactId>
-                                <version>${mapstruct.version}</version>
-                            </path>
-                        </annotationProcessorPaths>
-                    </configuration>
-                </plugin>
-                <plugin>
-                    <groupId>org.jacoco</groupId>
-                    <artifactId>jacoco-maven-plugin</artifactId>
-                    <version>0.8.11</version>
-                    <executions>
-                        <execution>
-                            <goals>
-                                <goal>prepare-agent</goal>
-                            </goals>
-                        </execution>
-                    </executions>
-                </plugin>
-            </aap:target>
-        </plugins>
-    </build>
-
-    <profiles>
-        <aap:target id="profiles">            <profile>
-                <id>dev</id>
-                <activation><activeByDefault>true</activeByDefault></activation>
-            </profile>
-            <profile>
-                <id>test</id>
-                <properties>
-                    <spring.datasource.url>jdbc:h2:mem:testdb;DB_CLOSE_DELAY=-1</spring.datasource.url>
-                    <spring.datasource.driverClassName>org.h2.Driver</spring.datasource.driverClassName>
-                    <spring.jpa.database-platform>org.hibernate.dialect.H2Dialect</spring.jpa.database-platform>
-                    <logging.level.root>WARN</logging.level.root>
-                </properties>
-                <dependencies>
-                    <dependency>
-                        <groupId>com.h2database</groupId>
-                        <artifactId>h2</artifactId>
-                        <scope>runtime</scope>
-                    </dependency>
-                </dependencies>
-            </profile>
-            <profile>
-                <id>staging</id>
-            </profile>
-            <profile>
-                <id>production</id>
-            </profile></aap:target>
-    </profiles>
-</project>
\ No newline at end of file
diff --git a/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-3.json b/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-3.json
deleted file mode 100644
index d6ee40d..0000000
--- a/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "pom-xml-project",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "plugins"
-      },
-      "content": "                <plugin>\n                    <groupId>com.google.cloud.tools</groupId>\n                    <artifactId>jib-maven-plugin</artifactId>\n                    <version>3.4.2</version>\n                    <configuration>\n                        <from>\n                            <image>gcr.io/distroless/java21-debian12</image>\n                        </from>\n                        <to>\n                            <image>example.com/spring-boot-app:${project.version}</image>\n                        </to>\n                    </configuration>\n                </plugin>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-3.txt b/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-3.txt
deleted file mode 100644
index ec72aab..0000000
--- a/evals/data/experiments/053-xml-maven-pom/outputs/aap/turn-3.txt
+++ /dev/null
@@ -1,186 +0,0 @@
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
-         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
-    <modelVersion>4.0.0</modelVersion>
-    <aap:target id="project-metadata">
-        <groupId>com.example</groupId>
-        <artifactId>spring-boot-app</artifactId>
-        <version>0.0.1-SNAPSHOT</version>
-    </aap:target>
-
-    <parent>
-        <groupId>org.springframework.boot</groupId>
-        <artifactId>spring-boot-starter-parent</artifactId>
-        <version>3.2.5</version>
-        <relativePath/>
-    </parent>
-
-    <properties>
-        <aap:target id="project-properties">
-            <java.version>21</java.version>
-            <mapstruct.version>1.5.5.Final</mapstruct.version>
-            <springdoc.version>2.5.0</springdoc.version>
-            <testcontainers.version>1.19.7</testcontainers.version>
-        </aap:target>
-    </properties>
-
-    <dependencies>
-        <aap:target id="dependencies">
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-web</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-data-jpa</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-security</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-validation</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.postgresql</groupId>
-                <artifactId>postgresql</artifactId>
-                <scope>runtime</scope>
-            </dependency>
-            <dependency>
-                <groupId>org.flywaydb</groupId>
-                <artifactId>flyway-core</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>org.projectlombok</groupId>
-                <artifactId>lombok</artifactId>
-                <optional>true</optional>
-            </dependency>
-            <dependency>
-                <groupId>org.mapstruct</groupId>
-                <artifactId>mapstruct</artifactId>
-                <version>${mapstruct.version}</version>
-            </dependency>
-            <dependency>
-                <groupId>org.springdoc</groupId>
-                <artifactId>springdoc-openapi-starter-webmvc-ui</artifactId>
-                <version>${springdoc.version}</version>
-            </dependency>
-            <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-test</artifactId>
-                <scope>test</scope>
-            </dependency>
-            <dependency>
-                <groupId>org.testcontainers</groupId>
-                <artifactId>junit-jupiter</artifactId>
-                <version>${testcontainers.version}</version>
-                <scope>test</scope>
-            </dependency>
-            <dependency>
-                <groupId>org.testcontainers</groupId>
-                <artifactId>postgresql</artifactId>
-                <version>${testcontainers.version}</version>
-                <scope>test</scope>
-            </dependency>
-                    <dependency>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-starter-cache</artifactId>
-            </dependency>
-            <dependency>
-                <groupId>com.github.ben-manes.caffeine</groupId>
-                <artifactId>caffeine</artifactId>
-            </dependency>
-</aap:target>
-    </dependencies>
-
-    <build>
-        <plugins>
-            <aap:target id="plugins">
-                <plugin>
-                    <groupId>org.springframework.boot</groupId>
-                    <artifactId>spring-boot-maven-plugin</artifactId>
-                    <configuration>
-                        <excludes>
-                            <exclude>
-                                <groupId>org.projectlombok</groupId>
-                                <artifactId>lombok</artifactId>
-                            </exclude>
-                        </excludes>
-                    </configuration>
-                </plugin>
-                <plugin>
-                    <groupId>org.apache.maven.plugins</groupId>
-                    <artifactId>maven-compiler-plugin</artifactId>
-                    <configuration>
-                        <annotationProcessorPaths>
-                            <path>
-                                <groupId>org.projectlombok</groupId>
-                                <artifactId>lombok</artifactId>
-                                <version>${lombok.version}</version>
-                            </path>
-                            <path>
-                                <groupId>org.mapstruct</groupId>
-                                <artifactId>mapstruct-processor</artifactId>
-                                <version>${mapstruct.version}</version>
-                            </path>
-                        </annotationProcessorPaths>
-                    </configuration>
-                </plugin>
-                <plugin>
-                    <groupId>org.jacoco</groupId>
-                    <artifactId>jacoco-maven-plugin</artifactId>
-                    <version>0.8.11</version>
-                    <executions>
-                        <execution>
-                            <goals>
-                                <goal>prepare-agent</goal>
-                            </goals>
-                        </execution>
-                    </executions>
-                </plugin>
-                            <plugin>
-                    <groupId>com.google.cloud.tools</groupId>
-                    <artifactId>jib-maven-plugin</artifactId>
-                    <version>3.4.2</version>
-                    <configuration>
-                        <from>
-                            <image>gcr.io/distroless/java21-debian12</image>
-                        </from>
-                        <to>
-                            <image>example.com/spring-boot-app:${project.version}</image>
-                        </to>
-                    </configuration>
-                </plugin>
-</aap:target>
-        </plugins>
-    </build>
-
-    <profiles>
-        <aap:target id="profiles">            <profile>
-                <id>dev</id>
-                <activation><activeByDefault>true</activeByDefault></activation>
-            </profile>
-            <profile>
-                <id>test</id>
-                <properties>
-                    <spring.datasource.url>jdbc:h2:mem:testdb;DB_CLOSE_DELAY=-1</spring.datasource.url>
-                    <spring.datasource.driverClassName>org.h2.Driver</spring.datasource.driverClassName>
-                    <spring.jpa.database-platform>org.hibernate.dialect.H2Dialect</spring.jpa.database-platform>
-                    <logging.level.root>WARN</logging.level.root>
-                </properties>
-                <dependencies>
-                    <dependency>
-                        <groupId>com.h2database</groupId>
-                        <artifactId>h2</artifactId>
-                        <scope>runtime</scope>
-                    </dependency>
-                </dependencies>
-            </profile>
-            <profile>
-                <id>staging</id>
-            </profile>
-            <profile>
-                <id>production</id>
-            </profile></aap:target>
-    </profiles>
-</project>
\ No newline at end of file
diff --git a/evals/data/experiments/053-xml-maven-pom/outputs/base/turn-0.txt b/evals/data/experiments/053-xml-maven-pom/outputs/base/turn-0.txt
deleted file mode 100644
index 7ae5bf7..0000000
--- a/evals/data/experiments/053-xml-maven-pom/outputs/base/turn-0.txt
+++ /dev/null
@@ -1,151 +0,0 @@
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
-         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
-    <modelVersion>4.0.0</modelVersion>
-    <parent>
-        <groupId>org.springframework.boot</groupId>
-        <artifactId>spring-boot-starter-parent</artifactId>
-        <version>3.2.5</version>
-        <relativePath/>
-    </parent>
-    <groupId>com.example</groupId>
-    <artifactId>application</artifactId>
-    <version>0.0.1-SNAPSHOT</version>
-    <name>application</name>
-
-    <properties>
-        <java.version>21</java.version>
-        <mapstruct.version>1.5.5.Final</mapstruct.version>
-        <springdoc.version>2.5.0</springdoc.version>
-        <testcontainers.version>1.19.7</testcontainers.version>
-    </properties>
-
-    <dependencies>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-web</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-data-jpa</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-security</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-validation</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.postgresql</groupId>
-            <artifactId>postgresql</artifactId>
-            <scope>runtime</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.flywaydb</groupId>
-            <artifactId>flyway-core</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.projectlombok</groupId>
-            <artifactId>lombok</artifactId>
-            <optional>true</optional>
-        </dependency>
-        <dependency>
-            <groupId>org.mapstruct</groupId>
-            <artifactId>mapstruct</artifactId>
-            <version>${mapstruct.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.springdoc</groupId>
-            <artifactId>springdoc-openapi-starter-webmvc-ui</artifactId>
-            <version>${springdoc.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-test</artifactId>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.testcontainers</groupId>
-            <artifactId>postgresql</artifactId>
-            <version>${testcontainers.version}</version>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.testcontainers</groupId>
-            <artifactId>junit-jupiter</artifactId>
-            <version>${testcontainers.version}</version>
-            <scope>test</scope>
-        </dependency>
-    </dependencies>
-
-    <build>
-        <plugins>
-            <plugin>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-maven-plugin</artifactId>
-                <configuration>
-                    <excludes>
-                        <exclude>
-                            <groupId>org.projectlombok</groupId>
-                            <artifactId>lombok</artifactId>
-                        </exclude>
-                    </excludes>
-                </configuration>
-            </plugin>
-            <plugin>
-                <groupId>org.apache.maven.plugins</groupId>
-                <artifactId>maven-compiler-plugin</artifactId>
-                <configuration>
-                    <annotationProcessorPaths>
-                        <path>
-                            <groupId>org.projectlombok</groupId>
-                            <artifactId>lombok</artifactId>
-                            <version>${lombok.version}</version>
-                        </path>
-                        <path>
-                            <groupId>org.mapstruct</groupId>
-                            <artifactId>mapstruct-processor</artifactId>
-                            <version>${mapstruct.version}</version>
-                        </path>
-                    </annotationProcessorPaths>
-                </configuration>
-            </plugin>
-            <plugin>
-                <groupId>org.jacoco</groupId>
-                <artifactId>jacoco-maven-plugin</artifactId>
-                <version>0.8.11</version>
-                <executions>
-                    <execution>
-                        <goals>
-                            <goal>prepare-agent</goal>
-                        </goals>
-                    </execution>
-                    <execution>
-                        <id>report</id>
-                        <phase>test</phase>
-                        <goals>
-                            <goal>report</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
-        </plugins>
-    </build>
-
-    <profiles>
-        <profile>
-            <id>dev</id>
-            <activation><activeByDefault>true</activeByDefault></activation>
-            <properties><env>dev</env></properties>
-        </profile>
-        <profile>
-            <id>staging</id>
-            <properties><env>staging</env></properties>
-        </profile>
-        <profile>
-            <id>production</id>
-            <properties><env>production</env></properties>
-        </profile>
-    </profiles>
-</project>
\ No newline at end of file
diff --git a/evals/data/experiments/053-xml-maven-pom/outputs/base/turn-1.txt b/evals/data/experiments/053-xml-maven-pom/outputs/base/turn-1.txt
deleted file mode 100644
index d1907f2..0000000
--- a/evals/data/experiments/053-xml-maven-pom/outputs/base/turn-1.txt
+++ /dev/null
@@ -1,159 +0,0 @@
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
-         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
-    <modelVersion>4.0.0</modelVersion>
-    <parent>
-        <groupId>org.springframework.boot</groupId>
-        <artifactId>spring-boot-starter-parent</artifactId>
-        <version>3.2.5</version>
-        <relativePath/>
-    </parent>
-    <groupId>com.example</groupId>
-    <artifactId>application</artifactId>
-    <version>0.0.1-SNAPSHOT</version>
-    <name>application</name>
-
-    <properties>
-        <java.version>21</java.version>
-        <mapstruct.version>1.5.5.Final</mapstruct.version>
-        <springdoc.version>2.5.0</springdoc.version>
-        <testcontainers.version>1.19.7</testcontainers.version>
-    </properties>
-
-    <dependencies>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-web</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-data-jpa</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-security</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-validation</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-cache</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>com.github.ben-manes.caffeine</groupId>
-            <artifactId>caffeine</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.postgresql</groupId>
-            <artifactId>postgresql</artifactId>
-            <scope>runtime</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.flywaydb</groupId>
-            <artifactId>flyway-core</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.projectlombok</groupId>
-            <artifactId>lombok</artifactId>
-            <optional>true</optional>
-        </dependency>
-        <dependency>
-            <groupId>org.mapstruct</groupId>
-            <artifactId>mapstruct</artifactId>
-            <version>${mapstruct.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.springdoc</groupId>
-            <artifactId>springdoc-openapi-starter-webmvc-ui</artifactId>
-            <version>${springdoc.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-test</artifactId>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.testcontainers</groupId>
-            <artifactId>postgresql</artifactId>
-            <version>${testcontainers.version}</version>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.testcontainers</groupId>
-            <artifactId>junit-jupiter</artifactId>
-            <version>${testcontainers.version}</version>
-            <scope>test</scope>
-        </dependency>
-    </dependencies>
-
-    <build>
-        <plugins>
-            <plugin>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-maven-plugin</artifactId>
-                <configuration>
-                    <excludes>
-                        <exclude>
-                            <groupId>org.projectlombok</groupId>
-                            <artifactId>lombok</artifactId>
-                        </exclude>
-                    </excludes>
-                </configuration>
-            </plugin>
-            <plugin>
-                <groupId>org.apache.maven.plugins</groupId>
-                <artifactId>maven-compiler-plugin</artifactId>
-                <configuration>
-                    <annotationProcessorPaths>
-                        <path>
-                            <groupId>org.projectlombok</groupId>
-                            <artifactId>lombok</artifactId>
-                            <version>${lombok.version}</version>
-                        </path>
-                        <path>
-                            <groupId>org.mapstruct</groupId>
-                            <artifactId>mapstruct-processor</artifactId>
-                            <version>${mapstruct.version}</version>
-                        </path>
-                    </annotationProcessorPaths>
-                </configuration>
-            </plugin>
-            <plugin>
-                <groupId>org.jacoco</groupId>
-                <artifactId>jacoco-maven-plugin</artifactId>
-                <version>0.8.11</version>
-                <executions>
-                    <execution>
-                        <goals>
-                            <goal>prepare-agent</goal>
-                        </goals>
-                    </execution>
-                    <execution>
-                        <id>report</id>
-                        <phase>test</phase>
-                        <goals>
-                            <goal>report</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
-        </plugins>
-    </build>
-
-    <profiles>
-        <profile>
-            <id>dev</id>
-            <activation><activeByDefault>true</activeByDefault></activation>
-            <properties><env>dev</env></properties>
-        </profile>
-        <profile>
-            <id>staging</id>
-            <properties><env>staging</env></properties>
-        </profile>
-        <profile>
-            <id>production</id>
-            <properties><env>production</env></properties>
-        </profile>
-    </profiles>
-</project>
\ No newline at end of file
diff --git a/evals/data/experiments/053-xml-maven-pom/outputs/base/turn-2.txt b/evals/data/experiments/053-xml-maven-pom/outputs/base/turn-2.txt
deleted file mode 100644
index 76a65f8..0000000
--- a/evals/data/experiments/053-xml-maven-pom/outputs/base/turn-2.txt
+++ /dev/null
@@ -1,175 +0,0 @@
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
-         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
-    <modelVersion>4.0.0</modelVersion>
-    <parent>
-        <groupId>org.springframework.boot</groupId>
-        <artifactId>spring-boot-starter-parent</artifactId>
-        <version>3.2.5</version>
-        <relativePath/>
-    </parent>
-    <groupId>com.example</groupId>
-    <artifactId>application</artifactId>
-    <version>0.0.1-SNAPSHOT</version>
-    <name>application</name>
-
-    <properties>
-        <java.version>21</java.version>
-        <mapstruct.version>1.5.5.Final</mapstruct.version>
-        <springdoc.version>2.5.0</springdoc.version>
-        <testcontainers.version>1.19.7</testcontainers.version>
-    </properties>
-
-    <dependencies>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-web</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-data-jpa</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-security</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-validation</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-cache</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>com.github.ben-manes.caffeine</groupId>
-            <artifactId>caffeine</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.postgresql</groupId>
-            <artifactId>postgresql</artifactId>
-            <scope>runtime</scope>
-        </dependency>
-        <dependency>
-            <groupId>com.h2database</groupId>
-            <artifactId>h2</artifactId>
-            <scope>runtime</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.flywaydb</groupId>
-            <artifactId>flyway-core</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.projectlombok</groupId>
-            <artifactId>lombok</artifactId>
-            <optional>true</optional>
-        </dependency>
-        <dependency>
-            <groupId>org.mapstruct</groupId>
-            <artifactId>mapstruct</artifactId>
-            <version>${mapstruct.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.springdoc</groupId>
-            <artifactId>springdoc-openapi-starter-webmvc-ui</artifactId>
-            <version>${springdoc.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-test</artifactId>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.testcontainers</groupId>
-            <artifactId>postgresql</artifactId>
-            <version>${testcontainers.version}</version>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.testcontainers</groupId>
-            <artifactId>junit-jupiter</artifactId>
-            <version>${testcontainers.version}</version>
-            <scope>test</scope>
-        </dependency>
-    </dependencies>
-
-    <build>
-        <plugins>
-            <plugin>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-maven-plugin</artifactId>
-                <configuration>
-                    <excludes>
-                        <exclude>
-                            <groupId>org.projectlombok</groupId>
-                            <artifactId>lombok</artifactId>
-                        </exclude>
-                    </excludes>
-                </configuration>
-            </plugin>
-            <plugin>
-                <groupId>org.apache.maven.plugins</groupId>
-                <artifactId>maven-compiler-plugin</artifactId>
-                <configuration>
-                    <annotationProcessorPaths>
-                        <path>
-                            <groupId>org.projectlombok</groupId>
-                            <artifactId>lombok</artifactId>
-                            <version>${lombok.version}</version>
-                        </path>
-                        <path>
-                            <groupId>org.mapstruct</groupId>
-                            <artifactId>mapstruct-processor</artifactId>
-                            <version>${mapstruct.version}</version>
-                        </path>
-                    </annotationProcessorPaths>
-                </configuration>
-            </plugin>
-            <plugin>
-                <groupId>org.jacoco</groupId>
-                <artifactId>jacoco-maven-plugin</artifactId>
-                <version>0.8.11</version>
-                <executions>
-                    <execution>
-                        <goals>
-                            <goal>prepare-agent</goal>
-                        </goals>
-                    </execution>
-                    <execution>
-                        <id>report</id>
-                        <phase>test</phase>
-                        <goals>
-                            <goal>report</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
-        </plugins>
-    </build>
-
-    <profiles>
-        <profile>
-            <id>dev</id>
-            <activation><activeByDefault>true</activeByDefault></activation>
-            <properties><env>dev</env></properties>
-        </profile>
-        <profile>
-            <id>test</id>
-            <properties>
-                <env>test</env>
-                <spring.profiles.active>test</spring.profiles.active>
-                <logging.level.root>WARN</logging.level.root>
-                <spring.datasource.url>jdbc:h2:mem:testdb;DB_CLOSE_DELAY=-1</spring.datasource.url>
-                <spring.datasource.driverClassName>org.h2.Driver</spring.datasource.driverClassName>
-                <testcontainers.enabled>false</testcontainers.enabled>
-            </properties>
-        </profile>
-        <profile>
-            <id>staging</id>
-            <properties><env>staging</env></properties>
-        </profile>
-        <profile>
-            <id>production</id>
-            <properties><env>production</env></properties>
-        </profile>
-    </profiles>
-</project>
\ No newline at end of file
diff --git a/evals/data/experiments/053-xml-maven-pom/outputs/base/turn-3.txt b/evals/data/experiments/053-xml-maven-pom/outputs/base/turn-3.txt
deleted file mode 100644
index a65dc4d..0000000
--- a/evals/data/experiments/053-xml-maven-pom/outputs/base/turn-3.txt
+++ /dev/null
@@ -1,188 +0,0 @@
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
-         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
-    <modelVersion>4.0.0</modelVersion>
-    <parent>
-        <groupId>org.springframework.boot</groupId>
-        <artifactId>spring-boot-starter-parent</artifactId>
-        <version>3.2.5</version>
-        <relativePath/>
-    </parent>
-    <groupId>com.example</groupId>
-    <artifactId>application</artifactId>
-    <version>0.0.1-SNAPSHOT</version>
-    <name>application</name>
-
-    <properties>
-        <java.version>21</java.version>
-        <mapstruct.version>1.5.5.Final</mapstruct.version>
-        <springdoc.version>2.5.0</springdoc.version>
-        <testcontainers.version>1.19.7</testcontainers.version>
-    </properties>
-
-    <dependencies>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-web</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-data-jpa</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-security</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-validation</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-cache</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>com.github.ben-manes.caffeine</groupId>
-            <artifactId>caffeine</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.postgresql</groupId>
-            <artifactId>postgresql</artifactId>
-            <scope>runtime</scope>
-        </dependency>
-        <dependency>
-            <groupId>com.h2database</groupId>
-            <artifactId>h2</artifactId>
-            <scope>runtime</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.flywaydb</groupId>
-            <artifactId>flyway-core</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.projectlombok</groupId>
-            <artifactId>lombok</artifactId>
-            <optional>true</optional>
-        </dependency>
-        <dependency>
-            <groupId>org.mapstruct</groupId>
-            <artifactId>mapstruct</artifactId>
-            <version>${mapstruct.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.springdoc</groupId>
-            <artifactId>springdoc-openapi-starter-webmvc-ui</artifactId>
-            <version>${springdoc.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-test</artifactId>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.testcontainers</groupId>
-            <artifactId>postgresql</artifactId>
-            <version>${testcontainers.version}</version>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.testcontainers</groupId>
-            <artifactId>junit-jupiter</artifactId>
-            <version>${testcontainers.version}</version>
-            <scope>test</scope>
-        </dependency>
-    </dependencies>
-
-    <build>
-        <plugins>
-            <plugin>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-maven-plugin</artifactId>
-                <configuration>
-                    <excludes>
-                        <exclude>
-                            <groupId>org.projectlombok</groupId>
-                            <artifactId>lombok</artifactId>
-                        </exclude>
-                    </excludes>
-                </configuration>
-            </plugin>
-            <plugin>
-                <groupId>org.apache.maven.plugins</groupId>
-                <artifactId>maven-compiler-plugin</artifactId>
-                <configuration>
-                    <annotationProcessorPaths>
-                        <path>
-                            <groupId>org.projectlombok</groupId>
-                            <artifactId>lombok</artifactId>
-                            <version>${lombok.version}</version>
-                        </path>
-                        <path>
-                            <groupId>org.mapstruct</groupId>
-                            <artifactId>mapstruct-processor</artifactId>
-                            <version>${mapstruct.version}</version>
-                        </path>
-                    </annotationProcessorPaths>
-                </configuration>
-            </plugin>
-            <plugin>
-                <groupId>org.jacoco</groupId>
-                <artifactId>jacoco-maven-plugin</artifactId>
-                <version>0.8.11</version>
-                <executions>
-                    <execution>
-                        <goals>
-                            <goal>prepare-agent</goal>
-                        </goals>
-                    </execution>
-                    <execution>
-                        <id>report</id>
-                        <phase>test</phase>
-                        <goals>
-                            <goal>report</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
-            <plugin>
-                <groupId>com.google.cloud.tools</groupId>
-                <artifactId>jib-maven-plugin</artifactId>
-                <version>3.4.2</version>
-                <configuration>
-                    <from>
-                        <image>gcr.io/distroless/java21-debian12</image>
-                    </from>
-                    <to>
-                        <image>my-repo/${project.artifactId}:${project.version}</image>
-                    </to>
-                </configuration>
-            </plugin>
-        </plugins>
-    </build>
-
-    <profiles>
-        <profile>
-            <id>dev</id>
-            <activation><activeByDefault>true</activeByDefault></activation>
-            <properties><env>dev</env></properties>
-        </profile>
-        <profile>
-            <id>test</id>
-            <properties>
-                <env>test</env>
-                <spring.profiles.active>test</spring.profiles.active>
-                <logging.level.root>WARN</logging.level.root>
-                <spring.datasource.url>jdbc:h2:mem:testdb;DB_CLOSE_DELAY=-1</spring.datasource.url>
-                <spring.datasource.driverClassName>org.h2.Driver</spring.datasource.driverClassName>
-                <testcontainers.enabled>false</testcontainers.enabled>
-            </properties>
-        </profile>
-        <profile>
-            <id>staging</id>
-            <properties><env>staging</env></properties>
-        </profile>
-        <profile>
-            <id>production</id>
-            <properties><env>production</env></properties>
-        </profile>
-    </profiles>
-</project>
\ No newline at end of file
diff --git a/evals/data/experiments/054-xml-rss-feed/metrics.json b/evals/data/experiments/054-xml-rss-feed/metrics.json
deleted file mode 100644
index 4ac99c7..0000000
--- a/evals/data/experiments/054-xml-rss-feed/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "054-xml-rss-feed",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:28:35.645357+00:00",
-  "format": "application/xml",
-  "base_turn0": {
-    "input_tokens": 117,
-    "output_tokens": 2700,
-    "latency_ms": 13533,
-    "artifact_bytes": 9119,
-    "ttft_ms": 0,
-    "ttlt_ms": 11405,
-    "median_itl_ms": 104.02
-  },
-  "aap_turn0": {
-    "input_tokens": 456,
-    "output_tokens": 2736,
-    "latency_ms": 11998,
-    "artifact_bytes": 9279,
-    "ttft_ms": 0,
-    "ttlt_ms": 11053,
-    "median_itl_ms": 97.64
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add 5 new items about Rust, WebAssembly, and edge computing topics with dates fr",
-        "input_tokens": 2842,
-        "output_tokens": 1047,
-        "latency_ms": 7295,
-        "output_bytes": 3436,
-        "ttft_ms": 0,
-        "ttlt_ms": 4489,
-        "median_itl_ms": 94.02,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the channel-info to change the blog name to 'CodeStream Weekly' and add a",
-        "input_tokens": 3923,
-        "output_tokens": 1105,
-        "latency_ms": 4772,
-        "output_bytes": 3618,
-        "ttft_ms": 0,
-        "ttlt_ms": 3631,
-        "median_itl_ms": 81.55,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Change the category of all AI/ML related items from 'Technology' to 'Artificial ",
-        "input_tokens": 5049,
-        "output_tokens": 1617,
-        "latency_ms": 7253,
-        "output_bytes": 5434,
-        "ttft_ms": 0,
-        "ttlt_ms": 6429,
-        "median_itl_ms": 96.32,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 11814,
-    "total_output_tokens": 3769,
-    "total_latency_ms": 19320
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add 5 new items about Rust, WebAssembly, and edge computing topics with dates fr",
-        "input_tokens": 3867,
-        "output_tokens": 887,
-        "latency_ms": 4298,
-        "output_bytes": 12054,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 2.21,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the channel-info to change the blog name to 'CodeStream Weekly' and add a",
-        "input_tokens": 4692,
-        "output_tokens": 261,
-        "latency_ms": 1762,
-        "output_bytes": 12152,
-        "ttft_ms": 0,
-        "ttlt_ms": 4,
-        "median_itl_ms": 3.32,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 3,
-        "edit": "Change the category of all AI/ML related items from 'Technology' to 'Artificial ",
-        "input_tokens": 4703,
-        "output_tokens": 118,
-        "latency_ms": 2501,
-        "output_bytes": 325,
-        "ttft_ms": 0,
-        "ttlt_ms": 3,
-        "median_itl_ms": 3.53,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 13262,
-    "total_output_tokens": 1266,
-    "total_latency_ms": 8561,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 66.4,
-    "input_token_savings_pct": -12.3,
-    "latency_savings_pct": 55.7
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 117,
-        "base_output": 2700,
-        "base_latency_ms": 13533,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 11405,
-        "base_median_itl_ms": 104.02,
-        "aap_input": 456,
-        "aap_output": 2736,
-        "aap_latency_ms": 11998,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 11053,
-        "aap_median_itl_ms": 97.64
-      },
-      {
-        "turn": 1,
-        "base_input": 2842,
-        "base_output": 1047,
-        "base_latency_ms": 7295,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 4489,
-        "base_median_itl_ms": 94.02,
-        "aap_input": 3867,
-        "aap_output": 887,
-        "aap_latency_ms": 4298,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 2.21,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 3923,
-        "base_output": 1105,
-        "base_latency_ms": 4772,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3631,
-        "base_median_itl_ms": 81.55,
-        "aap_input": 4692,
-        "aap_output": 261,
-        "aap_latency_ms": 1762,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 4,
-        "aap_median_itl_ms": 3.32,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 5049,
-        "base_output": 1617,
-        "base_latency_ms": 7253,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 6429,
-        "base_median_itl_ms": 96.32,
-        "aap_input": 4703,
-        "aap_output": 118,
-        "aap_latency_ms": 2501,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3,
-        "aap_median_itl_ms": 3.53,
-        "envelope_name": "edit",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 11931,
-      "base_output": 6469,
-      "base_combined": 18400,
-      "aap_input": 13718,
-      "aap_output": 4002,
-      "aap_combined": 17720,
-      "base_latency_ms": 32853,
-      "aap_latency_ms": 20559,
-      "output_savings_pct": 38.1,
-      "input_delta_pct": 15.0,
-      "combined_savings_pct": 3.7,
-      "latency_savings_pct": 37.4
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.1262,
-        "token_f1": 0.4253,
-        "base_char_count": 9117,
-        "aap_char_count": 9191,
-        "char_delta_pct": 0.8,
-        "lines_added": 151,
-        "lines_removed": 146,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.0934,
-        "token_f1": 0.2601,
-        "base_char_count": 3436,
-        "aap_char_count": 11966,
-        "char_delta_pct": 248.3,
-        "lines_added": 196,
-        "lines_removed": 56,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.094,
-        "token_f1": 0.2657,
-        "base_char_count": 3618,
-        "aap_char_count": 12064,
-        "char_delta_pct": 233.4,
-        "lines_added": 196,
-        "lines_removed": 58,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0268,
-        "token_f1": 0.0594,
-        "base_char_count": 5434,
-        "aap_char_count": 237,
-        "char_delta_pct": -95.6,
-        "lines_added": 4,
-        "lines_removed": 88,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.0851,
-    "mean_token_f1": 0.2526,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/054-xml-rss-feed/outputs/aap/turn-0.txt b/evals/data/experiments/054-xml-rss-feed/outputs/aap/turn-0.txt
deleted file mode 100644
index b7bdf3a..0000000
--- a/evals/data/experiments/054-xml-rss-feed/outputs/aap/turn-0.txt
+++ /dev/null
@@ -1,156 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<rss version="2.0" xmlns:aap="https://aap.example.com/schema">
-  <channel>
-    <aap:target id="channel-metadata">
-      <title>ByteStream</title>
-      <link>https://bytestream.tech</link>
-      <description>Deep dives into software architecture, DevOps practices, and emerging AI trends.</description>
-      <language>en-us</language>
-      <copyright>Copyright 2023-2024 ByteStream</copyright>
-      <lastBuildDate>Mon, 20 May 2024 10:00:00 GMT</lastBuildDate>
-      <image>
-        <url>https://bytestream.tech/logo.png</url>
-        <title>ByteStream</title>
-        <link>https://bytestream.tech</link>
-      </image>
-    </aap:target>
-
-    <aap:target id="items-list">
-      <item>
-        <title>Mastering Rust Ownership for Concurrent Systems</title>
-        <link>https://bytestream.tech/posts/rust-ownership</link>
-        <description>Exploring the memory safety guarantees provided by the Rust compiler. We break down how ownership rules influence architectural design in multi-threaded environments.</description>
-        <author>jane.doe@bytestream.tech</author>
-        <pubDate>Mon, 20 May 2024 09:00:00 GMT</pubDate>
-        <category>Programming</category>
-        <guid isPermaLink="true">https://bytestream.tech/posts/rust-ownership</guid>
-      </item>
-      <item>
-        <title>Deploying LLMs with KServe on Kubernetes</title>
-        <link>https://bytestream.tech/posts/kserve-llm</link>
-        <description>A guide to scaling Large Language Models using KServe. Learn how to manage inference resources efficiently in a production Kubernetes cluster.</description>
-        <author>devops.guru@bytestream.tech</author>
-        <pubDate>Thu, 16 May 2024 14:30:00 GMT</pubDate>
-        <category>DevOps</category>
-        <guid isPermaLink="true">https://bytestream.tech/posts/kserve-llm</guid>
-      </item>
-      <item>
-        <title>Vector Databases: The Backbone of RAG Applications</title>
-        <link>https://bytestream.tech/posts/vector-dbs</link>
-        <description>How vector databases like Milvus and Pinecone enable semantic search for generative AI. We compare indexing strategies for high-dimensional embeddings.</description>
-        <author>data.arch@bytestream.tech</author>
-        <pubDate>Tue, 14 May 2024 11:20:00 GMT</pubDate>
-        <category>Databases</category>
-        <guid isPermaLink="true">https://bytestream.tech/posts/vector-dbs</guid>
-      </item>
-      <item>
-        <title>Optimizing AWS Lambda Cold Starts</title>
-        <link>https://bytestream.tech/posts/lambda-cold-starts</link>
-        <description>Proven techniques to minimize latency in serverless workloads. We analyze Provisioned Concurrency versus code optimization strategies.</description>
-        <author>cloud.wiz@bytestream.tech</author>
-        <pubDate>Fri, 10 May 2024 08:45:00 GMT</pubDate>
-        <category>Cloud</category>
-        <guid isPermaLink="true">https://bytestream.tech/posts/lambda-cold-starts</guid>
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deleted file mode 100644
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deleted file mode 100644
index ccb33bf..0000000
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diff --git a/evals/data/experiments/054-xml-rss-feed/outputs/aap/turn-3.txt b/evals/data/experiments/054-xml-rss-feed/outputs/aap/turn-3.txt
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deleted file mode 100644
index cc0dc44..0000000
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-      <author>cloud.architect@bytestream.com</author>
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-      <link>https://bytestream.example.com/rust-edge-deployment</link>
-      <description>Edge computing platforms are increasingly supporting Rust-compiled WebAssembly. This guide walks you through deploying your first latency-sensitive function to a global CDN.</description>
-      <author>cloud.architect@bytestream.com</author>
-      <pubDate>Wed, 15 May 2024 09:30:00 GMT</pubDate>
-      <category>Cloud</category>
-      <guid>https://bytestream.example.com/rust-edge-deployment</guid>
-    </item>
-    <item>
-      <title>Benchmarking Edge Runtime Cold Starts</title>
-      <link>https://bytestream.example.com/edge-cold-starts</link>
-      <description>Understanding the performance trade-offs between V8 isolates and Firecracker VMs at the edge is vital. We provide a detailed benchmark of current runtime startup latencies.</description>
-      <author>devops.pro@bytestream.com</author>
-      <pubDate>Mon, 13 May 2024 11:00:00 GMT</pubDate>
-      <category>DevOps</category>
-      <guid>https://bytestream.example.com/edge-cold-starts</guid>
-    </item>
-    <item>
-      <title>Building Browser-Based Data Viz with Rust and WASM</title>
-      <link>https://bytestream.example.com/rust-wasm-viz</link>
-      <description>Bring C++-level performance to your frontend data visualizations. We examine how to bridge the gap between heavy computational tasks in Rust and DOM rendering in JavaScript.</description>
-      <author>alex.dev@bytestream.com</author>
-      <pubDate>Thu, 09 May 2024 16:45:00 GMT</pubDate>
-      <category>Programming</category>
-      <guid>https://bytestream.example.com/rust-wasm-viz</guid>
-    </item>
-  </channel>
-</rss>
\ No newline at end of file
diff --git a/evals/data/experiments/054-xml-rss-feed/outputs/base/turn-2.txt b/evals/data/experiments/054-xml-rss-feed/outputs/base/turn-2.txt
deleted file mode 100644
index 427db00..0000000
--- a/evals/data/experiments/054-xml-rss-feed/outputs/base/turn-2.txt
+++ /dev/null
@@ -1,63 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<rss version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd">
-  <channel>
-    <title>CodeStream Weekly</title>
-    <link>https://bytestream.example.com</link>
-    <description>The latest insights into programming, DevOps, AI, and cloud infrastructure.</description>
-    <language>en-us</language>
-    <copyright>Copyright 2023-2024, CodeStream Weekly</copyright>
-    <lastBuildDate>Tue, 21 May 2024 10:00:00 GMT</lastBuildDate>
-    <itunes:author>ByteStream Editorial Team</itunes:author>
-    <itunes:category text="Technology" />
-    <image>
-      <url>https://bytestream.example.com/logo.png</url>
-      <title>CodeStream Weekly</title>
-      <link>https://bytestream.example.com</link>
-    </image>
-    <item>
-      <title>Zero-Copy Deserialization in Rust</title>
-      <link>https://bytestream.example.com/rust-zero-copy</link>
-      <description>Learn how to minimize memory allocations when processing large JSON datasets in Rust. We explore the Serde crate's powerful zero-copy capabilities for high-performance parsing.</description>
-      <author>alex.dev@bytestream.com</author>
-      <pubDate>Mon, 20 May 2024 10:00:00 GMT</pubDate>
-      <category>Programming</category>
-      <guid>https://bytestream.example.com/rust-zero-copy</guid>
-    </item>
-    <item>
-      <title>WebAssembly Components: The Future of Modular Code</title>
-      <link>https://bytestream.example.com/wasm-components</link>
-      <description>The WASI component model is revolutionizing how we write cross-language modules. Discover how to build binary-compatible code that runs seamlessly in any WebAssembly runtime.</description>
-      <author>alex.dev@bytestream.com</author>
-      <pubDate>Fri, 17 May 2024 14:00:00 GMT</pubDate>
-      <category>Programming</category>
-      <guid>https://bytestream.example.com/wasm-components</guid>
-    </item>
-    <item>
-      <title>Deploying Rust Microservices to the Edge</title>
-      <link>https://bytestream.example.com/rust-edge-deployment</link>
-      <description>Edge computing platforms are increasingly supporting Rust-compiled WebAssembly. This guide walks you through deploying your first latency-sensitive function to a global CDN.</description>
-      <author>cloud.architect@bytestream.com</author>
-      <pubDate>Wed, 15 May 2024 09:30:00 GMT</pubDate>
-      <category>Cloud</category>
-      <guid>https://bytestream.example.com/rust-edge-deployment</guid>
-    </item>
-    <item>
-      <title>Benchmarking Edge Runtime Cold Starts</title>
-      <link>https://bytestream.example.com/edge-cold-starts</link>
-      <description>Understanding the performance trade-offs between V8 isolates and Firecracker VMs at the edge is vital. We provide a detailed benchmark of current runtime startup latencies.</description>
-      <author>devops.pro@bytestream.com</author>
-      <pubDate>Mon, 13 May 2024 11:00:00 GMT</pubDate>
-      <category>DevOps</category>
-      <guid>https://bytestream.example.com/edge-cold-starts</guid>
-    </item>
-    <item>
-      <title>Building Browser-Based Data Viz with Rust and WASM</title>
-      <link>https://bytestream.example.com/rust-wasm-viz</link>
-      <description>Bring C++-level performance to your frontend data visualizations. We examine how to bridge the gap between heavy computational tasks in Rust and DOM rendering in JavaScript.</description>
-      <author>alex.dev@bytestream.com</author>
-      <pubDate>Thu, 09 May 2024 16:45:00 GMT</pubDate>
-      <category>Programming</category>
-      <guid>https://bytestream.example.com/rust-wasm-viz</guid>
-    </item>
-  </channel>
-</rss>
\ No newline at end of file
diff --git a/evals/data/experiments/054-xml-rss-feed/outputs/base/turn-3.txt b/evals/data/experiments/054-xml-rss-feed/outputs/base/turn-3.txt
deleted file mode 100644
index 3953f5f..0000000
--- a/evals/data/experiments/054-xml-rss-feed/outputs/base/turn-3.txt
+++ /dev/null
@@ -1,92 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<rss version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd">
-  <channel>
-    <title>CodeStream Weekly</title>
-    <link>https://bytestream.example.com</link>
-    <description>The latest insights into programming, DevOps, AI, and cloud infrastructure.</description>
-    <language>en-us</language>
-    <copyright>Copyright 2023-2024, CodeStream Weekly</copyright>
-    <lastBuildDate>Tue, 21 May 2024 10:00:00 GMT</lastBuildDate>
-    <itunes:author>ByteStream Editorial Team</itunes:author>
-    <itunes:category text="Technology">
-      <itunes:category text="Artificial Intelligence" />
-    </itunes:category>
-    <image>
-      <url>https://bytestream.example.com/logo.png</url>
-      <title>CodeStream Weekly</title>
-      <link>https://bytestream.example.com</link>
-    </image>
-    <item>
-      <title>The Rise of Localized LLMs</title>
-      <link>https://bytestream.example.com/localized-llms</link>
-      <description>Deploying Large Language Models on edge devices is becoming more feasible with model quantization. Discover how to run private AI models without sacrificing data privacy.</description>
-      <author>ai.expert@bytestream.com</author>
-      <pubDate>Tue, 14 May 2024 11:20:00 GMT</pubDate>
-      <category>Artificial Intelligence</category>
-      <guid>https://bytestream.example.com/localized-llms</guid>
-    </item>
-    <item>
-      <title>Supervised Learning for Predictive Maintenance</title>
-      <link>https://bytestream.example.com/ml-predictive-maintenance</link>
-      <description>Use sensor data to predict equipment failure before it happens. This tutorial walks through training a Random Forest regressor on time-series telemetry data.</description>
-      <author>ai.expert@bytestream.com</author>
-      <pubDate>Thu, 18 Apr 2024 09:30:00 GMT</pubDate>
-      <category>Artificial Intelligence</category>
-      <guid>https://bytestream.example.com/ml-predictive-maintenance</guid>
-    </item>
-    <item>
-      <title>Introduction to Neural Architecture Search</title>
-      <link>https://bytestream.example.com/neural-arch-search</link>
-      <description>Automating the design of neural networks is a game changer for ML engineers. Learn the basic techniques behind NAS and how they improve performance on image classification tasks.</description>
-      <author>ai.expert@bytestream.com</author>
-      <pubDate>Mon, 11 Mar 2024 09:00:00 GMT</pubDate>
-      <category>Artificial Intelligence</category>
-      <guid>https://bytestream.example.com/neural-arch-search</guid>
-    </item>
-    <item>
-      <title>Zero-Copy Deserialization in Rust</title>
-      <link>https://bytestream.example.com/rust-zero-copy</link>
-      <description>Learn how to minimize memory allocations when processing large JSON datasets in Rust. We explore the Serde crate's powerful zero-copy capabilities for high-performance parsing.</description>
-      <author>alex.dev@bytestream.com</author>
-      <pubDate>Mon, 20 May 2024 10:00:00 GMT</pubDate>
-      <category>Programming</category>
-      <guid>https://bytestream.example.com/rust-zero-copy</guid>
-    </item>
-    <item>
-      <title>WebAssembly Components: The Future of Modular Code</title>
-      <link>https://bytestream.example.com/wasm-components</link>
-      <description>The WASI component model is revolutionizing how we write cross-language modules. Discover how to build binary-compatible code that runs seamlessly in any WebAssembly runtime.</description>
-      <author>alex.dev@bytestream.com</author>
-      <pubDate>Fri, 17 May 2024 14:00:00 GMT</pubDate>
-      <category>Programming</category>
-      <guid>https://bytestream.example.com/wasm-components</guid>
-    </item>
-    <item>
-      <title>Deploying Rust Microservices to the Edge</title>
-      <link>https://bytestream.example.com/rust-edge-deployment</link>
-      <description>Edge computing platforms are increasingly supporting Rust-compiled WebAssembly. This guide walks you through deploying your first latency-sensitive function to a global CDN.</description>
-      <author>cloud.architect@bytestream.com</author>
-      <pubDate>Wed, 15 May 2024 09:30:00 GMT</pubDate>
-      <category>Cloud</category>
-      <guid>https://bytestream.example.com/rust-edge-deployment</guid>
-    </item>
-    <item>
-      <title>Benchmarking Edge Runtime Cold Starts</title>
-      <link>https://bytestream.example.com/edge-cold-starts</link>
-      <description>Understanding the performance trade-offs between V8 isolates and Firecracker VMs at the edge is vital. We provide a detailed benchmark of current runtime startup latencies.</description>
-      <author>devops.pro@bytestream.com</author>
-      <pubDate>Mon, 13 May 2024 11:00:00 GMT</pubDate>
-      <category>DevOps</category>
-      <guid>https://bytestream.example.com/edge-cold-starts</guid>
-    </item>
-    <item>
-      <title>Building Browser-Based Data Viz with Rust and WASM</title>
-      <link>https://bytestream.example.com/rust-wasm-viz</link>
-      <description>Bring C++-level performance to your frontend data visualizations. We examine how to bridge the gap between heavy computational tasks in Rust and DOM rendering in JavaScript.</description>
-      <author>alex.dev@bytestream.com</author>
-      <pubDate>Thu, 09 May 2024 16:45:00 GMT</pubDate>
-      <category>Programming</category>
-      <guid>https://bytestream.example.com/rust-wasm-viz</guid>
-    </item>
-  </channel>
-</rss>
\ No newline at end of file
diff --git a/evals/data/experiments/055-java-spring-controller/metrics.json b/evals/data/experiments/055-java-spring-controller/metrics.json
deleted file mode 100644
index e280133..0000000
--- a/evals/data/experiments/055-java-spring-controller/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "055-java-spring-controller",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:29:29.130523+00:00",
-  "format": "text/x-java",
-  "base_turn0": {
-    "input_tokens": 115,
-    "output_tokens": 1276,
-    "latency_ms": 5734,
-    "artifact_bytes": 5204,
-    "ttft_ms": 0,
-    "ttlt_ms": 4789,
-    "median_itl_ms": 85.21
-  },
-  "aap_turn0": {
-    "input_tokens": 454,
-    "output_tokens": 958,
-    "latency_ms": 4835,
-    "artifact_bytes": 3927,
-    "ttft_ms": 0,
-    "ttlt_ms": 4071,
-    "median_itl_ms": 92.58
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new GET /products/export endpoint in the controller that returns products ",
-        "input_tokens": 1417,
-        "output_tokens": 398,
-        "latency_ms": 2202,
-        "output_bytes": 1678,
-        "ttft_ms": 0,
-        "ttlt_ms": 1458,
-        "median_itl_ms": 83.79,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the ProductService to add a bulkUpdatePrices method that accepts a Map<Lo",
-        "input_tokens": 1844,
-        "output_tokens": 686,
-        "latency_ms": 3425,
-        "output_bytes": 2749,
-        "ttft_ms": 0,
-        "ttlt_ms": 2572,
-        "median_itl_ms": 78.35,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite the repository to add a custom @Query method findByPriceRangeAndCategory",
-        "input_tokens": 2560,
-        "output_tokens": 356,
-        "latency_ms": 2046,
-        "output_bytes": 1385,
-        "ttft_ms": 0,
-        "ttlt_ms": 1154,
-        "median_itl_ms": 65.25,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 5821,
-    "total_output_tokens": 1440,
-    "total_latency_ms": 7673
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new GET /products/export endpoint in the controller that returns products ",
-        "input_tokens": 2092,
-        "output_tokens": 676,
-        "latency_ms": 6684,
-        "output_bytes": 1863,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 2.36,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the ProductService to add a bulkUpdatePrices method that accepts a Map<Lo",
-        "input_tokens": 1648,
-        "output_tokens": 440,
-        "latency_ms": 2305,
-        "output_bytes": 1540,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 2.01,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite the repository to add a custom @Query method findByPriceRangeAndCategory",
-        "input_tokens": 1525,
-        "output_tokens": 257,
-        "latency_ms": 1557,
-        "output_bytes": 867,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 1.87,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      }
-    ],
-    "total_input_tokens": 5265,
-    "total_output_tokens": 1373,
-    "total_latency_ms": 10546,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 4.7,
-    "input_token_savings_pct": 9.6,
-    "latency_savings_pct": -37.4
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 115,
-        "base_output": 1276,
-        "base_latency_ms": 5734,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 4789,
-        "base_median_itl_ms": 85.21,
-        "aap_input": 454,
-        "aap_output": 958,
-        "aap_latency_ms": 4835,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 4071,
-        "aap_median_itl_ms": 92.58
-      },
-      {
-        "turn": 1,
-        "base_input": 1417,
-        "base_output": 398,
-        "base_latency_ms": 2202,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 1458,
-        "base_median_itl_ms": 83.79,
-        "aap_input": 2092,
-        "aap_output": 676,
-        "aap_latency_ms": 6684,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 2.36,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1844,
-        "base_output": 686,
-        "base_latency_ms": 3425,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 2572,
-        "base_median_itl_ms": 78.35,
-        "aap_input": 1648,
-        "aap_output": 440,
-        "aap_latency_ms": 2305,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 2.01,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 2560,
-        "base_output": 356,
-        "base_latency_ms": 2046,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 1154,
-        "base_median_itl_ms": 65.25,
-        "aap_input": 1525,
-        "aap_output": 257,
-        "aap_latency_ms": 1557,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 1.87,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 5936,
-      "base_output": 2716,
-      "base_combined": 8652,
-      "aap_input": 5719,
-      "aap_output": 2331,
-      "aap_combined": 8050,
-      "base_latency_ms": 13407,
-      "aap_latency_ms": 15381,
-      "output_savings_pct": 14.2,
-      "input_delta_pct": -3.7,
-      "combined_savings_pct": 7.0,
-      "latency_savings_pct": -14.7
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.315,
-        "token_f1": 0.6284,
-        "base_char_count": 5204,
-        "aap_char_count": 3641,
-        "char_delta_pct": -30.0,
-        "lines_added": 54,
-        "lines_removed": 88,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.3253,
-        "token_f1": 0.2203,
-        "base_char_count": 1678,
-        "aap_char_count": 1863,
-        "char_delta_pct": 11.0,
-        "lines_added": 16,
-        "lines_removed": 49,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.1008,
-        "token_f1": 0.3432,
-        "base_char_count": 2749,
-        "aap_char_count": 1339,
-        "char_delta_pct": -51.3,
-        "lines_added": 27,
-        "lines_removed": 49,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.6286,
-        "token_f1": 0.4783,
-        "base_char_count": 1385,
-        "aap_char_count": 750,
-        "char_delta_pct": -45.8,
-        "lines_added": 4,
-        "lines_removed": 23,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.3424,
-    "mean_token_f1": 0.4175,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-0.java b/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-0.java
deleted file mode 100644
index c467178..0000000
--- a/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-0.java
+++ /dev/null
@@ -1,117 +0,0 @@
-<aap:target id="product-management-package">
-package com.example.product.api;
-
-import org.springframework.boot.SpringApplication;
-import org.springframework.boot.autoconfigure.SpringBootApplication;
-import org.springframework.cache.annotation.EnableCaching;
-
-@SpringBootApplication
-@EnableCaching
-public class ProductApplication {
-    public static void main(String[] args) {
-        SpringApplication.run(ProductApplication.class, args);
-    }
-}
-</aap:target>
-
-<aap:target id="dto-package">
-package com.example.product.dto;
-
-import jakarta.validation.constraints.NotBlank;
-import jakarta.validation.constraints.Positive;
-import java.math.BigDecimal;
-
-public record ProductRequest(@NotBlank String name, @Positive BigDecimal price) {}
-public record ProductResponse(Long id, String name, BigDecimal price) {}
-public record ProductSearchCriteria(String nameQuery, Integer page, Integer size, String sortBy) {}
-public record PagedResponse<T>(java.util.List<T> content, long totalElements, int page) {}
-</aap:target>
-
-<aap:target id="repository-layer">
-package com.example.product.repository;
-
-import com.example.product.model.Product;
-import org.springframework.data.domain.Page;
-import org.springframework.data.domain.Pageable;
-import org.springframework.data.jpa.repository.JpaRepository;
-import org.springframework.stereotype.Repository;
-
-@Repository
-public interface ProductRepository extends JpaRepository<Product, Long> {
-    Page<Product> findByNameContainingIgnoreCase(String name, Pageable pageable);
-}
-</aap:target>
-
-<aap:target id="service-layer">
-package com.example.product.service;
-
-import com.example.product.dto.*;
-import com.example.product.model.Product;
-import com.example.product.repository.ProductRepository;
-import org.springframework.cache.annotation.CacheEvict;
-import org.springframework.cache.annotation.Cacheable;
-import org.springframework.data.domain.*;
-import org.springframework.stereotype.Service;
-
-@Service
-public class ProductService {
-    private final ProductRepository repository;
-
-    public ProductService(ProductRepository repository) { this.repository = repository; }
-
-    @Cacheable(value = "products", key = "#id")
-    public ProductResponse getProduct(Long id) {
-        Product p = repository.findById(id).orElseThrow();
-        return new ProductResponse(p.getId(), p.getName(), p.getPrice());
-    }
-
-    @CacheEvict(value = "products", allEntries = true)
-    public ProductResponse createProduct(ProductRequest req) {
-        Product p = repository.save(new Product(req.name(), req.price()));
-        return new ProductResponse(p.getId(), p.getName(), p.getPrice());
-    }
-}
-</aap:target>
-
-<aap:target id="controller-layer">
-package com.example.product.controller;
-
-import com.example.product.dto.*;
-import com.example.product.service.ProductService;
-import jakarta.validation.Valid;
-import org.springframework.http.ResponseEntity;
-import org.springframework.web.bind.annotation.*;
-
-@RestController
-@RequestMapping("/api/products")
-public class ProductController {
-    private final ProductService service;
-
-    public ProductController(ProductService service) { this.service = service; }
-
-    @PostMapping
-    public ResponseEntity<ProductResponse> create(@Valid @RequestBody ProductRequest request) {
-        return ResponseEntity.ok(service.createProduct(request));
-    }
-
-    @GetMapping("/{id}")
-    public ResponseEntity<ProductResponse> get(@PathVariable Long id) {
-        return ResponseEntity.ok(service.getProduct(id));
-    }
-}
-</aap:target>
-
-<aap:target id="exception-handling">
-package com.example.product.exception;
-
-import org.springframework.http.ResponseEntity;
-import org.springframework.web.bind.annotation.*;
-
-@ControllerAdvice
-public class GlobalExceptionHandler {
-    @ExceptionHandler(Exception.class)
-    public ResponseEntity<String> handleGeneral(Exception e) {
-        return ResponseEntity.internalServerError().body(e.getMessage());
-    }
-}
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-1.java b/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-1.java
deleted file mode 100644
index 51020ab..0000000
--- a/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-1.java
+++ /dev/null
@@ -1,18 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "product-management-system",
-  "version": 2,
-  "name": "edit",
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "controller-layer"
-      },
-      "content": "package com.example.product.controller;\n\nimport com.example.product.dto.*;\nimport com.example.product.service.ProductService;\nimport jakarta.servlet.http.HttpServletResponse;\nimport jakarta.validation.Valid;\nimport org.springframework.http.HttpHeaders;\nimport org.springframework.http.ResponseEntity;\nimport org.springframework.web.bind.annotation.*;\n\nimport java.io.IOException;\nimport java.io.PrintWriter;\nimport java.util.List;\n\n@RestController\n@RequestMapping(\"/api/products\")\npublic class ProductController {\n    private final ProductService service;\n\n    public ProductController(ProductService service) { this.service = service; }\n\n    @PostMapping\n    public ResponseEntity<ProductResponse> create(@Valid @RequestBody ProductRequest request) {\n        return ResponseEntity.ok(service.createProduct(request));\n    }\n\n    @GetMapping(\"/{id}\")\n    public ResponseEntity<ProductResponse> get(@PathVariable Long id) {\n        return ResponseEntity.ok(service.getProduct(id));\n    }\n\n    @GetMapping(\"/export\")\n    public void exportCsv(HttpServletResponse response) throws IOException {\n        response.setContentType(\"text/csv\");\n        response.setHeader(HttpHeaders.CONTENT_DISPOSITION, \"attachment; filename=\\\"products.csv\\\"\");\n\n        List<ProductResponse> products = service.getAllProducts();\n        PrintWriter writer = response.getWriter();\n        writer.println(\"ID,Name,Price\");\n        for (ProductResponse p : products) {\n            writer.printf(\"%d,%s,%f%n\", p.id(), p.name(), p.price());\n        }\n    }\n}"
-    }
-  ]
-}
-"
-}],id:
\ No newline at end of file
diff --git a/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-1.json b/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-1.json
deleted file mode 100644
index 2cb69e8..0000000
--- a/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "product-management-system",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"product-management-system\",\n  \"version\": 2,\n  \"name\": \"edit\",\n  \"content\": [\n    {\n      \"op\": \"insert_after\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"controller-layer\"\n      },\n      \"content\": \"package com.example.product.controller;\\n\\nimport com.example.product.dto.*;\\nimport com.example.product.service.ProductService;\\nimport jakarta.servlet.http.HttpServletResponse;\\nimport jakarta.validation.Valid;\\nimport org.springframework.http.HttpHeaders;\\nimport org.springframework.http.ResponseEntity;\\nimport org.springframework.web.bind.annotation.*;\\n\\nimport java.io.IOException;\\nimport java.io.PrintWriter;\\nimport java.util.List;\\n\\n@RestController\\n@RequestMapping(\\\"/api/products\\\")\\npublic class ProductController {\\n    private final ProductService service;\\n\\n    public ProductController(ProductService service) { this.service = service; }\\n\\n    @PostMapping\\n    public ResponseEntity<ProductResponse> create(@Valid @RequestBody ProductRequest request) {\\n        return ResponseEntity.ok(service.createProduct(request));\\n    }\\n\\n    @GetMapping(\\\"/{id}\\\")\\n    public ResponseEntity<ProductResponse> get(@PathVariable Long id) {\\n        return ResponseEntity.ok(service.getProduct(id));\\n    }\\n\\n    @GetMapping(\\\"/export\\\")\\n    public void exportCsv(HttpServletResponse response) throws IOException {\\n        response.setContentType(\\\"text/csv\\\");\\n        response.setHeader(HttpHeaders.CONTENT_DISPOSITION, \\\"attachment; filename=\\\\\\\"products.csv\\\\\\\"\\\");\\n\\n        List<ProductResponse> products = service.getAllProducts();\\n        PrintWriter writer = response.getWriter();\\n        writer.println(\\\"ID,Name,Price\\\");\\n        for (ProductResponse p : products) {\\n            writer.printf(\\\"%d,%s,%f%n\\\", p.id(), p.name(), p.price());\\n        }\\n    }\\n}\"\n    }\n  ]\n}\n\"\n}],id:"
-    },
-    {
-      "body": "package com.example.product.service;\n\n// ... existing imports ...\nimport java.util.stream.Collectors;\n\n@Service\npublic class ProductService {\n    // ... existing fields and methods ...\n\n    public List<ProductResponse> getAllProducts() {\n        return repository.findAll().stream()\n                .map(p -> new ProductResponse(p.getId(), p.getName(), p.getPrice()))\n                .collect(Collectors.toList());\n    }\n}\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-2.java b/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-2.java
deleted file mode 100644
index 17ac608..0000000
--- a/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-2.java
+++ /dev/null
@@ -1,44 +0,0 @@
-<aap:target id="service-layer">package com.example.product.service;
-
-import com.example.product.dto.*;
-import java.util.List;
-import java.util.Map;
-import java.math.BigDecimal;
-
-public interface ProductService {
-    ProductResponse createProduct(ProductRequest request);
-    ProductResponse getProduct(Long id);
-    List<ProductResponse> getAllProducts();
-    <aap:target id="bulk-update-method-decl">void bulkUpdatePrices(Map<Long, BigDecimal> priceUpdates);</aap:target>
-}</aap:target>
-
-<aap:target id="service-impl-layer">package com.example.product.service.impl;
-
-import com.example.product.service.ProductService;
-import com.example.product.repository.ProductRepository;
-import com.example.product.dto.*;
-import org.springframework.stereotype.Service;
-import org.springframework.transaction.annotation.Transactional;
-import java.util.List;
-import java.util.Map;
-import java.math.BigDecimal;
-
-@Service
-public class ProductServiceImpl implements ProductService {
-    private final ProductRepository repository;
-
-    public ProductServiceImpl(ProductRepository repository) { this.repository = repository; }
-
-    // ... other methods ...
-
-    <aap:target id="bulk-update-method-impl">@Override
-    @Transactional
-    public void bulkUpdatePrices(Map<Long, BigDecimal> priceUpdates) {
-        priceUpdates.forEach((id, newPrice) -> {
-            repository.findById(id).ifPresent(product -> {
-                product.setPrice(newPrice);
-                repository.save(product);
-            });
-        });
-    }</aap:target>
-}</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-2.json b/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-2.json
deleted file mode 100644
index 7a0e619..0000000
--- a/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "product-management-system",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<aap:target id=\"service-layer\">package com.example.product.service;\n\nimport com.example.product.dto.*;\nimport java.util.List;\nimport java.util.Map;\nimport java.math.BigDecimal;\n\npublic interface ProductService {\n    ProductResponse createProduct(ProductRequest request);\n    ProductResponse getProduct(Long id);\n    List<ProductResponse> getAllProducts();\n    <aap:target id=\"bulk-update-method-decl\">void bulkUpdatePrices(Map<Long, BigDecimal> priceUpdates);</aap:target>\n}</aap:target>\n\n<aap:target id=\"service-impl-layer\">package com.example.product.service.impl;\n\nimport com.example.product.service.ProductService;\nimport com.example.product.repository.ProductRepository;\nimport com.example.product.dto.*;\nimport org.springframework.stereotype.Service;\nimport org.springframework.transaction.annotation.Transactional;\nimport java.util.List;\nimport java.util.Map;\nimport java.math.BigDecimal;\n\n@Service\npublic class ProductServiceImpl implements ProductService {\n    private final ProductRepository repository;\n\n    public ProductServiceImpl(ProductRepository repository) { this.repository = repository; }\n\n    // ... other methods ...\n\n    <aap:target id=\"bulk-update-method-impl\">@Override\n    @Transactional\n    public void bulkUpdatePrices(Map<Long, BigDecimal> priceUpdates) {\n        priceUpdates.forEach((id, newPrice) -> {\n            repository.findById(id).ifPresent(product -> {\n                product.setPrice(newPrice);\n                repository.save(product);\n            });\n        });\n    }</aap:target>\n}</aap:target>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-3.java b/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-3.java
deleted file mode 100644
index a474e1f..0000000
--- a/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-3.java
+++ /dev/null
@@ -1,16 +0,0 @@
-<aap:target id="repository-layer">package com.example.product.repository;
-
-import com.example.product.model.Product;
-import org.springframework.data.jpa.repository.JpaRepository;
-import org.springframework.data.jpa.repository.Query;
-import org.springframework.data.repository.query.Param;
-import java.math.BigDecimal;
-import java.util.List;
-
-public interface ProductRepository extends JpaRepository<Product, Long> {
-
-    <aap:target id="find-by-price-range-and-category-method">@Query("SELECT p FROM Product p WHERE p.price BETWEEN :minPrice AND :maxPrice AND p.category = :category")
-    List<Product> findByPriceRangeAndCategory(@Param("minPrice") BigDecimal minPrice, 
-                                             @Param("maxPrice") BigDecimal maxPrice, 
-                                             @Param("category") String category);</aap:target>
-}</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-3.json b/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-3.json
deleted file mode 100644
index 46b9c32..0000000
--- a/evals/data/experiments/055-java-spring-controller/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "product-repository-artifact",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<aap:target id=\"repository-layer\">package com.example.product.repository;\n\nimport com.example.product.model.Product;\nimport org.springframework.data.jpa.repository.JpaRepository;\nimport org.springframework.data.jpa.repository.Query;\nimport org.springframework.data.repository.query.Param;\nimport java.math.BigDecimal;\nimport java.util.List;\n\npublic interface ProductRepository extends JpaRepository<Product, Long> {\n\n    <aap:target id=\"find-by-price-range-and-category-method\">@Query(\"SELECT p FROM Product p WHERE p.price BETWEEN :minPrice AND :maxPrice AND p.category = :category\")\n    List<Product> findByPriceRangeAndCategory(@Param(\"minPrice\") BigDecimal minPrice, \n                                             @Param(\"maxPrice\") BigDecimal maxPrice, \n                                             @Param(\"category\") String category);</aap:target>\n}</aap:target>"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/055-java-spring-controller/outputs/base/turn-0.java b/evals/data/experiments/055-java-spring-controller/outputs/base/turn-0.java
deleted file mode 100644
index 7a24bda..0000000
--- a/evals/data/experiments/055-java-spring-controller/outputs/base/turn-0.java
+++ /dev/null
@@ -1,150 +0,0 @@
-package com.example.product.model;
-
-import jakarta.validation.constraints.NotBlank;
-import jakarta.validation.constraints.NotNull;
-import jakarta.validation.constraints.Positive;
-import java.math.BigDecimal;
-
-public record ProductRequest(
-    @NotBlank(message = "Name is required") String name,
-    @NotBlank(message = "SKU is required") String sku,
-    @NotNull @Positive BigDecimal price
-) {}
-
-package com.example.product.model;
-
-import java.math.BigDecimal;
-
-public record ProductResponse(Long id, String name, String sku, BigDecimal price) {}
-
-package com.example.product.model;
-
-public record ProductSearchCriteria(String name, String sku, Integer page, Integer size, String sortBy) {}
-
-package com.example.product.model;
-
-import java.util.List;
-
-public record PagedResponse<T>(List<T> content, long totalElements, int page, int totalPages) {}
-
-package com.example.product.entity;
-
-import jakarta.persistence.*;
-import lombok.*;
-
-@Entity
-@Getter
-@Setter
-@NoArgsConstructor
-@AllArgsConstructor
-public class Product {
-    @Id
-    @GeneratedValue(strategy = GenerationType.IDENTITY)
-    private Long id;
-    private String name;
-    @Column(unique = true)
-    private String sku;
-    private java.math.BigDecimal price;
-}
-
-package com.example.product.repository;
-
-import com.example.product.entity.Product;
-import org.springframework.data.domain.Page;
-import org.springframework.data.domain.Pageable;
-import org.springframework.data.jpa.repository.JpaRepository;
-import org.springframework.data.jpa.repository.Query;
-import org.springframework.data.repository.query.Param;
-
-public interface ProductRepository extends JpaRepository<Product, Long> {
-    @Query("SELECT p FROM Product p WHERE (:name IS NULL OR p.name LIKE %:name%) AND (:sku IS NULL OR p.sku = :sku)")
-    Page<Product> search(@Param("name") String name, @Param("sku") String sku, Pageable pageable);
-}
-
-package com.example.product.service;
-
-import com.example.product.entity.Product;
-import com.example.product.model.*;
-import com.example.product.repository.ProductRepository;
-import lombok.RequiredArgsConstructor;
-import org.springframework.cache.annotation.CacheEvict;
-import org.springframework.cache.annotation.Cacheable;
-import org.springframework.data.domain.*;
-import org.springframework.stereotype.Service;
-
-import java.util.stream.Collectors;
-
-@Service
-@RequiredArgsConstructor
-public class ProductService {
-    private final ProductRepository repository;
-
-    @Cacheable(value = "products", key = "#id")
-    public ProductResponse getById(Long id) {
-        Product p = repository.findById(id).orElseThrow(() -> new RuntimeException("Not found"));
-        return new ProductResponse(p.getId(), p.getName(), p.getSku(), p.getPrice());
-    }
-
-    public PagedResponse<ProductResponse> search(ProductSearchCriteria criteria) {
-        Pageable pageable = PageRequest.of(criteria.page() != null ? criteria.page() : 0, 
-                                          criteria.size() != null ? criteria.size() : 10, 
-                                          Sort.by(criteria.sortBy() != null ? criteria.sortBy() : "name"));
-        Page<Product> page = repository.search(criteria.name(), criteria.sku(), pageable);
-        return new PagedResponse<>(
-            page.getContent().stream().map(p -> new ProductResponse(p.getId(), p.getName(), p.getSku(), p.getPrice())).collect(Collectors.toList()),
-            page.getTotalElements(), page.getNumber(), page.getTotalPages()
-        );
-    }
-
-    @CacheEvict(value = "products", allEntries = true)
-    public ProductResponse create(ProductRequest req) {
-        Product p = new Product(null, req.name(), req.sku(), req.price());
-        p = repository.save(p);
-        return new ProductResponse(p.getId(), p.getName(), p.getSku(), p.getPrice());
-    }
-}
-
-package com.example.product.controller;
-
-import com.example.product.model.*;
-import com.example.product.service.ProductService;
-import jakarta.validation.Valid;
-import lombok.RequiredArgsConstructor;
-import org.springframework.http.ResponseEntity;
-import org.springframework.web.bind.annotation.*;
-
-@RestController
-@RequestMapping("/api/products")
-@RequiredArgsConstructor
-public class ProductController {
-    private final ProductService service;
-
-    @GetMapping("/{id}")
-    public ResponseEntity<ProductResponse> get(@PathVariable Long id) {
-        return ResponseEntity.ok(service.getById(id));
-    }
-
-    @GetMapping
-    public ResponseEntity<PagedResponse<ProductResponse>> search(ProductSearchCriteria criteria) {
-        return ResponseEntity.ok(service.search(criteria));
-    }
-
-    @PostMapping
-    public ResponseEntity<ProductResponse> create(@Valid @RequestBody ProductRequest request) {
-        return ResponseEntity.ok(service.create(request));
-    }
-}
-
-package com.example.product.exception;
-
-import org.springframework.http.ResponseEntity;
-import org.springframework.web.bind.annotation.ControllerAdvice;
-import org.springframework.web.bind.annotation.ExceptionHandler;
-
-@ControllerAdvice
-public class GlobalExceptionHandler {
-    @ExceptionHandler(RuntimeException.class)
-    public ResponseEntity<String> handle(RuntimeException ex) {
-        return ResponseEntity.status(404).body(ex.getMessage());
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/055-java-spring-controller/outputs/base/turn-1.java b/evals/data/experiments/055-java-spring-controller/outputs/base/turn-1.java
deleted file mode 100644
index a72f73b..0000000
--- a/evals/data/experiments/055-java-spring-controller/outputs/base/turn-1.java
+++ /dev/null
@@ -1,51 +0,0 @@
-package com.example.product.controller;
-
-import com.example.product.entity.Product;
-import com.example.product.repository.ProductRepository;
-import jakarta.servlet.http.HttpServletResponse;
-import lombok.RequiredArgsConstructor;
-import org.springframework.web.bind.annotation.GetMapping;
-import org.springframework.web.bind.annotation.RequestMapping;
-import org.springframework.web.bind.annotation.RestController;
-
-import java.io.IOException;
-import java.io.PrintWriter;
-import java.util.List;
-
-@RestController
-@RequestMapping("/api/products")
-@RequiredArgsConstructor
-public class ProductExportController {
-
-    private final ProductRepository repository;
-
-    /**
-     * Exports all products to a CSV file.
-     * 
-     * @param response HttpServletResponse to set headers and write output
-     * @throws IOException if an I/O error occurs
-     */
-    @GetMapping("/export")
-    public void exportToCsv(HttpServletResponse response) throws IOException {
-        response.setContentType("text/csv");
-        response.setHeader("Content-Disposition", "attachment; filename=\"products.csv\"");
-
-        List<Product> products = repository.findAll();
-
-        try (PrintWriter writer = response.getWriter()) {
-            writer.println("ID,Name,SKU,Price");
-            for (Product p : products) {
-                writer.printf("%d,%s,%s,%s%n", 
-                    p.getId(), 
-                    escapeCsv(p.getName()), 
-                    escapeCsv(p.getSku()), 
-                    p.getPrice());
-            }
-        }
-    }
-
-    private String escapeCsv(String data) {
-        if (data == null) return "";
-        return "\"" + data.replace("\"", "\"\"") + "\"";
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/055-java-spring-controller/outputs/base/turn-2.java b/evals/data/experiments/055-java-spring-controller/outputs/base/turn-2.java
deleted file mode 100644
index 716a0b8..0000000
--- a/evals/data/experiments/055-java-spring-controller/outputs/base/turn-2.java
+++ /dev/null
@@ -1,66 +0,0 @@
-package com.example.product.service;
-
-import com.example.product.entity.Product;
-import com.example.product.model.*;
-import com.example.product.repository.ProductRepository;
-import lombok.RequiredArgsConstructor;
-import org.springframework.cache.annotation.CacheEvict;
-import org.springframework.cache.annotation.Cacheable;
-import org.springframework.data.domain.*;
-import org.springframework.stereotype.Service;
-import org.springframework.transaction.annotation.Transactional;
-
-import java.math.BigDecimal;
-import java.util.List;
-import java.util.Map;
-import java.util.stream.Collectors;
-
-@Service
-@RequiredArgsConstructor
-public class ProductService {
-    private final ProductRepository repository;
-
-    @Cacheable(value = "products", key = "#id")
-    public ProductResponse getById(Long id) {
-        Product p = repository.findById(id).orElseThrow(() -> new RuntimeException("Product not found"));
-        return new ProductResponse(p.getId(), p.getName(), p.getSku(), p.getPrice());
-    }
-
-    /**
-     * Updates multiple product prices in a single transaction.
-     * Clears the 'products' cache after the operation.
-     * 
-     * @param priceUpdates A map of Product ID to new Price
-     */
-    @Transactional
-    @CacheEvict(value = "products", allEntries = true)
-    public void bulkUpdatePrices(Map<Long, BigDecimal> priceUpdates) {
-        List<Product> products = repository.findAllById(priceUpdates.keySet());
-        
-        for (Product product : products) {
-            BigDecimal newPrice = priceUpdates.get(product.getId());
-            if (newPrice != null) {
-                product.setPrice(newPrice);
-            }
-        }
-        repository.saveAll(products);
-    }
-
-    public PagedResponse<ProductResponse> search(ProductSearchCriteria criteria) {
-        Pageable pageable = PageRequest.of(criteria.page() != null ? criteria.page() : 0, 
-                                          criteria.size() != null ? criteria.size() : 10, 
-                                          Sort.by(criteria.sortBy() != null ? criteria.sortBy() : "name"));
-        Page<Product> page = repository.search(criteria.name(), criteria.sku(), pageable);
-        return new PagedResponse<>(
-            page.getContent().stream().map(p -> new ProductResponse(p.getId(), p.getName(), p.getSku(), p.getPrice())).collect(Collectors.toList()),
-            page.getTotalElements(), page.getNumber(), page.getTotalPages()
-        );
-    }
-
-    @CacheEvict(value = "products", allEntries = true)
-    public ProductResponse create(ProductRequest req) {
-        Product p = new Product(null, req.name(), req.sku(), req.price());
-        p = repository.save(p);
-        return new ProductResponse(p.getId(), p.getName(), p.getSku(), p.getPrice());
-    }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/055-java-spring-controller/outputs/base/turn-3.java b/evals/data/experiments/055-java-spring-controller/outputs/base/turn-3.java
deleted file mode 100644
index 308b2ba..0000000
--- a/evals/data/experiments/055-java-spring-controller/outputs/base/turn-3.java
+++ /dev/null
@@ -1,35 +0,0 @@
-package com.example.product.repository;
-
-import com.example.product.entity.Product;
-import org.springframework.data.jpa.repository.JpaRepository;
-import org.springframework.data.jpa.repository.Query;
-import org.springframework.data.repository.query.Param;
-
-import java.math.BigDecimal;
-import java.util.List;
-
-public interface ProductRepository extends JpaRepository<Product, Long> {
-
-    /**
-     * Finds products within a specific price range and belonging to a specific category.
-     * Note: Assumes a 'category' field exists in the Product entity.
-     *
-     * @param minPrice Minimum price boundary
-     * @param maxPrice Maximum price boundary
-     * @param category The category name to filter by
-     * @return List of products matching criteria
-     */
-    @Query("SELECT p FROM Product p WHERE p.price BETWEEN :minPrice AND :maxPrice AND p.category = :category")
-    List<Product> findByPriceRangeAndCategory(
-        @Param("minPrice") BigDecimal minPrice, 
-        @Param("maxPrice") BigDecimal maxPrice, 
-        @Param("category") String category
-    );
-
-    @Query("SELECT p FROM Product p WHERE (:name IS NULL OR p.name LIKE %:name%) AND (:sku IS NULL OR p.sku = :sku)")
-    org.springframework.data.domain.Page<Product> search(
-        @Param("name") String name, 
-        @Param("sku") String sku, 
-        org.springframework.data.domain.Pageable pageable
-    );
-}
\ No newline at end of file
diff --git a/evals/data/experiments/056-ruby-rails-model/eval.json b/evals/data/experiments/056-ruby-rails-model/eval.json
deleted file mode 100644
index ab401b7..0000000
--- a/evals/data/experiments/056-ruby-rails-model/eval.json
+++ /dev/null
@@ -1,47 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.6532,
-      "token_f1": 0.7906,
-      "base_char_count": 1790,
-      "aap_char_count": 1566,
-      "char_delta_pct": -12.5,
-      "lines_added": 26,
-      "lines_removed": 22,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.6772,
-      "token_f1": 0.7676,
-      "base_char_count": 2042,
-      "aap_char_count": 1679,
-      "char_delta_pct": -17.8,
-      "lines_added": 31,
-      "lines_removed": 31,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.6931,
-      "token_f1": 0.7795,
-      "base_char_count": 2138,
-      "aap_char_count": 1772,
-      "char_delta_pct": -17.1,
-      "lines_added": 31,
-      "lines_removed": 32,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.6745,
-  "mean_token_f1": 0.7792,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/056-ruby-rails-model/metrics.json b/evals/data/experiments/056-ruby-rails-model/metrics.json
deleted file mode 100644
index cfd7770..0000000
--- a/evals/data/experiments/056-ruby-rails-model/metrics.json
+++ /dev/null
@@ -1,218 +0,0 @@
-{
-  "experiment_id": "056-ruby-rails-model",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:29:57.963005+00:00",
-  "format": "text/x-ruby",
-  "base_turn0": {
-    "input_tokens": 166,
-    "output_tokens": 597,
-    "latency_ms": 3767,
-    "artifact_bytes": 1879,
-    "ttft_ms": 0,
-    "ttlt_ms": 2407,
-    "median_itl_ms": 102.95
-  },
-  "aap_turn0": {
-    "input_tokens": 505,
-    "output_tokens": 674,
-    "latency_ms": 3737,
-    "artifact_bytes": 2075,
-    "ttft_ms": 0,
-    "ttlt_ms": 2806,
-    "median_itl_ms": 101.68
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'has_many :refunds' association and a 'refund!' method that creates a ",
-        "input_tokens": 798,
-        "output_tokens": 678,
-        "latency_ms": 3094,
-        "output_bytes": 2141,
-        "ttft_ms": 0,
-        "ttlt_ms": 2374,
-        "median_itl_ms": 74.31,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the scopes section to add a 'by_payment_method' scope that accepts :credi",
-        "input_tokens": 1511,
-        "output_tokens": 707,
-        "latency_ms": 3318,
-        "output_bytes": 2237,
-        "ttft_ms": 0,
-        "ttlt_ms": 2555,
-        "median_itl_ms": 91.61,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 2309,
-    "total_output_tokens": 1385,
-    "total_latency_ms": 6412
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'has_many :refunds' association and a 'refund!' method that creates a ",
-        "input_tokens": 1817,
-        "output_tokens": 337,
-        "latency_ms": 2217,
-        "output_bytes": 824,
-        "ttft_ms": 0,
-        "ttlt_ms": 2,
-        "median_itl_ms": 2.07,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the scopes section to add a 'by_payment_method' scope that accepts :credi",
-        "input_tokens": 1437,
-        "output_tokens": 114,
-        "latency_ms": 3581,
-        "output_bytes": 824,
-        "ttft_ms": 0,
-        "ttlt_ms": 3,
-        "median_itl_ms": 2.88,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 3254,
-    "total_output_tokens": 451,
-    "total_latency_ms": 5798,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.5
-  },
-  "comparison": {
-    "output_token_savings_pct": 67.4,
-    "input_token_savings_pct": -40.9,
-    "latency_savings_pct": 9.6
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 166,
-        "base_output": 597,
-        "base_latency_ms": 3767,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 2407,
-        "base_median_itl_ms": 102.95,
-        "aap_input": 505,
-        "aap_output": 674,
-        "aap_latency_ms": 3737,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2806,
-        "aap_median_itl_ms": 101.68
-      },
-      {
-        "turn": 1,
-        "base_input": 798,
-        "base_output": 678,
-        "base_latency_ms": 3094,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 2374,
-        "base_median_itl_ms": 74.31,
-        "aap_input": 1817,
-        "aap_output": 337,
-        "aap_latency_ms": 2217,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 2.07,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1511,
-        "base_output": 707,
-        "base_latency_ms": 3318,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 2555,
-        "base_median_itl_ms": 91.61,
-        "aap_input": 1437,
-        "aap_output": 114,
-        "aap_latency_ms": 3581,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3,
-        "aap_median_itl_ms": 2.88,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 2475,
-      "base_output": 1982,
-      "base_combined": 4457,
-      "aap_input": 3759,
-      "aap_output": 1125,
-      "aap_combined": 4884,
-      "base_latency_ms": 10179,
-      "aap_latency_ms": 9535,
-      "output_savings_pct": 43.2,
-      "input_delta_pct": 51.9,
-      "combined_savings_pct": -9.6,
-      "latency_savings_pct": 6.3
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.2437,
-        "token_f1": 0.7365,
-        "base_char_count": 1879,
-        "aap_char_count": 1740,
-        "char_delta_pct": -7.4,
-        "lines_added": 37,
-        "lines_removed": 27,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.0331,
-        "token_f1": 0.137,
-        "base_char_count": 2141,
-        "aap_char_count": 824,
-        "char_delta_pct": -61.5,
-        "lines_added": 35,
-        "lines_removed": 80,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.032,
-        "token_f1": 0.1391,
-        "base_char_count": 2237,
-        "aap_char_count": 824,
-        "char_delta_pct": -63.2,
-        "lines_added": 35,
-        "lines_removed": 81,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.1029,
-    "mean_token_f1": 0.3375,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-0.rb b/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-0.rb
deleted file mode 100644
index 4cfa72d..0000000
--- a/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-0.rb
+++ /dev/null
@@ -1,83 +0,0 @@
-<aap:target id="order-model">
-class Order < ApplicationRecord
-  <aap:target id="associations">
-  belongs_to :user
-  has_many :order_items, dependent: :destroy
-  has_one :shipping_address, dependent: :destroy
-  has_many :payments, dependent: :destroy
-  </aap:target>
-
-  <aap:target id="constants">
-  STATUSES = %w[pending confirmed shipped delivered cancelled].freeze
-  TAX_RATE = 0.08
-  </aap:target>
-
-  <aap:target id="validations">
-  validates :status, presence: true, inclusion: { in: STATUSES }
-  validates :total_price, presence: true, numericality: { greater_than_or_equal_to: 0 }
-  validate :status_transition_validity, on: :update
-  </aap:target>
-
-  <aap:target id="scopes">
-  scope :recent, -> { order(created_at: :desc) }
-  scope :by_status, ->(status) { where(status: status) }
-  scope :by_date_range, ->(start_date, end_date) { where(created_at: start_date..end_date) }
-  scope :high_value, -> { where("total_price > ?", 500) }
-  scope :pending_shipment, -> { where(status: 'confirmed') }
-  </aap:target>
-
-  <aap:target id="callbacks">
-  before_create :set_initial_status
-  after_update :log_status_change, if: :saved_change_to_status?
-  </aap:target>
-
-  <aap:target id="calculations">
-  def subtotal
-    order_items.sum(&:price)
-  end
-
-  def tax_amount
-    subtotal * TAX_RATE
-  end
-
-  def total
-    subtotal + tax_amount
-  end
-  </aap:target>
-
-  <aap:target id="state-transitions">
-  def can_cancel?
-    %w[pending confirmed].include?(status)
-  end
-
-  def ship!
-    return unless status == 'confirmed'
-    update!(status: 'shipped')
-  end
-
-  def complete!
-    update!(status: 'delivered')
-  end
-
-  def apply_coupon(code)
-    # Logic implementation placeholder
-  end
-  </aap:target>
-
-  private
-
-  def set_initial_status
-    self.status ||= 'pending'
-  end
-
-  def status_transition_validity
-    if status_changed? && status_was == 'delivered'
-      errors.add(:status, "cannot change status of delivered order")
-    end
-  end
-
-  def log_status_change
-    Rails.logger.info "Order #{id} changed from #{status_before_last_save} to #{status}"
-  end
-end
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-1.json b/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-1.json
deleted file mode 100644
index bac26da..0000000
--- a/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "order-model-edit",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "{\n  \"protocol\": \"aap/0.1\",\n  \"id\": \"order-model-edit\",\n  \"version\": 1,\n  \"name\": \"edit\",\n  \"meta\": {\n    \"format\": \"text/html\"\n  },\n  \"content\": [\n    {\n      \"op\": \"insert_after\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"associations\"\n      },\n      \"content\": \"  has_many :refunds, dependent: :destroy\\n\"\n    },\n    {\n      \"op\": \"replace\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"constants\"\n      },\n      \"content\": \"  STATUSES = %w[pending confirmed shipped delivered cancelled refunded].freeze\\n  TAX_RATE = 0.08\\n\"\n    },\n    {\n      \"op\": \"insert_after\",\n      \"target\": {\n        \"type\": \"id\",\n        \"value\": \"state-transitions\"\n      },\n      \"content\": \"  def refund!\\n    transaction do\\n      refunds.create!\\n      update!(status: 'refunded')\\n    end\\n  end\\n\"\n    }\n  ]\n}"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-1.rb b/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-1.rb
deleted file mode 100644
index e3f473e..0000000
--- a/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-1.rb
+++ /dev/null
@@ -1,35 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "order-model-edit",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html"
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "associations"
-      },
-      "content": "  has_many :refunds, dependent: :destroy\n"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "constants"
-      },
-      "content": "  STATUSES = %w[pending confirmed shipped delivered cancelled refunded].freeze\n  TAX_RATE = 0.08\n"
-    },
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "state-transitions"
-      },
-      "content": "  def refund!\n    transaction do\n      refunds.create!\n      update!(status: 'refunded')\n    end\n  end\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-2.json b/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-2.json
deleted file mode 100644
index 329cfb3..0000000
--- a/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "order-model-edit",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "scopes"
-      },
-      "content": "  scope :by_payment_method, ->(method) { where(payment_method: method) if %i[credit_card paypal bank_transfer].include?(method) }\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-2.rb b/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-2.rb
deleted file mode 100644
index e3f473e..0000000
--- a/evals/data/experiments/056-ruby-rails-model/outputs/aap/turn-2.rb
+++ /dev/null
@@ -1,35 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "order-model-edit",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html"
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "associations"
-      },
-      "content": "  has_many :refunds, dependent: :destroy\n"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "constants"
-      },
-      "content": "  STATUSES = %w[pending confirmed shipped delivered cancelled refunded].freeze\n  TAX_RATE = 0.08\n"
-    },
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "state-transitions"
-      },
-      "content": "  def refund!\n    transaction do\n      refunds.create!\n      update!(status: 'refunded')\n    end\n  end\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/056-ruby-rails-model/outputs/base/turn-0.rb b/evals/data/experiments/056-ruby-rails-model/outputs/base/turn-0.rb
deleted file mode 100644
index 36f84ce..0000000
--- a/evals/data/experiments/056-ruby-rails-model/outputs/base/turn-0.rb
+++ /dev/null
@@ -1,72 +0,0 @@
-class Order < ApplicationRecord
-  belongs_to :user
-  has_many :order_items, dependent: :destroy
-  has_one :shipping_address, dependent: :destroy
-  has_many :payments, dependent: :destroy
-
-  enum status: { pending: 0, confirmed: 1, shipped: 2, delivered: 3, cancelled: 4 }
-
-  validates :status, presence: true
-  validates :total_amount, numericality: { greater_than_or_equal_to: 0 }
-  validate :status_transition_valid, on: :update
-
-  scope :recent, -> { order(created_at: :desc) }
-  scope :by_status, ->(status) { where(status: status) }
-  scope :by_date_range, ->(start_date, end_date) { where(created_at: start_date..end_date) }
-  scope :high_value, ->(threshold = 1000) { where("total_amount > ?", threshold) }
-  scope :pending_shipment, -> { where(status: [:confirmed]) }
-
-  before_create :generate_order_number
-  after_update :log_status_change, if: :saved_change_to_status?
-
-  def subtotal
-    order_items.sum(&:price)
-  end
-
-  def tax_amount
-    subtotal * 0.08
-  end
-
-  def total
-    subtotal + tax_amount
-  end
-
-  def apply_coupon(discount)
-    self.total_amount -= discount
-    save
-  end
-
-  def can_cancel?
-    ['pending', 'confirmed'].include?(status)
-  end
-
-  def ship!
-    return unless status == 'confirmed'
-    update!(status: :shipped)
-  end
-
-  def complete!
-    update!(status: :delivered)
-  end
-
-  private
-
-  def generate_order_number
-    self.order_number = "ORD-#{SecureRandom.hex(4).upcase}"
-  end
-
-  def status_transition_valid
-    if status_changed?
-      case status_change_to_hash['status']
-      when ['shipped', 'cancelled']
-        errors.add(:status, "cannot cancel shipped order")
-      when ['delivered', 'cancelled']
-        errors.add(:status, "cannot cancel delivered order")
-      end
-    end
-  end
-
-  def log_status_change
-    Rails.logger.info "Order #{id} changed from #{saved_changes[:status][0]} to #{saved_changes[:status][1]}"
-  end
-end
\ No newline at end of file
diff --git a/evals/data/experiments/056-ruby-rails-model/outputs/base/turn-1.rb b/evals/data/experiments/056-ruby-rails-model/outputs/base/turn-1.rb
deleted file mode 100644
index ef28b68..0000000
--- a/evals/data/experiments/056-ruby-rails-model/outputs/base/turn-1.rb
+++ /dev/null
@@ -1,80 +0,0 @@
-class Order < ApplicationRecord
-  belongs_to :user
-  has_many :order_items, dependent: :destroy
-  has_one :shipping_address, dependent: :destroy
-  has_many :payments, dependent: :destroy
-  has_many :refunds, dependent: :destroy
-
-  enum status: { pending: 0, confirmed: 1, shipped: 2, delivered: 3, cancelled: 4, refunded: 5 }
-
-  validates :status, presence: true
-  validates :total_amount, numericality: { greater_than_or_equal_to: 0 }
-  validate :status_transition_valid, on: :update
-
-  scope :recent, -> { order(created_at: :desc) }
-  scope :by_status, ->(status) { where(status: status) }
-  scope :by_date_range, ->(start_date, end_date) { where(created_at: start_date..end_date) }
-  scope :high_value, ->(threshold = 1000) { where("total_amount > ?", threshold) }
-  scope :pending_shipment, -> { where(status: [:confirmed]) }
-
-  before_create :generate_order_number
-  after_update :log_status_change, if: :saved_change_to_status?
-
-  def subtotal
-    order_items.sum(&:price)
-  end
-
-  def tax_amount
-    subtotal * 0.08
-  end
-
-  def total
-    subtotal + tax_amount
-  end
-
-  def apply_coupon(discount)
-    self.total_amount -= discount
-    save
-  end
-
-  def can_cancel?
-    ['pending', 'confirmed'].include?(status)
-  end
-
-  def ship!
-    return unless status == 'confirmed'
-    update!(status: :shipped)
-  end
-
-  def complete!
-    update!(status: :delivered)
-  end
-
-  def refund!(amount, reason)
-    transaction do
-      refunds.create!(amount: amount, reason: reason)
-      update!(status: :refunded)
-    end
-  end
-
-  private
-
-  def generate_order_number
-    self.order_number = "ORD-#{SecureRandom.hex(4).upcase}"
-  end
-
-  def status_transition_valid
-    if status_changed?
-      old_status, new_status = status_change
-      if old_status == 'shipped' && new_status == 'cancelled'
-        errors.add(:status, "cannot cancel shipped order")
-      elsif old_status == 'delivered' && new_status == 'cancelled'
-        errors.add(:status, "cannot cancel delivered order")
-      end
-    end
-  end
-
-  def log_status_change
-    Rails.logger.info "Order #{id} changed from #{saved_changes[:status][0]} to #{saved_changes[:status][1]}"
-  end
-end
\ No newline at end of file
diff --git a/evals/data/experiments/056-ruby-rails-model/outputs/base/turn-2.rb b/evals/data/experiments/056-ruby-rails-model/outputs/base/turn-2.rb
deleted file mode 100644
index 82490c4..0000000
--- a/evals/data/experiments/056-ruby-rails-model/outputs/base/turn-2.rb
+++ /dev/null
@@ -1,81 +0,0 @@
-class Order < ApplicationRecord
-  belongs_to :user
-  has_many :order_items, dependent: :destroy
-  has_one :shipping_address, dependent: :destroy
-  has_many :payments, dependent: :destroy
-  has_many :refunds, dependent: :destroy
-
-  enum status: { pending: 0, confirmed: 1, shipped: 2, delivered: 3, cancelled: 4, refunded: 5 }
-
-  validates :status, presence: true
-  validates :total_amount, numericality: { greater_than_or_equal_to: 0 }
-  validate :status_transition_valid, on: :update
-
-  scope :recent, -> { order(created_at: :desc) }
-  scope :by_status, ->(status) { where(status: status) }
-  scope :by_date_range, ->(start_date, end_date) { where(created_at: start_date..end_date) }
-  scope :high_value, ->(threshold = 1000) { where("total_amount > ?", threshold) }
-  scope :pending_shipment, -> { where(status: [:confirmed]) }
-  scope :by_payment_method, ->(method) { joins(:payments).where(payments: { method: method }) }
-
-  before_create :generate_order_number
-  after_update :log_status_change, if: :saved_change_to_status?
-
-  def subtotal
-    order_items.sum(&:price)
-  end
-
-  def tax_amount
-    subtotal * 0.08
-  end
-
-  def total
-    subtotal + tax_amount
-  end
-
-  def apply_coupon(discount)
-    self.total_amount -= discount
-    save
-  end
-
-  def can_cancel?
-    ['pending', 'confirmed'].include?(status)
-  end
-
-  def ship!
-    return unless status == 'confirmed'
-    update!(status: :shipped)
-  end
-
-  def complete!
-    update!(status: :delivered)
-  end
-
-  def refund!(amount, reason)
-    transaction do
-      refunds.create!(amount: amount, reason: reason)
-      update!(status: :refunded)
-    end
-  end
-
-  private
-
-  def generate_order_number
-    self.order_number = "ORD-#{SecureRandom.hex(4).upcase}"
-  end
-
-  def status_transition_valid
-    if status_changed?
-      old_status, new_status = status_change
-      if old_status == 'shipped' && new_status == 'cancelled'
-        errors.add(:status, "cannot cancel shipped order")
-      elsif old_status == 'delivered' && new_status == 'cancelled'
-        errors.add(:status, "cannot cancel delivered order")
-      end
-    end
-  end
-
-  def log_status_change
-    Rails.logger.info "Order #{id} changed from #{saved_changes[:status][0]} to #{saved_changes[:status][1]}"
-  end
-end
\ No newline at end of file
diff --git a/evals/data/experiments/057-sql-schema-ecommerce/eval.json b/evals/data/experiments/057-sql-schema-ecommerce/eval.json
deleted file mode 100644
index c323a7d..0000000
--- a/evals/data/experiments/057-sql-schema-ecommerce/eval.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.4269,
-      "token_f1": 0.8475,
-      "base_char_count": 4035,
-      "aap_char_count": 3985,
-      "char_delta_pct": -1.2,
-      "lines_added": 44,
-      "lines_removed": 43,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 1,
-      "sequence_similarity": 0.1107,
-      "token_f1": 0.1241,
-      "base_char_count": 450,
-      "aap_char_count": 4265,
-      "char_delta_pct": 847.8,
-      "lines_added": 120,
-      "lines_removed": 5,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 2,
-      "sequence_similarity": 0.0339,
-      "token_f1": 0.1299,
-      "base_char_count": 480,
-      "aap_char_count": 4364,
-      "char_delta_pct": 809.2,
-      "lines_added": 121,
-      "lines_removed": 13,
-      "rouge_l": null,
-      "bleu": null
-    },
-    {
-      "turn": 3,
-      "sequence_similarity": 0.0765,
-      "token_f1": 0.092,
-      "base_char_count": 393,
-      "aap_char_count": 4652,
-      "char_delta_pct": 1083.7,
-      "lines_added": 127,
-      "lines_removed": 6,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.162,
-  "mean_token_f1": 0.2984,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/057-sql-schema-ecommerce/metrics.json b/evals/data/experiments/057-sql-schema-ecommerce/metrics.json
deleted file mode 100644
index a9749ea..0000000
--- a/evals/data/experiments/057-sql-schema-ecommerce/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "057-sql-schema-ecommerce",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:30:17.711749+00:00",
-  "format": "text/x-sql",
-  "base_turn0": {
-    "input_tokens": 159,
-    "output_tokens": 1334,
-    "latency_ms": 5800,
-    "artifact_bytes": 3987,
-    "ttft_ms": 0,
-    "ttlt_ms": 4903,
-    "median_itl_ms": 95.75
-  },
-  "aap_turn0": {
-    "input_tokens": 498,
-    "output_tokens": 1257,
-    "latency_ms": 5376,
-    "artifact_bytes": 3537,
-    "ttft_ms": 0,
-    "ttlt_ms": 4646,
-    "median_itl_ms": 93.85
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'wishlists' table with columns: id, user_id (FK), product_id (FK), add",
-        "input_tokens": 1538,
-        "output_tokens": 129,
-        "latency_ms": 1341,
-        "output_bytes": 468,
-        "ttft_ms": 0,
-        "ttlt_ms": 525,
-        "median_itl_ms": 86.82,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the seed-data section to add 10 more products across all categories with",
-        "input_tokens": 1708,
-        "output_tokens": 215,
-        "latency_ms": 1590,
-        "output_bytes": 483,
-        "ttft_ms": 0,
-        "ttlt_ms": 867,
-        "median_itl_ms": 85.71,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new materialized view 'monthly_sales_summary' that aggregates total revenu",
-        "input_tokens": 1953,
-        "output_tokens": 125,
-        "latency_ms": 1785,
-        "output_bytes": 408,
-        "ttft_ms": 0,
-        "ttlt_ms": 455,
-        "median_itl_ms": 50.73,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 5199,
-    "total_output_tokens": 469,
-    "total_latency_ms": 4716
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new 'wishlists' table with columns: id, user_id (FK), product_id (FK), add",
-        "input_tokens": 2410,
-        "output_tokens": 150,
-        "latency_ms": 1457,
-        "output_bytes": 3817,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.75,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Rewrite the seed-data section to add 10 more products across all categories with",
-        "input_tokens": 2485,
-        "output_tokens": 1594,
-        "latency_ms": 6450,
-        "output_bytes": 4151,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.24,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "synthesize"
-      },
-      {
-        "turn": 3,
-        "edit": "Add a new materialized view 'monthly_sales_summary' that aggregates total revenu",
-        "input_tokens": 2662,
-        "output_tokens": 162,
-        "latency_ms": 1702,
-        "output_bytes": 4427,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.06,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 7557,
-    "total_output_tokens": 1906,
-    "total_latency_ms": 9609,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": -306.4,
-    "input_token_savings_pct": -45.4,
-    "latency_savings_pct": -103.8
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 159,
-        "base_output": 1334,
-        "base_latency_ms": 5800,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 4903,
-        "base_median_itl_ms": 95.75,
-        "aap_input": 498,
-        "aap_output": 1257,
-        "aap_latency_ms": 5376,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 4646,
-        "aap_median_itl_ms": 93.85
-      },
-      {
-        "turn": 1,
-        "base_input": 1538,
-        "base_output": 129,
-        "base_latency_ms": 1341,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 525,
-        "base_median_itl_ms": 86.82,
-        "aap_input": 2410,
-        "aap_output": 150,
-        "aap_latency_ms": 1457,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.75,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 1708,
-        "base_output": 215,
-        "base_latency_ms": 1590,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 867,
-        "base_median_itl_ms": 85.71,
-        "aap_input": 2485,
-        "aap_output": 1594,
-        "aap_latency_ms": 6450,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.24,
-        "envelope_name": "synthesize",
-        "apply_ok": true
-      },
-      {
-        "turn": 3,
-        "base_input": 1953,
-        "base_output": 125,
-        "base_latency_ms": 1785,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 455,
-        "base_median_itl_ms": 50.73,
-        "aap_input": 2662,
-        "aap_output": 162,
-        "aap_latency_ms": 1702,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.06,
-        "envelope_name": "edit",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 5358,
-      "base_output": 1803,
-      "base_combined": 7161,
-      "aap_input": 8055,
-      "aap_output": 3163,
-      "aap_combined": 11218,
-      "base_latency_ms": 10516,
-      "aap_latency_ms": 14985,
-      "output_savings_pct": -75.4,
-      "input_delta_pct": 50.3,
-      "combined_savings_pct": -56.7,
-      "latency_savings_pct": -42.5
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.1503,
-        "token_f1": 0.7802,
-        "base_char_count": 3987,
-        "aap_char_count": 3424,
-        "char_delta_pct": -14.1,
-        "lines_added": 55,
-        "lines_removed": 64,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.1131,
-        "token_f1": 0.1545,
-        "base_char_count": 468,
-        "aap_char_count": 3704,
-        "char_delta_pct": 691.5,
-        "lines_added": 106,
-        "lines_removed": 5,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0473,
-        "token_f1": 0.1429,
-        "base_char_count": 483,
-        "aap_char_count": 4038,
-        "char_delta_pct": 736.0,
-        "lines_added": 113,
-        "lines_removed": 14,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.0415,
-        "token_f1": 0.1002,
-        "base_char_count": 408,
-        "aap_char_count": 4314,
-        "char_delta_pct": 957.4,
-        "lines_added": 118,
-        "lines_removed": 5,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.0881,
-    "mean_token_f1": 0.2944,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-0.txt b/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-0.txt
deleted file mode 100644
index 9ed25a1..0000000
--- a/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-0.txt
+++ /dev/null
@@ -1,104 +0,0 @@
-<aap:target id="schema">
-CREATE TABLE users (
-    user_id SERIAL PRIMARY KEY,
-    email VARCHAR(255) UNIQUE NOT NULL,
-    password_hash TEXT NOT NULL,
-    full_name VARCHAR(100) NOT NULL,
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE categories (
-    category_id SERIAL PRIMARY KEY,
-    name VARCHAR(50) NOT NULL UNIQUE,
-    description TEXT
-);
-
-CREATE TABLE products (
-    product_id SERIAL PRIMARY KEY,
-    category_id INT REFERENCES categories(category_id),
-    name VARCHAR(255) NOT NULL,
-    price DECIMAL(10, 2) NOT NULL CHECK (price >= 0),
-    stock_quantity INT DEFAULT 0,
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE addresses (
-    address_id SERIAL PRIMARY KEY,
-    user_id INT REFERENCES users(user_id) ON DELETE CASCADE,
-    address_line1 TEXT NOT NULL,
-    city VARCHAR(100) NOT NULL,
-    postal_code VARCHAR(20) NOT NULL
-);
-
-CREATE TABLE orders (
-    order_id SERIAL PRIMARY KEY,
-    user_id INT REFERENCES users(user_id),
-    total_amount DECIMAL(12, 2) NOT NULL,
-    status VARCHAR(50) DEFAULT 'pending',
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE order_items (
-    order_item_id SERIAL PRIMARY KEY,
-    order_id INT REFERENCES orders(order_id) ON DELETE CASCADE,
-    product_id INT REFERENCES products(product_id),
-    quantity INT NOT NULL CHECK (quantity > 0),
-    price_at_purchase DECIMAL(10, 2) NOT NULL
-);
-
-CREATE TABLE reviews (
-    review_id SERIAL PRIMARY KEY,
-    product_id INT REFERENCES products(product_id),
-    user_id INT REFERENCES users(user_id),
-    rating INT CHECK (rating >= 1 AND rating <= 5),
-    comment TEXT,
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE coupons (
-    coupon_id SERIAL PRIMARY KEY,
-    code VARCHAR(20) UNIQUE NOT NULL,
-    discount_percent INT NOT NULL,
-    is_active BOOLEAN DEFAULT TRUE
-);
-
-CREATE INDEX idx_products_category ON products(category_id);
-CREATE INDEX idx_orders_user ON orders(user_id);
-CREATE INDEX idx_order_items_order ON order_items(order_id);
-CREATE INDEX idx_reviews_product ON reviews(product_id);
-</aap:target>
-
-<aap:target id="views">
-CREATE VIEW order_summary AS
-SELECT o.order_id, u.full_name, o.total_amount, o.status, o.created_at
-FROM orders o
-JOIN users u ON o.user_id = u.user_id;
-
-CREATE VIEW product_ratings AS
-SELECT product_id, AVG(rating) as avg_rating, COUNT(*) as review_count
-FROM reviews
-GROUP BY product_id;
-
-CREATE VIEW low_stock_products AS
-SELECT product_id, name, stock_quantity
-FROM products
-WHERE stock_quantity < 5;
-</aap:target>
-
-<aap:target id="seed_data">
-INSERT INTO categories (name) VALUES ('Electronics'), ('Books'), ('Clothing'), ('Home'), ('Toys');
-
-INSERT INTO products (category_id, name, price, stock_quantity) VALUES 
-(1, 'Laptop', 1000.00, 10), (1, 'Mouse', 20.00, 50), (2, 'SQL Guide', 45.00, 100),
-(2, 'Novel', 15.00, 200), (3, 'T-Shirt', 25.00, 80), (3, 'Jeans', 50.00, 40),
-(4, 'Lamp', 30.00, 15), (4, 'Chair', 150.00, 5), (5, 'Puzzle', 10.00, 30), (5, 'Action Figure', 25.00, 20);
-
-INSERT INTO users (email, password_hash, full_name) VALUES 
-('alice@example.com', 'hash1', 'Alice'), ('bob@example.com', 'hash2', 'Bob'), ('charlie@example.com', 'hash3', 'Charlie');
-
-INSERT INTO orders (user_id, total_amount) VALUES 
-(1, 1020.00), (1, 45.00), (2, 75.00), (3, 150.00), (3, 35.00);
-
-INSERT INTO order_items (order_id, product_id, quantity, price_at_purchase) VALUES 
-(1, 1, 1, 1000.00), (1, 2, 1, 20.00), (2, 3, 1, 45.00), (3, 5, 3, 25.00), (4, 8, 1, 150.00), (5, 4, 1, 15.00), (5, 9, 2, 10.00);
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-1.json b/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-1.json
deleted file mode 100644
index f94835f..0000000
--- a/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "schema",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "schema"
-      },
-      "content": "\nCREATE TABLE wishlists (\n    wishlist_id SERIAL PRIMARY KEY,\n    user_id INT REFERENCES users(user_id) ON DELETE CASCADE,\n    product_id INT REFERENCES products(product_id) ON DELETE CASCADE,\n    added_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP,\n    UNIQUE(user_id, product_id)\n);\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-1.txt b/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-1.txt
deleted file mode 100644
index 5835355..0000000
--- a/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-1.txt
+++ /dev/null
@@ -1,112 +0,0 @@
-<aap:target id="schema">
-CREATE TABLE users (
-    user_id SERIAL PRIMARY KEY,
-    email VARCHAR(255) UNIQUE NOT NULL,
-    password_hash TEXT NOT NULL,
-    full_name VARCHAR(100) NOT NULL,
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE categories (
-    category_id SERIAL PRIMARY KEY,
-    name VARCHAR(50) NOT NULL UNIQUE,
-    description TEXT
-);
-
-CREATE TABLE products (
-    product_id SERIAL PRIMARY KEY,
-    category_id INT REFERENCES categories(category_id),
-    name VARCHAR(255) NOT NULL,
-    price DECIMAL(10, 2) NOT NULL CHECK (price >= 0),
-    stock_quantity INT DEFAULT 0,
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE addresses (
-    address_id SERIAL PRIMARY KEY,
-    user_id INT REFERENCES users(user_id) ON DELETE CASCADE,
-    address_line1 TEXT NOT NULL,
-    city VARCHAR(100) NOT NULL,
-    postal_code VARCHAR(20) NOT NULL
-);
-
-CREATE TABLE orders (
-    order_id SERIAL PRIMARY KEY,
-    user_id INT REFERENCES users(user_id),
-    total_amount DECIMAL(12, 2) NOT NULL,
-    status VARCHAR(50) DEFAULT 'pending',
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE order_items (
-    order_item_id SERIAL PRIMARY KEY,
-    order_id INT REFERENCES orders(order_id) ON DELETE CASCADE,
-    product_id INT REFERENCES products(product_id),
-    quantity INT NOT NULL CHECK (quantity > 0),
-    price_at_purchase DECIMAL(10, 2) NOT NULL
-);
-
-CREATE TABLE reviews (
-    review_id SERIAL PRIMARY KEY,
-    product_id INT REFERENCES products(product_id),
-    user_id INT REFERENCES users(user_id),
-    rating INT CHECK (rating >= 1 AND rating <= 5),
-    comment TEXT,
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE coupons (
-    coupon_id SERIAL PRIMARY KEY,
-    code VARCHAR(20) UNIQUE NOT NULL,
-    discount_percent INT NOT NULL,
-    is_active BOOLEAN DEFAULT TRUE
-);
-
-CREATE INDEX idx_products_category ON products(category_id);
-CREATE INDEX idx_orders_user ON orders(user_id);
-CREATE INDEX idx_order_items_order ON order_items(order_id);
-CREATE INDEX idx_reviews_product ON reviews(product_id);
-
-CREATE TABLE wishlists (
-    wishlist_id SERIAL PRIMARY KEY,
-    user_id INT REFERENCES users(user_id) ON DELETE CASCADE,
-    product_id INT REFERENCES products(product_id) ON DELETE CASCADE,
-    added_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP,
-    UNIQUE(user_id, product_id)
-);
-</aap:target>
-
-<aap:target id="views">
-CREATE VIEW order_summary AS
-SELECT o.order_id, u.full_name, o.total_amount, o.status, o.created_at
-FROM orders o
-JOIN users u ON o.user_id = u.user_id;
-
-CREATE VIEW product_ratings AS
-SELECT product_id, AVG(rating) as avg_rating, COUNT(*) as review_count
-FROM reviews
-GROUP BY product_id;
-
-CREATE VIEW low_stock_products AS
-SELECT product_id, name, stock_quantity
-FROM products
-WHERE stock_quantity < 5;
-</aap:target>
-
-<aap:target id="seed_data">
-INSERT INTO categories (name) VALUES ('Electronics'), ('Books'), ('Clothing'), ('Home'), ('Toys');
-
-INSERT INTO products (category_id, name, price, stock_quantity) VALUES 
-(1, 'Laptop', 1000.00, 10), (1, 'Mouse', 20.00, 50), (2, 'SQL Guide', 45.00, 100),
-(2, 'Novel', 15.00, 200), (3, 'T-Shirt', 25.00, 80), (3, 'Jeans', 50.00, 40),
-(4, 'Lamp', 30.00, 15), (4, 'Chair', 150.00, 5), (5, 'Puzzle', 10.00, 30), (5, 'Action Figure', 25.00, 20);
-
-INSERT INTO users (email, password_hash, full_name) VALUES 
-('alice@example.com', 'hash1', 'Alice'), ('bob@example.com', 'hash2', 'Bob'), ('charlie@example.com', 'hash3', 'Charlie');
-
-INSERT INTO orders (user_id, total_amount) VALUES 
-(1, 1020.00), (1, 45.00), (2, 75.00), (3, 150.00), (3, 35.00);
-
-INSERT INTO order_items (order_id, product_id, quantity, price_at_purchase) VALUES 
-(1, 1, 1, 1000.00), (1, 2, 1, 20.00), (2, 3, 1, 45.00), (3, 5, 3, 25.00), (4, 8, 1, 150.00), (5, 4, 1, 15.00), (5, 9, 2, 10.00);
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-2.json b/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-2.json
deleted file mode 100644
index b9a159a..0000000
--- a/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "ecommerce_db_schema_and_data",
-  "version": 1,
-  "name": "synthesize",
-  "meta": {
-    "format": "text/x-sql",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "body": "<aap:target id=\"schema\">\nCREATE TABLE users (\n    user_id SERIAL PRIMARY KEY,\n    email VARCHAR(255) UNIQUE NOT NULL,\n    password_hash TEXT NOT NULL,\n    full_name VARCHAR(100) NOT NULL,\n    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP\n);\n\nCREATE TABLE categories (\n    category_id SERIAL PRIMARY KEY,\n    name VARCHAR(50) NOT NULL UNIQUE,\n    description TEXT\n);\n\nCREATE TABLE products (\n    product_id SERIAL PRIMARY KEY,\n    category_id INT REFERENCES categories(category_id),\n    name VARCHAR(255) NOT NULL,\n    price DECIMAL(10, 2) NOT NULL CHECK (price >= 0),\n    stock_quantity INT DEFAULT 0,\n    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP\n);\n\nCREATE TABLE addresses (\n    address_id SERIAL PRIMARY KEY,\n    user_id INT REFERENCES users(user_id) ON DELETE CASCADE,\n    address_line1 TEXT NOT NULL,\n    city VARCHAR(100) NOT NULL,\n    postal_code VARCHAR(20) NOT NULL\n);\n\nCREATE TABLE orders (\n    order_id SERIAL PRIMARY KEY,\n    user_id INT REFERENCES users(user_id),\n    total_amount DECIMAL(12, 2) NOT NULL,\n    status VARCHAR(50) DEFAULT 'pending',\n    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP\n);\n\nCREATE TABLE order_items (\n    order_item_id SERIAL PRIMARY KEY,\n    order_id INT REFERENCES orders(order_id) ON DELETE CASCADE,\n    product_id INT REFERENCES products(product_id),\n    quantity INT NOT NULL CHECK (quantity > 0),\n    price_at_purchase DECIMAL(10, 2) NOT NULL\n);\n\nCREATE TABLE reviews (\n    review_id SERIAL PRIMARY KEY,\n    product_id INT REFERENCES products(product_id),\n    user_id INT REFERENCES users(user_id),\n    rating INT CHECK (rating >= 1 AND rating <= 5),\n    comment TEXT,\n    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP\n);\n\nCREATE TABLE coupons (\n    coupon_id SERIAL PRIMARY KEY,\n    code VARCHAR(20) UNIQUE NOT NULL,\n    discount_percent INT NOT NULL,\n    is_active BOOLEAN DEFAULT TRUE\n);\n\nCREATE INDEX idx_products_category ON products(category_id);\nCREATE INDEX idx_orders_user ON orders(user_id);\nCREATE INDEX idx_order_items_order ON order_items(order_id);\nCREATE INDEX idx_reviews_product ON reviews(product_id);\n\nCREATE TABLE wishlists (\n    wishlist_id SERIAL PRIMARY KEY,\n    user_id INT REFERENCES users(user_id) ON DELETE CASCADE,\n    product_id INT REFERENCES products(product_id) ON DELETE CASCADE,\n    added_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP,\n    UNIQUE(user_id, product_id)\n);\n</aap:target>\n\n<aap:target id=\"views\">\nCREATE VIEW order_summary AS\nSELECT o.order_id, u.full_name, o.total_amount, o.status, o.created_at\nFROM orders o\nJOIN users u ON o.user_id = u.user_id;\n\nCREATE VIEW product_ratings AS\nSELECT product_id, AVG(rating) as avg_rating, COUNT(*) as review_count\nFROM reviews\nGROUP BY product_id;\n\nCREATE VIEW low_stock_products AS\nSELECT product_id, name, stock_quantity\nFROM products\nWHERE stock_quantity < 5;\n</aap:target>\n\n<aap:target id=\"seed_data\">\nINSERT INTO categories (name) VALUES ('Electronics'), ('Books'), ('Clothing'), ('Home'), ('Toys');\n\nINSERT INTO products (category_id, name, price, stock_quantity) VALUES \n(1, 'Laptop', 1000.00, 10), (1, 'Mouse', 20.00, 50), (2, 'SQL Guide', 45.00, 100),\n(2, 'Novel', 15.00, 200), (3, 'T-Shirt', 25.00, 80), (3, 'Jeans', 50.00, 40),\n(4, 'Lamp', 30.00, 15), (4, 'Chair', 150.00, 5), (5, 'Puzzle', 10.00, 30), (5, 'Action Figure', 25.00, 20),\n(1, 'Wireless Headphones', 89.99, 45), (1, 'Smart Watch', 199.99, 30), (2, 'Sci-Fi Anthology', 22.50, 60),\n(2, 'Cooking Basics', 35.00, 40), (3, 'Winter Jacket', 120.00, 25), (3, 'Running Shoes', 75.00, 55),\n(4, 'Coffee Maker', 49.99, 20), (4, 'Throw Pillow', 19.99, 100), (5, 'Board Game', 29.99, 40), (5, 'Remote Car', 45.00, 15);\n\nINSERT INTO users (email, password_hash, full_name) VALUES \n('alice@example.com', 'hash1', 'Alice'), ('bob@example.com', 'hash2', 'Bob'), ('charlie@example.com', 'hash3', 'Charlie');\n\nINSERT INTO orders (user_id, total_amount) VALUES \n(1, 1020.00), (1, 45.00), (2, 75.00), (3, 150.00), (3, 35.00);\n\nINSERT INTO order_items (order_id, product_id, quantity, price_at_purchase) VALUES \n(1, 1, 1, 1000.00), (1, 2, 1, 20.00), (2, 3, 1, 45.00), (3, 5, 3, 25.00), (4, 8, 1, 150.00), (5, 4, 1, 15.00), (5, 9, 2, 10.00);\n</aap:target>\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-2.txt b/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-2.txt
deleted file mode 100644
index a9368a0..0000000
--- a/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-2.txt
+++ /dev/null
@@ -1,115 +0,0 @@
-<aap:target id="schema">
-CREATE TABLE users (
-    user_id SERIAL PRIMARY KEY,
-    email VARCHAR(255) UNIQUE NOT NULL,
-    password_hash TEXT NOT NULL,
-    full_name VARCHAR(100) NOT NULL,
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE categories (
-    category_id SERIAL PRIMARY KEY,
-    name VARCHAR(50) NOT NULL UNIQUE,
-    description TEXT
-);
-
-CREATE TABLE products (
-    product_id SERIAL PRIMARY KEY,
-    category_id INT REFERENCES categories(category_id),
-    name VARCHAR(255) NOT NULL,
-    price DECIMAL(10, 2) NOT NULL CHECK (price >= 0),
-    stock_quantity INT DEFAULT 0,
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE addresses (
-    address_id SERIAL PRIMARY KEY,
-    user_id INT REFERENCES users(user_id) ON DELETE CASCADE,
-    address_line1 TEXT NOT NULL,
-    city VARCHAR(100) NOT NULL,
-    postal_code VARCHAR(20) NOT NULL
-);
-
-CREATE TABLE orders (
-    order_id SERIAL PRIMARY KEY,
-    user_id INT REFERENCES users(user_id),
-    total_amount DECIMAL(12, 2) NOT NULL,
-    status VARCHAR(50) DEFAULT 'pending',
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE order_items (
-    order_item_id SERIAL PRIMARY KEY,
-    order_id INT REFERENCES orders(order_id) ON DELETE CASCADE,
-    product_id INT REFERENCES products(product_id),
-    quantity INT NOT NULL CHECK (quantity > 0),
-    price_at_purchase DECIMAL(10, 2) NOT NULL
-);
-
-CREATE TABLE reviews (
-    review_id SERIAL PRIMARY KEY,
-    product_id INT REFERENCES products(product_id),
-    user_id INT REFERENCES users(user_id),
-    rating INT CHECK (rating >= 1 AND rating <= 5),
-    comment TEXT,
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE coupons (
-    coupon_id SERIAL PRIMARY KEY,
-    code VARCHAR(20) UNIQUE NOT NULL,
-    discount_percent INT NOT NULL,
-    is_active BOOLEAN DEFAULT TRUE
-);
-
-CREATE INDEX idx_products_category ON products(category_id);
-CREATE INDEX idx_orders_user ON orders(user_id);
-CREATE INDEX idx_order_items_order ON order_items(order_id);
-CREATE INDEX idx_reviews_product ON reviews(product_id);
-
-CREATE TABLE wishlists (
-    wishlist_id SERIAL PRIMARY KEY,
-    user_id INT REFERENCES users(user_id) ON DELETE CASCADE,
-    product_id INT REFERENCES products(product_id) ON DELETE CASCADE,
-    added_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP,
-    UNIQUE(user_id, product_id)
-);
-</aap:target>
-
-<aap:target id="views">
-CREATE VIEW order_summary AS
-SELECT o.order_id, u.full_name, o.total_amount, o.status, o.created_at
-FROM orders o
-JOIN users u ON o.user_id = u.user_id;
-
-CREATE VIEW product_ratings AS
-SELECT product_id, AVG(rating) as avg_rating, COUNT(*) as review_count
-FROM reviews
-GROUP BY product_id;
-
-CREATE VIEW low_stock_products AS
-SELECT product_id, name, stock_quantity
-FROM products
-WHERE stock_quantity < 5;
-</aap:target>
-
-<aap:target id="seed_data">
-INSERT INTO categories (name) VALUES ('Electronics'), ('Books'), ('Clothing'), ('Home'), ('Toys');
-
-INSERT INTO products (category_id, name, price, stock_quantity) VALUES 
-(1, 'Laptop', 1000.00, 10), (1, 'Mouse', 20.00, 50), (2, 'SQL Guide', 45.00, 100),
-(2, 'Novel', 15.00, 200), (3, 'T-Shirt', 25.00, 80), (3, 'Jeans', 50.00, 40),
-(4, 'Lamp', 30.00, 15), (4, 'Chair', 150.00, 5), (5, 'Puzzle', 10.00, 30), (5, 'Action Figure', 25.00, 20),
-(1, 'Wireless Headphones', 89.99, 45), (1, 'Smart Watch', 199.99, 30), (2, 'Sci-Fi Anthology', 22.50, 60),
-(2, 'Cooking Basics', 35.00, 40), (3, 'Winter Jacket', 120.00, 25), (3, 'Running Shoes', 75.00, 55),
-(4, 'Coffee Maker', 49.99, 20), (4, 'Throw Pillow', 19.99, 100), (5, 'Board Game', 29.99, 40), (5, 'Remote Car', 45.00, 15);
-
-INSERT INTO users (email, password_hash, full_name) VALUES 
-('alice@example.com', 'hash1', 'Alice'), ('bob@example.com', 'hash2', 'Bob'), ('charlie@example.com', 'hash3', 'Charlie');
-
-INSERT INTO orders (user_id, total_amount) VALUES 
-(1, 1020.00), (1, 45.00), (2, 75.00), (3, 150.00), (3, 35.00);
-
-INSERT INTO order_items (order_id, product_id, quantity, price_at_purchase) VALUES 
-(1, 1, 1, 1000.00), (1, 2, 1, 20.00), (2, 3, 1, 45.00), (3, 5, 3, 25.00), (4, 8, 1, 150.00), (5, 4, 1, 15.00), (5, 9, 2, 10.00);
-</aap:target>
diff --git a/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-3.json b/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-3.json
deleted file mode 100644
index 3f6766d..0000000
--- a/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "sql-schema-artifact",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "views"
-      },
-      "content": "\nCREATE MATERIALIZED VIEW monthly_sales_summary AS\nSELECT \n    DATE_TRUNC('month', created_at) AS month,\n    SUM(total_amount) AS total_revenue,\n    COUNT(order_id) AS order_count,\n    AVG(total_amount) AS avg_order_value\nFROM orders\nGROUP BY DATE_TRUNC('month', created_at);\n"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-3.txt b/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-3.txt
deleted file mode 100644
index 0ca4a2c..0000000
--- a/evals/data/experiments/057-sql-schema-ecommerce/outputs/aap/turn-3.txt
+++ /dev/null
@@ -1,124 +0,0 @@
-<aap:target id="schema">
-CREATE TABLE users (
-    user_id SERIAL PRIMARY KEY,
-    email VARCHAR(255) UNIQUE NOT NULL,
-    password_hash TEXT NOT NULL,
-    full_name VARCHAR(100) NOT NULL,
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE categories (
-    category_id SERIAL PRIMARY KEY,
-    name VARCHAR(50) NOT NULL UNIQUE,
-    description TEXT
-);
-
-CREATE TABLE products (
-    product_id SERIAL PRIMARY KEY,
-    category_id INT REFERENCES categories(category_id),
-    name VARCHAR(255) NOT NULL,
-    price DECIMAL(10, 2) NOT NULL CHECK (price >= 0),
-    stock_quantity INT DEFAULT 0,
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE addresses (
-    address_id SERIAL PRIMARY KEY,
-    user_id INT REFERENCES users(user_id) ON DELETE CASCADE,
-    address_line1 TEXT NOT NULL,
-    city VARCHAR(100) NOT NULL,
-    postal_code VARCHAR(20) NOT NULL
-);
-
-CREATE TABLE orders (
-    order_id SERIAL PRIMARY KEY,
-    user_id INT REFERENCES users(user_id),
-    total_amount DECIMAL(12, 2) NOT NULL,
-    status VARCHAR(50) DEFAULT 'pending',
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE order_items (
-    order_item_id SERIAL PRIMARY KEY,
-    order_id INT REFERENCES orders(order_id) ON DELETE CASCADE,
-    product_id INT REFERENCES products(product_id),
-    quantity INT NOT NULL CHECK (quantity > 0),
-    price_at_purchase DECIMAL(10, 2) NOT NULL
-);
-
-CREATE TABLE reviews (
-    review_id SERIAL PRIMARY KEY,
-    product_id INT REFERENCES products(product_id),
-    user_id INT REFERENCES users(user_id),
-    rating INT CHECK (rating >= 1 AND rating <= 5),
-    comment TEXT,
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE coupons (
-    coupon_id SERIAL PRIMARY KEY,
-    code VARCHAR(20) UNIQUE NOT NULL,
-    discount_percent INT NOT NULL,
-    is_active BOOLEAN DEFAULT TRUE
-);
-
-CREATE INDEX idx_products_category ON products(category_id);
-CREATE INDEX idx_orders_user ON orders(user_id);
-CREATE INDEX idx_order_items_order ON order_items(order_id);
-CREATE INDEX idx_reviews_product ON reviews(product_id);
-
-CREATE TABLE wishlists (
-    wishlist_id SERIAL PRIMARY KEY,
-    user_id INT REFERENCES users(user_id) ON DELETE CASCADE,
-    product_id INT REFERENCES products(product_id) ON DELETE CASCADE,
-    added_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP,
-    UNIQUE(user_id, product_id)
-);
-</aap:target>
-
-<aap:target id="views">
-CREATE VIEW order_summary AS
-SELECT o.order_id, u.full_name, o.total_amount, o.status, o.created_at
-FROM orders o
-JOIN users u ON o.user_id = u.user_id;
-
-CREATE VIEW product_ratings AS
-SELECT product_id, AVG(rating) as avg_rating, COUNT(*) as review_count
-FROM reviews
-GROUP BY product_id;
-
-CREATE VIEW low_stock_products AS
-SELECT product_id, name, stock_quantity
-FROM products
-WHERE stock_quantity < 5;
-
-CREATE MATERIALIZED VIEW monthly_sales_summary AS
-SELECT 
-    DATE_TRUNC('month', created_at) AS month,
-    SUM(total_amount) AS total_revenue,
-    COUNT(order_id) AS order_count,
-    AVG(total_amount) AS avg_order_value
-FROM orders
-GROUP BY DATE_TRUNC('month', created_at);
-</aap:target>
-
-<aap:target id="seed_data">
-INSERT INTO categories (name) VALUES ('Electronics'), ('Books'), ('Clothing'), ('Home'), ('Toys');
-
-INSERT INTO products (category_id, name, price, stock_quantity) VALUES 
-(1, 'Laptop', 1000.00, 10), (1, 'Mouse', 20.00, 50), (2, 'SQL Guide', 45.00, 100),
-(2, 'Novel', 15.00, 200), (3, 'T-Shirt', 25.00, 80), (3, 'Jeans', 50.00, 40),
-(4, 'Lamp', 30.00, 15), (4, 'Chair', 150.00, 5), (5, 'Puzzle', 10.00, 30), (5, 'Action Figure', 25.00, 20),
-(1, 'Wireless Headphones', 89.99, 45), (1, 'Smart Watch', 199.99, 30), (2, 'Sci-Fi Anthology', 22.50, 60),
-(2, 'Cooking Basics', 35.00, 40), (3, 'Winter Jacket', 120.00, 25), (3, 'Running Shoes', 75.00, 55),
-(4, 'Coffee Maker', 49.99, 20), (4, 'Throw Pillow', 19.99, 100), (5, 'Board Game', 29.99, 40), (5, 'Remote Car', 45.00, 15);
-
-INSERT INTO users (email, password_hash, full_name) VALUES 
-('alice@example.com', 'hash1', 'Alice'), ('bob@example.com', 'hash2', 'Bob'), ('charlie@example.com', 'hash3', 'Charlie');
-
-INSERT INTO orders (user_id, total_amount) VALUES 
-(1, 1020.00), (1, 45.00), (2, 75.00), (3, 150.00), (3, 35.00);
-
-INSERT INTO order_items (order_id, product_id, quantity, price_at_purchase) VALUES 
-(1, 1, 1, 1000.00), (1, 2, 1, 20.00), (2, 3, 1, 45.00), (3, 5, 3, 25.00), (4, 8, 1, 150.00), (5, 4, 1, 15.00), (5, 9, 2, 10.00);
-</aap:target>
diff --git a/evals/data/experiments/057-sql-schema-ecommerce/outputs/base/turn-0.txt b/evals/data/experiments/057-sql-schema-ecommerce/outputs/base/turn-0.txt
deleted file mode 100644
index 4aaa0c1..0000000
--- a/evals/data/experiments/057-sql-schema-ecommerce/outputs/base/turn-0.txt
+++ /dev/null
@@ -1,112 +0,0 @@
-CREATE TABLE users (
-    user_id SERIAL PRIMARY KEY,
-    email VARCHAR(255) UNIQUE NOT NULL,
-    password_hash TEXT NOT NULL,
-    first_name VARCHAR(100),
-    last_name VARCHAR(100),
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE addresses (
-    address_id SERIAL PRIMARY KEY,
-    user_id INTEGER REFERENCES users(user_id) ON DELETE CASCADE,
-    address_line1 TEXT NOT NULL,
-    city VARCHAR(100) NOT NULL,
-    postal_code VARCHAR(20) NOT NULL,
-    is_default BOOLEAN DEFAULT false
-);
-
-CREATE TABLE categories (
-    category_id SERIAL PRIMARY KEY,
-    name VARCHAR(100) NOT NULL,
-    description TEXT
-);
-
-CREATE TABLE products (
-    product_id SERIAL PRIMARY KEY,
-    category_id INTEGER REFERENCES categories(category_id),
-    name VARCHAR(255) NOT NULL,
-    description TEXT,
-    price DECIMAL(12, 2) NOT NULL CHECK (price >= 0),
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE inventory (
-    product_id INTEGER PRIMARY KEY REFERENCES products(product_id),
-    stock_quantity INTEGER NOT NULL DEFAULT 0 CHECK (stock_quantity >= 0)
-);
-
-CREATE TABLE coupons (
-    coupon_id SERIAL PRIMARY KEY,
-    code VARCHAR(50) UNIQUE NOT NULL,
-    discount_percent INTEGER NOT NULL CHECK (discount_percent > 0 AND discount_percent <= 100),
-    expiry_date TIMESTAMPTZ NOT NULL
-);
-
-CREATE TABLE orders (
-    order_id SERIAL PRIMARY KEY,
-    user_id INTEGER REFERENCES users(user_id),
-    coupon_id INTEGER REFERENCES coupons(coupon_id),
-    total_amount DECIMAL(12, 2) NOT NULL,
-    status VARCHAR(50) DEFAULT 'pending',
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE TABLE order_items (
-    order_item_id SERIAL PRIMARY KEY,
-    order_id INTEGER REFERENCES orders(order_id) ON DELETE CASCADE,
-    product_id INTEGER REFERENCES products(product_id),
-    quantity INTEGER NOT NULL CHECK (quantity > 0),
-    price_at_purchase DECIMAL(12, 2) NOT NULL
-);
-
-CREATE TABLE reviews (
-    review_id SERIAL PRIMARY KEY,
-    user_id INTEGER REFERENCES users(user_id),
-    product_id INTEGER REFERENCES products(product_id),
-    rating INTEGER NOT NULL CHECK (rating >= 1 AND rating <= 5),
-    comment TEXT,
-    created_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP
-);
-
-CREATE INDEX idx_orders_user_id ON orders(user_id);
-CREATE INDEX idx_order_items_order_id ON order_items(order_id);
-CREATE INDEX idx_products_category_id ON products(category_id);
-CREATE INDEX idx_reviews_product_id ON reviews(product_id);
-CREATE INDEX idx_order_items_product_id ON order_items(product_id);
-
-CREATE VIEW order_summary AS
-SELECT o.order_id, u.email, o.total_amount, o.status, COUNT(oi.order_item_id) as item_count
-FROM orders o
-JOIN users u ON o.user_id = u.user_id
-JOIN order_items oi ON o.order_id = oi.order_id
-GROUP BY o.order_id, u.email;
-
-CREATE VIEW product_ratings AS
-SELECT product_id, AVG(rating) as avg_rating, COUNT(*) as review_count
-FROM reviews
-GROUP BY product_id;
-
-CREATE VIEW low_stock_products AS
-SELECT p.name, i.stock_quantity
-FROM products p
-JOIN inventory i ON p.product_id = i.product_id
-WHERE i.stock_quantity < 10;
-
-INSERT INTO categories (name) VALUES ('Electronics'), ('Books'), ('Clothing'), ('Home'), ('Toys');
-
-INSERT INTO products (category_id, name, price) VALUES 
-(1, 'Laptop', 999.99), (1, 'Mouse', 25.00), (2, 'SQL Guide', 45.00), (2, 'Fiction Book', 15.00),
-(3, 'T-Shirt', 20.00), (3, 'Jeans', 50.00), (4, 'Lamp', 30.00), (4, 'Chair', 120.00),
-(5, 'Lego Set', 80.00), (5, 'Puzzle', 10.00);
-
-INSERT INTO inventory (product_id, stock_quantity) SELECT product_id, 20 FROM products;
-
-INSERT INTO users (email, password_hash) VALUES 
-('alice@example.com', 'hash1'), ('bob@example.com', 'hash2'), ('charlie@example.com', 'hash3');
-
-INSERT INTO orders (user_id, total_amount) VALUES 
-(1, 1024.99), (1, 20.00), (2, 45.00), (3, 80.00), (3, 15.00);
-
-INSERT INTO order_items (order_id, product_id, quantity, price_at_purchase) VALUES 
-(1, 1, 1, 999.99), (1, 2, 1, 25.00), (2, 5, 1, 20.00), (3, 3, 1, 45.00), (4, 9, 1, 80.00), (5, 4, 1, 15.00);
\ No newline at end of file
diff --git a/evals/data/experiments/057-sql-schema-ecommerce/outputs/base/turn-1.txt b/evals/data/experiments/057-sql-schema-ecommerce/outputs/base/turn-1.txt
deleted file mode 100644
index c44dca9..0000000
--- a/evals/data/experiments/057-sql-schema-ecommerce/outputs/base/turn-1.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-CREATE TABLE wishlists (
-    wishlist_id SERIAL PRIMARY KEY,
-    user_id INTEGER NOT NULL REFERENCES users(user_id) ON DELETE CASCADE,
-    product_id INTEGER NOT NULL REFERENCES products(product_id) ON DELETE CASCADE,
-    added_at TIMESTAMPTZ DEFAULT CURRENT_TIMESTAMP,
-    CONSTRAINT unique_user_product_wishlist UNIQUE (user_id, product_id)
-);
-
-CREATE INDEX idx_wishlists_user_id ON wishlists(user_id);
-CREATE INDEX idx_wishlists_product_id ON wishlists(product_id);
\ No newline at end of file
diff --git a/evals/data/experiments/057-sql-schema-ecommerce/outputs/base/turn-2.txt b/evals/data/experiments/057-sql-schema-ecommerce/outputs/base/turn-2.txt
deleted file mode 100644
index f8bd52e..0000000
--- a/evals/data/experiments/057-sql-schema-ecommerce/outputs/base/turn-2.txt
+++ /dev/null
@@ -1,16 +0,0 @@
-INSERT INTO products (category_id, name, price) VALUES 
-(1, 'Wireless Headphones', 149.99),
-(1, 'Smartwatch', 199.99),
-(2, 'Sci-Fi Novel', 19.99),
-(2, 'Cooking Textbook', 39.99),
-(3, 'Running Shoes', 89.99),
-(3, 'Winter Jacket', 129.99),
-(4, 'Coffee Maker', 85.50),
-(4, 'Desk Lamp', 35.00),
-(5, 'Action Figure', 24.99),
-(5, 'Board Game', 49.99);
-
-INSERT INTO inventory (product_id, stock_quantity)
-SELECT product_id, floor(random() * 50 + 1)::int
-FROM products
-WHERE product_id > 10;
\ No newline at end of file
diff --git a/evals/data/experiments/057-sql-schema-ecommerce/outputs/base/turn-3.txt b/evals/data/experiments/057-sql-schema-ecommerce/outputs/base/turn-3.txt
deleted file mode 100644
index bdf3a90..0000000
--- a/evals/data/experiments/057-sql-schema-ecommerce/outputs/base/turn-3.txt
+++ /dev/null
@@ -1,11 +0,0 @@
-CREATE MATERIALIZED VIEW monthly_sales_summary AS
-SELECT 
-    EXTRACT(YEAR FROM created_at) AS order_year,
-    EXTRACT(MONTH FROM created_at) AS order_month,
-    SUM(total_amount) AS total_revenue,
-    COUNT(order_id) AS order_count,
-    AVG(total_amount) AS average_order_value
-FROM orders
-GROUP BY 1, 2;
-
-CREATE UNIQUE INDEX idx_monthly_sales_summary_date ON monthly_sales_summary(order_year, order_month);
\ No newline at end of file
diff --git a/evals/data/experiments/058-json-eslintrc/eval.json b/evals/data/experiments/058-json-eslintrc/eval.json
deleted file mode 100644
index afe6575..0000000
--- a/evals/data/experiments/058-json-eslintrc/eval.json
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-  "per_turn": [
-    {
-      "turn": 0,
-      "sequence_similarity": 0.3797,
-      "token_f1": 0.875,
-      "base_char_count": 597,
-      "aap_char_count": 625,
-      "char_delta_pct": 4.7,
-      "lines_added": 18,
-      "lines_removed": 14,
-      "rouge_l": null,
-      "bleu": null
-    }
-  ],
-  "mean_sequence_similarity": 0.3797,
-  "mean_token_f1": 0.875,
-  "mean_rouge_l": null,
-  "mean_bleu": null,
-  "judge_comparisons": null,
-  "mean_base_judge": null,
-  "mean_aap_judge": null
-}
diff --git a/evals/data/experiments/058-json-eslintrc/metrics.json b/evals/data/experiments/058-json-eslintrc/metrics.json
deleted file mode 100644
index 8d50c36..0000000
--- a/evals/data/experiments/058-json-eslintrc/metrics.json
+++ /dev/null
@@ -1,218 +0,0 @@
-{
-  "experiment_id": "058-json-eslintrc",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:30:43.248278+00:00",
-  "format": "application/json",
-  "base_turn0": {
-    "input_tokens": 53,
-    "output_tokens": 211,
-    "latency_ms": 1410,
-    "artifact_bytes": 609,
-    "ttft_ms": 0,
-    "ttlt_ms": 564,
-    "median_itl_ms": 63.45
-  },
-  "aap_turn0": {
-    "input_tokens": 392,
-    "output_tokens": 287,
-    "latency_ms": 1946,
-    "artifact_bytes": 806,
-    "ttft_ms": 0,
-    "ttlt_ms": 934,
-    "median_itl_ms": 69.29
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add the 'react-hooks/exhaustive-deps' rule set to 'warn' and add 'plugin:@tansta",
-        "input_tokens": 301,
-        "output_tokens": 241,
-        "latency_ms": 1468,
-        "output_bytes": 708,
-        "ttft_ms": 0,
-        "ttlt_ms": 862,
-        "median_itl_ms": 78.08,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Change the parser from @typescript-eslint/parser to @babel/eslint-parser and upd",
-        "input_tokens": 566,
-        "output_tokens": 279,
-        "latency_ms": 4827,
-        "output_bytes": 833,
-        "ttft_ms": 0,
-        "ttlt_ms": 1037,
-        "median_itl_ms": 82.98,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 867,
-    "total_output_tokens": 520,
-    "total_latency_ms": 6295
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add the 'react-hooks/exhaustive-deps' rule set to 'warn' and add 'plugin:@tansta",
-        "input_tokens": 1430,
-        "output_tokens": 132,
-        "latency_ms": 1490,
-        "output_bytes": 905,
-        "ttft_ms": 0,
-        "ttlt_ms": 3,
-        "median_itl_ms": 3.4,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Change the parser from @typescript-eslint/parser to @babel/eslint-parser and upd",
-        "input_tokens": 1447,
-        "output_tokens": 151,
-        "latency_ms": 1380,
-        "output_bytes": 905,
-        "ttft_ms": 0,
-        "ttlt_ms": 5,
-        "median_itl_ms": 5.27,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 2877,
-    "total_output_tokens": 283,
-    "total_latency_ms": 2870,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 0.5
-  },
-  "comparison": {
-    "output_token_savings_pct": 45.6,
-    "input_token_savings_pct": -231.8,
-    "latency_savings_pct": 54.4
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 53,
-        "base_output": 211,
-        "base_latency_ms": 1410,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 564,
-        "base_median_itl_ms": 63.45,
-        "aap_input": 392,
-        "aap_output": 287,
-        "aap_latency_ms": 1946,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 934,
-        "aap_median_itl_ms": 69.29
-      },
-      {
-        "turn": 1,
-        "base_input": 301,
-        "base_output": 241,
-        "base_latency_ms": 1468,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 862,
-        "base_median_itl_ms": 78.08,
-        "aap_input": 1430,
-        "aap_output": 132,
-        "aap_latency_ms": 1490,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3,
-        "aap_median_itl_ms": 3.4,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 566,
-        "base_output": 279,
-        "base_latency_ms": 4827,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 1037,
-        "base_median_itl_ms": 82.98,
-        "aap_input": 1447,
-        "aap_output": 151,
-        "aap_latency_ms": 1380,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 5,
-        "aap_median_itl_ms": 5.27,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 920,
-      "base_output": 731,
-      "base_combined": 1651,
-      "aap_input": 3269,
-      "aap_output": 570,
-      "aap_combined": 3839,
-      "base_latency_ms": 7705,
-      "aap_latency_ms": 4816,
-      "output_savings_pct": 22.0,
-      "input_delta_pct": 255.3,
-      "combined_savings_pct": -132.5,
-      "latency_savings_pct": 37.5
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.3369,
-        "token_f1": 0.8842,
-        "base_char_count": 609,
-        "aap_char_count": 614,
-        "char_delta_pct": 0.8,
-        "lines_added": 23,
-        "lines_removed": 14,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.2604,
-        "token_f1": 0.835,
-        "base_char_count": 708,
-        "aap_char_count": 713,
-        "char_delta_pct": 0.7,
-        "lines_added": 25,
-        "lines_removed": 16,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.2238,
-        "token_f1": 0.7568,
-        "base_char_count": 833,
-        "aap_char_count": 713,
-        "char_delta_pct": -14.4,
-        "lines_added": 26,
-        "lines_removed": 21,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.2737,
-    "mean_token_f1": 0.8253,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/058-json-eslintrc/outputs/aap/turn-0.json b/evals/data/experiments/058-json-eslintrc/outputs/aap/turn-0.json
deleted file mode 100644
index 6526ab5..0000000
--- a/evals/data/experiments/058-json-eslintrc/outputs/aap/turn-0.json
+++ /dev/null
@@ -1,36 +0,0 @@
-{
-  "parser": "@typescript-eslint/parser",
-  "parserOptions": {
-    <aap:target id="parser-options">
-    "ecmaVersion": 2020,
-    "sourceType": "module",
-    "ecmaFeatures": { "jsx": true }
-    </aap:target>
-  },
-  "env": {
-    <aap:target id="env">
-    "browser": true,
-    "es6": true,
-    "jest": true
-    </aap:target>
-  },
-  "extends": [
-    <aap:target id="extends">
-    "eslint:recommended",
-    "plugin:react/recommended",
-    "plugin:@typescript-eslint/recommended",
-    "plugin:prettier/recommended"
-    </aap:target>
-  ],
-  "rules": {
-    <aap:target id="rules">
-    "react/react-in-jsx-scope": "off",
-    "@typescript-eslint/explicit-module-boundary-types": "off"
-    </aap:target>
-  },
-  "settings": {
-    <aap:target id="settings">
-    "react": { "version": "detect" }
-    </aap:target>
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/058-json-eslintrc/outputs/aap/turn-1.json b/evals/data/experiments/058-json-eslintrc/outputs/aap/turn-1.json
deleted file mode 100644
index 54163af..0000000
--- a/evals/data/experiments/058-json-eslintrc/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,38 +0,0 @@
-{
-  "parser": "@typescript-eslint/parser",
-  "parserOptions": {
-    <aap:target id="parser-options">
-    "ecmaVersion": 2020,
-    "sourceType": "module",
-    "ecmaFeatures": { "jsx": true }
-    </aap:target>
-  },
-  "env": {
-    <aap:target id="env">
-    "browser": true,
-    "es6": true,
-    "jest": true
-    </aap:target>
-  },
-  "extends": [
-    <aap:target id="extends">
-    "eslint:recommended",
-    "plugin:react/recommended",
-    "plugin:@typescript-eslint/recommended",
-    "plugin:prettier/recommended"
-    ,
-    "plugin:@tanstack/eslint-plugin-query/recommended"</aap:target>
-  ],
-  "rules": {
-    <aap:target id="rules">
-    "react/react-in-jsx-scope": "off",
-    "@typescript-eslint/explicit-module-boundary-types": "off"
-    ,
-    "react-hooks/exhaustive-deps": "warn"</aap:target>
-  },
-  "settings": {
-    <aap:target id="settings">
-    "react": { "version": "detect" }
-    </aap:target>
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/058-json-eslintrc/outputs/aap/turn-2.json b/evals/data/experiments/058-json-eslintrc/outputs/aap/turn-2.json
deleted file mode 100644
index 54163af..0000000
--- a/evals/data/experiments/058-json-eslintrc/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,38 +0,0 @@
-{
-  "parser": "@typescript-eslint/parser",
-  "parserOptions": {
-    <aap:target id="parser-options">
-    "ecmaVersion": 2020,
-    "sourceType": "module",
-    "ecmaFeatures": { "jsx": true }
-    </aap:target>
-  },
-  "env": {
-    <aap:target id="env">
-    "browser": true,
-    "es6": true,
-    "jest": true
-    </aap:target>
-  },
-  "extends": [
-    <aap:target id="extends">
-    "eslint:recommended",
-    "plugin:react/recommended",
-    "plugin:@typescript-eslint/recommended",
-    "plugin:prettier/recommended"
-    ,
-    "plugin:@tanstack/eslint-plugin-query/recommended"</aap:target>
-  ],
-  "rules": {
-    <aap:target id="rules">
-    "react/react-in-jsx-scope": "off",
-    "@typescript-eslint/explicit-module-boundary-types": "off"
-    ,
-    "react-hooks/exhaustive-deps": "warn"</aap:target>
-  },
-  "settings": {
-    <aap:target id="settings">
-    "react": { "version": "detect" }
-    </aap:target>
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/058-json-eslintrc/outputs/base/turn-0.json b/evals/data/experiments/058-json-eslintrc/outputs/base/turn-0.json
deleted file mode 100644
index c401e4d..0000000
--- a/evals/data/experiments/058-json-eslintrc/outputs/base/turn-0.json
+++ /dev/null
@@ -1,27 +0,0 @@
-{
-  "parser": "@typescript-eslint/parser",
-  "extends": [
-    "eslint:recommended",
-    "plugin:react/recommended",
-    "plugin:react-hooks/recommended",
-    "plugin:@typescript-eslint/recommended",
-    "plugin:prettier/recommended"
-  ],
-  "env": {
-    "browser": true,
-    "es2021": true,
-    "node": true
-  },
-  "parserOptions": {
-    "ecmaFeatures": { "jsx": true },
-    "ecmaVersion": "latest",
-    "sourceType": "module"
-  },
-  "settings": {
-    "react": { "version": "detect" }
-  },
-  "rules": {
-    "react/react-in-jsx-scope": "off",
-    "@typescript-eslint/explicit-module-boundary-types": "off"
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/058-json-eslintrc/outputs/base/turn-1.json b/evals/data/experiments/058-json-eslintrc/outputs/base/turn-1.json
deleted file mode 100644
index ea49537..0000000
--- a/evals/data/experiments/058-json-eslintrc/outputs/base/turn-1.json
+++ /dev/null
@@ -1,29 +0,0 @@
-{
-  "parser": "@typescript-eslint/parser",
-  "extends": [
-    "eslint:recommended",
-    "plugin:react/recommended",
-    "plugin:react-hooks/recommended",
-    "plugin:@typescript-eslint/recommended",
-    "plugin:@tanstack/eslint-plugin-query/recommended",
-    "plugin:prettier/recommended"
-  ],
-  "env": {
-    "browser": true,
-    "es2021": true,
-    "node": true
-  },
-  "parserOptions": {
-    "ecmaFeatures": { "jsx": true },
-    "ecmaVersion": "latest",
-    "sourceType": "module"
-  },
-  "settings": {
-    "react": { "version": "detect" }
-  },
-  "rules": {
-    "react/react-in-jsx-scope": "off",
-    "react-hooks/exhaustive-deps": "warn",
-    "@typescript-eslint/explicit-module-boundary-types": "off"
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/058-json-eslintrc/outputs/base/turn-2.json b/evals/data/experiments/058-json-eslintrc/outputs/base/turn-2.json
deleted file mode 100644
index f20183f..0000000
--- a/evals/data/experiments/058-json-eslintrc/outputs/base/turn-2.json
+++ /dev/null
@@ -1,33 +0,0 @@
-{
-  "parser": "@babel/eslint-parser",
-  "extends": [
-    "eslint:recommended",
-    "plugin:react/recommended",
-    "plugin:react-hooks/recommended",
-    "plugin:@typescript-eslint/recommended",
-    "plugin:@tanstack/eslint-plugin-query/recommended",
-    "plugin:prettier/recommended"
-  ],
-  "env": {
-    "browser": true,
-    "es2021": true,
-    "node": true
-  },
-  "parserOptions": {
-    "requireConfigFile": false,
-    "babelOptions": {
-      "presets": ["@babel/preset-react", "@babel/preset-typescript"]
-    },
-    "ecmaFeatures": { "jsx": true },
-    "ecmaVersion": "latest",
-    "sourceType": "module"
-  },
-  "settings": {
-    "react": { "version": "detect" }
-  },
-  "rules": {
-    "react/react-in-jsx-scope": "off",
-    "react-hooks/exhaustive-deps": "warn",
-    "@typescript-eslint/explicit-module-boundary-types": "off"
-  }
-}
\ No newline at end of file
diff --git a/evals/data/experiments/059-yaml-renovate/metrics.json b/evals/data/experiments/059-yaml-renovate/metrics.json
deleted file mode 100644
index 6ac22a9..0000000
--- a/evals/data/experiments/059-yaml-renovate/metrics.json
+++ /dev/null
@@ -1,206 +0,0 @@
-{
-  "experiment_id": "059-yaml-renovate",
-  "model": "gemini-3.1-flash-lite-preview",
-  "provider": "google",
-  "timestamp": "2026-04-03T07:30:55.792189+00:00",
-  "format": "text/x-yaml",
-  "base_turn0": {
-    "input_tokens": 60,
-    "output_tokens": 219,
-    "latency_ms": 1960,
-    "artifact_bytes": 723,
-    "ttft_ms": 0,
-    "ttlt_ms": 1142,
-    "median_itl_ms": 127.87
-  },
-  "aap_turn0": {
-    "input_tokens": 399,
-    "output_tokens": 396,
-    "latency_ms": 2575,
-    "artifact_bytes": 1212,
-    "ttft_ms": 0,
-    "ttlt_ms": 1754,
-    "median_itl_ms": 112.39
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a packageRule that groups all @types/* packages into a single PR with autome",
-        "input_tokens": 301,
-        "output_tokens": 226,
-        "latency_ms": 1881,
-        "output_bytes": 743,
-        "ttft_ms": 0,
-        "ttlt_ms": 794,
-        "median_itl_ms": 82.54,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the schedule to run only on weekends and add a 'prConcurrentLimit' of 5",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 52,
-        "output_bytes": 0,
-        "ttft_ms": null,
-        "ttlt_ms": null,
-        "median_itl_ms": null,
-        "failed": true,
-        "failure_reason": "429 RESOURCE_EXHAUSTED. {'error': {'code': 429, 'message': 'You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/rate-limit. \\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 15, model: gemini-3.1-flash-lite\\nPlease retry in 57.720221045s.', 'status': 'RESOURCE_EXHAUSTED', 'details': [{'@type': 'type.googleapis.com/google.rpc.Help', 'links': [{'description': 'Learn more about Gemini API quotas', 'url': 'https://ai.google.dev/gemini-api/docs/rate-limits'}]}, {'@type': 'type.googleapis.com/google.rpc.QuotaFailure', 'violations': [{'quotaMetric': 'generativelanguage.googleapis.com/generate_content_free_tier_requests', 'quotaId': 'GenerateRequestsPerMinutePerProjectPerModel-FreeTier', 'quotaDimensions': {'location': 'global', 'model': 'gemini-3.1-flash-lite'}, 'quotaValue': '15'}]}, {'@type': 'type.googleapis.com/google.rpc.RetryInfo', 'retryDelay': '57s'}]}}"
-      }
-    ],
-    "total_input_tokens": 301,
-    "total_output_tokens": 226,
-    "total_latency_ms": 1933
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a packageRule that groups all @types/* packages into a single PR with autome",
-        "input_tokens": 1526,
-        "output_tokens": 115,
-        "latency_ms": 1608,
-        "output_bytes": 1321,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.63,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      },
-      {
-        "turn": 2,
-        "edit": "Update the schedule to run only on weekends and add a 'prConcurrentLimit' of 5",
-        "input_tokens": 1561,
-        "output_tokens": 124,
-        "latency_ms": 3068,
-        "output_bytes": 1365,
-        "ttft_ms": 0,
-        "ttlt_ms": 1,
-        "median_itl_ms": 1.75,
-        "failed": false,
-        "failure_reason": "",
-        "envelope_parsed": true,
-        "apply_succeeded": true,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 3087,
-    "total_output_tokens": 239,
-    "total_latency_ms": 4676,
-    "envelope_parse_rate": 1.0,
-    "apply_success_rate": 1.0
-  },
-  "comparison": {
-    "output_token_savings_pct": -5.8,
-    "input_token_savings_pct": -925.6,
-    "latency_savings_pct": -141.9
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 60,
-        "base_output": 219,
-        "base_latency_ms": 1960,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 1142,
-        "base_median_itl_ms": 127.87,
-        "aap_input": 399,
-        "aap_output": 396,
-        "aap_latency_ms": 2575,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1754,
-        "aap_median_itl_ms": 112.39
-      },
-      {
-        "turn": 1,
-        "base_input": 301,
-        "base_output": 226,
-        "base_latency_ms": 1881,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 794,
-        "base_median_itl_ms": 82.54,
-        "aap_input": 1526,
-        "aap_output": 115,
-        "aap_latency_ms": 1608,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.63,
-        "envelope_name": "edit",
-        "apply_ok": true
-      },
-      {
-        "turn": 2,
-        "base_input": 0,
-        "base_output": 0,
-        "base_latency_ms": 52,
-        "base_ttft_ms": null,
-        "base_ttlt_ms": null,
-        "base_median_itl_ms": null,
-        "aap_input": 1561,
-        "aap_output": 124,
-        "aap_latency_ms": 3068,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 1,
-        "aap_median_itl_ms": 1.75,
-        "envelope_name": "edit",
-        "apply_ok": true
-      }
-    ],
-    "totals": {
-      "base_input": 361,
-      "base_output": 445,
-      "base_combined": 806,
-      "aap_input": 3486,
-      "aap_output": 635,
-      "aap_combined": 4121,
-      "base_latency_ms": 3893,
-      "aap_latency_ms": 7251,
-      "output_savings_pct": -42.7,
-      "input_delta_pct": 865.7,
-      "combined_savings_pct": -411.3,
-      "latency_savings_pct": -86.3
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.1211,
-        "token_f1": 0.0172,
-        "base_char_count": 723,
-        "aap_char_count": 516,
-        "char_delta_pct": -28.6,
-        "lines_added": 29,
-        "lines_removed": 46,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.1126,
-        "token_f1": 0.0317,
-        "base_char_count": 743,
-        "aap_char_count": 625,
-        "char_delta_pct": -15.9,
-        "lines_added": 34,
-        "lines_removed": 47,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.1169,
-    "mean_token_f1": 0.0244,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-0.yaml b/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-0.yaml
deleted file mode 100644
index 65f29ab..0000000
--- a/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-0.yaml
+++ /dev/null
@@ -1,31 +0,0 @@
-<aap:target id="renovate-config">
-{
-  "extends": [
-    "<aap:target id="config-presets">config:recommended</aap:target>",
-    "<aap:target id="grouping-presets">:groupMonorepos</aap:target>",
-    "<aap:target id="security-presets">:separateMajorReleases</aap:target>"
-  ],
-  "schedule": [
-    "<aap:target id="update-schedule">at any time</aap:target>"
-  ],
-  "labels": [
-    "<aap:target id="label-dependencies">dependencies</aap:target>",
-    "<aap:target id="label-typescript">typescript</aap:target>"
-  ],
-  "automerge": <aap:target id="automerge-enabled">true</aap:target>,
-  "packageRules": [
-    {
-      "matchUpdateTypes": ["<aap:target id="rule-patch">patch</aap:target>", "<aap:target id="rule-minor">minor</aap:target>"],
-      "matchCurrentVersion": "!/^0/",
-      "automerge": true
-    },
-    {
-      "groupName": "<aap:target id="group-name-testing">testing-packages</aap:target>",
-      "matchPackageNames": ["<aap:target id="package-jest">jest</aap:target>", "<aap:target id="package-ts-jest">ts-jest</aap:target>", "<aap:target id="package-testing-library">@testing-library/*</aap:target>"]
-    }
-  ],
-  "ignoreDeps": [
-    "<aap:target id="ignored-packages">[]</aap:target>"
-  ]
-}
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-1.json b/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-1.json
deleted file mode 100644
index b48c938..0000000
--- a/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-1.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "renovate-config",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "insert_after",
-      "target": {
-        "type": "id",
-        "value": "package-testing-library"
-      },
-      "content": ",\n    {\n      \"groupName\": \"types\",\n      \"matchPackagePatterns\": [\"^@types/\"],\n      \"automerge\": true\n    }"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-1.yaml b/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-1.yaml
deleted file mode 100644
index 6dd5869..0000000
--- a/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-1.yaml
+++ /dev/null
@@ -1,36 +0,0 @@
-<aap:target id="renovate-config">
-{
-  "extends": [
-    "<aap:target id="config-presets">config:recommended</aap:target>",
-    "<aap:target id="grouping-presets">:groupMonorepos</aap:target>",
-    "<aap:target id="security-presets">:separateMajorReleases</aap:target>"
-  ],
-  "schedule": [
-    "<aap:target id="update-schedule">at any time</aap:target>"
-  ],
-  "labels": [
-    "<aap:target id="label-dependencies">dependencies</aap:target>",
-    "<aap:target id="label-typescript">typescript</aap:target>"
-  ],
-  "automerge": <aap:target id="automerge-enabled">true</aap:target>,
-  "packageRules": [
-    {
-      "matchUpdateTypes": ["<aap:target id="rule-patch">patch</aap:target>", "<aap:target id="rule-minor">minor</aap:target>"],
-      "matchCurrentVersion": "!/^0/",
-      "automerge": true
-    },
-    {
-      "groupName": "<aap:target id="group-name-testing">testing-packages</aap:target>",
-      "matchPackageNames": ["<aap:target id="package-jest">jest</aap:target>", "<aap:target id="package-ts-jest">ts-jest</aap:target>", "<aap:target id="package-testing-library">@testing-library/*,
-    {
-      "groupName": "types",
-      "matchPackagePatterns": ["^@types/"],
-      "automerge": true
-    }</aap:target>"]
-    }
-  ],
-  "ignoreDeps": [
-    "<aap:target id="ignored-packages">[]</aap:target>"
-  ]
-}
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-2.json b/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-2.json
deleted file mode 100644
index 29b0434..0000000
--- a/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-2.json
+++ /dev/null
@@ -1,30 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "renovate-config",
-  "version": 1,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "update-schedule"
-      },
-      "content": "every weekend"
-    },
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "automerge-enabled"
-      },
-      "content": "  \"prConcurrentLimit\": 5,\n  \"automerge\": true,"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-2.yaml b/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-2.yaml
deleted file mode 100644
index f8fddb7..0000000
--- a/evals/data/experiments/059-yaml-renovate/outputs/aap/turn-2.yaml
+++ /dev/null
@@ -1,37 +0,0 @@
-<aap:target id="renovate-config">
-{
-  "extends": [
-    "<aap:target id="config-presets">config:recommended</aap:target>",
-    "<aap:target id="grouping-presets">:groupMonorepos</aap:target>",
-    "<aap:target id="security-presets">:separateMajorReleases</aap:target>"
-  ],
-  "schedule": [
-    "<aap:target id="update-schedule">every weekend</aap:target>"
-  ],
-  "labels": [
-    "<aap:target id="label-dependencies">dependencies</aap:target>",
-    "<aap:target id="label-typescript">typescript</aap:target>"
-  ],
-  "automerge": <aap:target id="automerge-enabled">  "prConcurrentLimit": 5,
-  "automerge": true,</aap:target>,
-  "packageRules": [
-    {
-      "matchUpdateTypes": ["<aap:target id="rule-patch">patch</aap:target>", "<aap:target id="rule-minor">minor</aap:target>"],
-      "matchCurrentVersion": "!/^0/",
-      "automerge": true
-    },
-    {
-      "groupName": "<aap:target id="group-name-testing">testing-packages</aap:target>",
-      "matchPackageNames": ["<aap:target id="package-jest">jest</aap:target>", "<aap:target id="package-ts-jest">ts-jest</aap:target>", "<aap:target id="package-testing-library">@testing-library/*,
-    {
-      "groupName": "types",
-      "matchPackagePatterns": ["^@types/"],
-      "automerge": true
-    }</aap:target>"]
-    }
-  ],
-  "ignoreDeps": [
-    "<aap:target id="ignored-packages">[]</aap:target>"
-  ]
-}
-</aap:target>
\ No newline at end of file
diff --git a/evals/data/experiments/059-yaml-renovate/outputs/base/turn-0.yaml b/evals/data/experiments/059-yaml-renovate/outputs/base/turn-0.yaml
deleted file mode 100644
index 3ed2d53..0000000
--- a/evals/data/experiments/059-yaml-renovate/outputs/base/turn-0.yaml
+++ /dev/null
@@ -1,47 +0,0 @@
-extends:
-  - config:recommended
-  - group:monorepos
-  - group:recommended
-  - helpers:pinGitHubActionDigests
-
-labels:
-  - dependencies
-
-schedule:
-  - at 09:00 on Monday
-
-automerge: true
-
-packageRules:
-  - matchUpdateTypes:
-      - minor
-      - patch
-      - pin
-      - digest
-    automerge: true
-    platformAutomerge: true
-
-  - matchPackagePatterns:
-      - ^@types/
-    groupName: "@types packages"
-    groupSlug: types
-
-  - matchPackagePatterns:
-      - ^typescript$
-      - ^ts-node$
-    groupName: typescript-ecosystem
-
-  - matchPackageNames:
-      - eslint
-      - prettier
-    groupName: lint-format-tools
-
-ignoreDeps:
-  - typescript
-
-vulnerabilityAlerts:
-  enabled: true
-  labels:
-    - security
-
-rebaseWhen: auto
\ No newline at end of file
diff --git a/evals/data/experiments/059-yaml-renovate/outputs/base/turn-1.yaml b/evals/data/experiments/059-yaml-renovate/outputs/base/turn-1.yaml
deleted file mode 100644
index 52bb625..0000000
--- a/evals/data/experiments/059-yaml-renovate/outputs/base/turn-1.yaml
+++ /dev/null
@@ -1,48 +0,0 @@
-extends:
-  - config:recommended
-  - group:monorepos
-  - group:recommended
-  - helpers:pinGitHubActionDigests
-
-labels:
-  - dependencies
-
-schedule:
-  - at 09:00 on Monday
-
-automerge: true
-
-packageRules:
-  - matchUpdateTypes:
-      - minor
-      - patch
-      - pin
-      - digest
-    automerge: true
-    platformAutomerge: true
-
-  - matchPackagePatterns:
-      - ^@types/
-    groupName: "@types packages"
-    groupSlug: types
-    automerge: true
-
-  - matchPackagePatterns:
-      - ^typescript$
-      - ^ts-node$
-    groupName: typescript-ecosystem
-
-  - matchPackageNames:
-      - eslint
-      - prettier
-    groupName: lint-format-tools
-
-ignoreDeps:
-  - typescript
-
-vulnerabilityAlerts:
-  enabled: true
-  labels:
-    - security
-
-rebaseWhen: auto
\ No newline at end of file
diff --git a/evals/data/experiments/086-ts-react-hooks/metrics.json b/evals/data/experiments/086-ts-react-hooks/metrics.json
deleted file mode 100644
index 866f10f..0000000
--- a/evals/data/experiments/086-ts-react-hooks/metrics.json
+++ /dev/null
@@ -1,276 +0,0 @@
-{
-  "experiment_id": "086-ts-react-hooks",
-  "model": "llama-3.3-70b-versatile",
-  "provider": "groq",
-  "timestamp": "2026-04-03T07:25:52.157554+00:00",
-  "format": "text/typescript",
-  "base_turn0": {
-    "input_tokens": 306,
-    "output_tokens": 2994,
-    "latency_ms": 4082,
-    "artifact_bytes": 6476,
-    "ttft_ms": 0,
-    "ttlt_ms": 3700,
-    "median_itl_ms": 0.11
-  },
-  "aap_turn0": {
-    "input_tokens": 936,
-    "output_tokens": 3210,
-    "latency_ms": 3497,
-    "artifact_bytes": 6820,
-    "ttft_ms": 0,
-    "ttlt_ms": 3180,
-    "median_itl_ms": 0.1
-  },
-  "default_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new useWebSocket<T> hook to the data-hooks section that manages a WebSocke",
-        "input_tokens": 3376,
-        "output_tokens": 1122,
-        "latency_ms": 1705,
-        "output_bytes": 2534,
-        "ttft_ms": 0,
-        "ttlt_ms": 1421,
-        "median_itl_ms": 0.09,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the useForm hook to support nested object fields using dot notation paths",
-        "input_tokens": 4570,
-        "output_tokens": 1794,
-        "latency_ms": 2481,
-        "output_bytes": 3673,
-        "ttft_ms": 0,
-        "ttlt_ms": 1754,
-        "median_itl_ms": 0.08,
-        "failed": false,
-        "failure_reason": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite the useToast hook to support toast stacking with a max of 5 visible toas",
-        "input_tokens": 6448,
-        "output_tokens": 1160,
-        "latency_ms": 4163,
-        "output_bytes": 2353,
-        "ttft_ms": 0,
-        "ttlt_ms": 1258,
-        "median_itl_ms": 0.08,
-        "failed": false,
-        "failure_reason": ""
-      }
-    ],
-    "total_input_tokens": 14394,
-    "total_output_tokens": 4076,
-    "total_latency_ms": 8349
-  },
-  "aap_flow": {
-    "per_turn": [
-      {
-        "turn": 1,
-        "edit": "Add a new useWebSocket<T> hook to the data-hooks section that manages a WebSocke",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 17148,
-        "output_bytes": 6820,
-        "ttft_ms": null,
-        "ttlt_ms": null,
-        "median_itl_ms": null,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": false,
-        "apply_succeeded": false,
-        "envelope_name": ""
-      },
-      {
-        "turn": 2,
-        "edit": "Update the useForm hook to support nested object fields using dot notation paths",
-        "input_tokens": 0,
-        "output_tokens": 0,
-        "latency_ms": 21464,
-        "output_bytes": 6820,
-        "ttft_ms": null,
-        "ttlt_ms": null,
-        "median_itl_ms": null,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": false,
-        "apply_succeeded": false,
-        "envelope_name": ""
-      },
-      {
-        "turn": 3,
-        "edit": "Rewrite the useToast hook to support toast stacking with a max of 5 visible toas",
-        "input_tokens": 5752,
-        "output_tokens": 392,
-        "latency_ms": 22566,
-        "output_bytes": 6820,
-        "ttft_ms": 2,
-        "ttlt_ms": 2,
-        "median_itl_ms": 0.68,
-        "failed": true,
-        "failure_reason": "parse or apply failed",
-        "envelope_parsed": true,
-        "apply_succeeded": false,
-        "envelope_name": "edit"
-      }
-    ],
-    "total_input_tokens": 5752,
-    "total_output_tokens": 392,
-    "total_latency_ms": 61178,
-    "envelope_parse_rate": 0.3333333333333333,
-    "apply_success_rate": 0.0
-  },
-  "comparison": {
-    "output_token_savings_pct": 90.4,
-    "input_token_savings_pct": 60.0,
-    "latency_savings_pct": -632.8
-  },
-  "token_table": {
-    "turns": [
-      {
-        "turn": 0,
-        "base_input": 306,
-        "base_output": 2994,
-        "base_latency_ms": 4082,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 3700,
-        "base_median_itl_ms": 0.11,
-        "aap_input": 936,
-        "aap_output": 3210,
-        "aap_latency_ms": 3497,
-        "aap_ttft_ms": 0,
-        "aap_ttlt_ms": 3180,
-        "aap_median_itl_ms": 0.1
-      },
-      {
-        "turn": 1,
-        "base_input": 3376,
-        "base_output": 1122,
-        "base_latency_ms": 1705,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 1421,
-        "base_median_itl_ms": 0.09,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 17148,
-        "aap_ttft_ms": null,
-        "aap_ttlt_ms": null,
-        "aap_median_itl_ms": null,
-        "envelope_name": "",
-        "apply_ok": false
-      },
-      {
-        "turn": 2,
-        "base_input": 4570,
-        "base_output": 1794,
-        "base_latency_ms": 2481,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 1754,
-        "base_median_itl_ms": 0.08,
-        "aap_input": 0,
-        "aap_output": 0,
-        "aap_latency_ms": 21464,
-        "aap_ttft_ms": null,
-        "aap_ttlt_ms": null,
-        "aap_median_itl_ms": null,
-        "envelope_name": "",
-        "apply_ok": false
-      },
-      {
-        "turn": 3,
-        "base_input": 6448,
-        "base_output": 1160,
-        "base_latency_ms": 4163,
-        "base_ttft_ms": 0,
-        "base_ttlt_ms": 1258,
-        "base_median_itl_ms": 0.08,
-        "aap_input": 5752,
-        "aap_output": 392,
-        "aap_latency_ms": 22566,
-        "aap_ttft_ms": 2,
-        "aap_ttlt_ms": 2,
-        "aap_median_itl_ms": 0.68,
-        "envelope_name": "edit",
-        "apply_ok": false
-      }
-    ],
-    "totals": {
-      "base_input": 14700,
-      "base_output": 7070,
-      "base_combined": 21770,
-      "aap_input": 6688,
-      "aap_output": 3602,
-      "aap_combined": 10290,
-      "base_latency_ms": 12431,
-      "aap_latency_ms": 64675,
-      "output_savings_pct": 49.1,
-      "input_delta_pct": -54.5,
-      "combined_savings_pct": 52.7,
-      "latency_savings_pct": -420.3
-    }
-  },
-  "quality": {
-    "per_turn": [
-      {
-        "turn": 0,
-        "sequence_similarity": 0.3184,
-        "token_f1": 0.6272,
-        "base_char_count": 6476,
-        "aap_char_count": 6820,
-        "char_delta_pct": 5.3,
-        "lines_added": 227,
-        "lines_removed": 193,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 1,
-        "sequence_similarity": 0.05,
-        "token_f1": 0.2627,
-        "base_char_count": 2534,
-        "aap_char_count": 6820,
-        "char_delta_pct": 169.1,
-        "lines_added": 257,
-        "lines_removed": 79,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 2,
-        "sequence_similarity": 0.0536,
-        "token_f1": 0.3398,
-        "base_char_count": 3673,
-        "aap_char_count": 6820,
-        "char_delta_pct": 85.7,
-        "lines_added": 257,
-        "lines_removed": 108,
-        "rouge_l": null,
-        "bleu": null
-      },
-      {
-        "turn": 3,
-        "sequence_similarity": 0.051,
-        "token_f1": 0.2569,
-        "base_char_count": 2353,
-        "aap_char_count": 6820,
-        "char_delta_pct": 189.8,
-        "lines_added": 258,
-        "lines_removed": 69,
-        "rouge_l": null,
-        "bleu": null
-      }
-    ],
-    "mean_sequence_similarity": 0.1183,
-    "mean_token_f1": 0.3716,
-    "mean_rouge_l": null,
-    "mean_bleu": null,
-    "judge_comparisons": null,
-    "mean_base_judge": null,
-    "mean_aap_judge": null
-  }
-}
diff --git a/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-0.ts b/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-0.ts
deleted file mode 100644
index 449071f..0000000
--- a/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-0.ts
+++ /dev/null
@@ -1,261 +0,0 @@
-// Data Hooks
-
-import { useState, useEffect } from 'react';
-import { AbortController } from 'abort-controller';
-
-// useApi
-export function useApi<T>(url: string): {
-  data: T | null;
-  error: Error | null;
-  isLoading: boolean;
-} {
-  const [data, setData] = useState<T | null>(null);
-  const [error, setError] = useState<Error | null>(null);
-  const [isLoading, setIsLoading] = useState<boolean>(false);
-
-  useEffect(() => {
-    const controller = new AbortController();
-    const signal = controller.signal;
-
-    setIsLoading(true);
-    fetch(url, { signal })
-      .then((response) => {
-        if (!response.ok) {
-          throw new Error(response.statusText);
-        }
-        return response.json() as Promise<T>;
-      })
-      .then((data) => {
-        setData(data);
-        setError(null);
-      })
-      .catch((error) => {
-        if (error.name === 'AbortError') {
-          return;
-        }
-        setError(error);
-        setData(null);
-      })
-      .finally(() => {
-        setIsLoading(false);
-      });
-
-    return () => {
-      controller.abort();
-    };
-  }, [url]);
-
-  return { data, error, isLoading };
-}
-
-// usePagination
-export function usePagination<T>(data: T[], itemsPerPage: number): {
-  paginatedData: T[];
-  currentPage: number;
-  totalPages: number;
-  handlePageChange: (page: number) => void;
-} {
-  const [currentPage, setCurrentPage] = useState(1);
-
-  const start = (currentPage - 1) * itemsPerPage;
-  const end = start + itemsPerPage;
-  const paginatedData = data.slice(start, end);
-  const totalPages = Math.ceil(data.length / itemsPerPage);
-
-  const handlePageChange = (page: number) => {
-    setCurrentPage(page);
-  };
-
-  return { paginatedData, currentPage, totalPages, handlePageChange };
-}
-
-// useInfiniteScroll
-export function useInfiniteScroll<T>(data: T[], fetchMore: () => void): {
-  isInfiniteLoading: boolean;
-  handleInfiniteScroll: () => void;
-} {
-  const [isInfiniteLoading, setIsInfiniteLoading] = useState(false);
-
-  const handleInfiniteScroll = () => {
-    fetchMore();
-    setIsInfiniteLoading(true);
-  };
-
-  useEffect(() => {
-    const handleScroll = () => {
-      if (window.innerHeight + window.scrollY >= document.body.offsetHeight) {
-        handleInfiniteScroll();
-      }
-    };
-    window.addEventListener('scroll', handleScroll);
-    return () => window.removeEventListener('scroll', handleScroll);
-  }, [data]);
-
-  useEffect(() => {
-    if (isInfiniteLoading) {
-      const timer = setTimeout(() => {
-        setIsInfiniteLoading(false);
-      }, 1000);
-      return () => clearTimeout(timer);
-    }
-  }, [isInfiniteLoading]);
-
-  return { isInfiniteLoading, handleInfiniteScroll };
-}
-
-// useDebounce
-export function useDebounce<T>(value: T, delay: number): T {
-  const [debouncedValue, setDebouncedValue] = useState<T>(value);
-
-  useEffect(() => {
-    const timer = setTimeout(() => {
-      setDebouncedValue(value);
-    }, delay);
-    return () => clearTimeout(timer);
-  }, [value, delay]);
-
-  return debouncedValue;
-}
-
-// useLocalStorage
-export function useLocalStorage<T>(key: string, initialValue: T): {
-  value: T;
-  setValue: (newValue: T) => void;
-} {
-  const [value, setValue] = useState<T>(() => {
-    const storedValue = localStorage.getItem(key);
-    return storedValue !== null ? JSON.parse(storedValue) : initialValue;
-  });
-
-  useEffect(() => {
-    localStorage.setItem(key, JSON.stringify(value));
-  }, [value, key]);
-
-  return { value, setValue };
-}
-
-// UI Hooks
-
-// useMediaQuery
-export function useMediaQuery(query: string): boolean {
-  const [matches, setMatches] = useState(false);
-
-  useEffect(() => {
-    const mediaQuery = window.matchMedia(query);
-    setMatches(mediaQuery.matches);
-    const listener = () => {
-      setMatches(mediaQuery.matches);
-    };
-    mediaQuery.addEventListener('change', listener);
-    return () => mediaQuery.removeEventListener('change', listener);
-  }, [query]);
-
-  return matches;
-}
-
-// useClickOutside
-export function useClickOutside(ref: React.RefObject<HTMLElement>, handler: () => void): void {
-  useEffect(() => {
-    const listener = (event: MouseEvent) => {
-      if (!ref.current || !ref.current.contains(event.target as Node)) {
-        handler();
-      }
-    };
-    document.addEventListener('mousedown', listener);
-    return () => document.removeEventListener('mousedown', listener);
-  }, [ref, handler]);
-}
-
-// useKeyboardShortcut
-export function useKeyboardShortcut(keyCode: number, handler: () => void): void {
-  useEffect(() => {
-    const listener = (event: KeyboardEvent) => {
-      if (event.keyCode === keyCode) {
-        handler();
-      }
-    };
-    document.addEventListener('keydown', listener);
-    return () => document.removeEventListener('keydown', listener);
-  }, [keyCode, handler]);
-}
-
-// useTheme
-export function useTheme(): {
-  theme: 'light' | 'dark';
-  toggleTheme: () => void;
-} {
-  const [theme, setTheme] = useState<'light' | 'dark'>(() => {
-    const storedTheme = localStorage.getItem('theme');
-    return storedTheme === 'dark' ? 'dark' : 'light';
-  });
-
-  const toggleTheme = () => {
-    setTheme(theme === 'light' ? 'dark' : 'light');
-  };
-
-  useEffect(() => {
-    localStorage.setItem('theme', theme);
-    document.body.className = theme;
-  }, [theme]);
-
-  return { theme, toggleTheme };
-}
-
-// useToast
-export function useToast(): {
-  toast: (message: string) => void;
-  message: string | null;
-} {
-  const [message, setMessage] = useState<string | null>(null);
-
-  const toast = (message: string) => {
-    setMessage(message);
-    const timer = setTimeout(() => {
-      setMessage(null);
-    }, 2000);
-    return () => clearTimeout(timer);
-  };
-
-  return { toast, message };
-}
-
-// Form Hooks
-
-// useForm
-export function useForm<T>(initialValue: T): {
-  value: T;
-  setValue: (newValue: T) => void;
-  handleChange: (event: React.ChangeEvent<HTMLInputElement>) => void;
-} {
-  const [value, setValue] = useState<T>(initialValue);
-
-  const handleChange = (event: React.ChangeEvent<HTMLInputElement>) => {
-    const updatedValue = { ...value };
-    updatedValue[event.target.name as keyof T] = event.target.value;
-    setValue(updatedValue);
-  };
-
-  return { value, setValue, handleChange };
-}
-
-// useFieldValidation
-export function useFieldValidation<T>(field: keyof T, value: T, validate: (value: T[keyof T]) => string | null): string | null {
-  const [error, setError] = useState<string | null>(null);
-
-  useEffect(() => {
-    const error = validate(value[field]);
-    setError(error);
-  }, [field, value, validate]);
-
-  return error;
-}
-
-// useFormSubmit
-export function useFormSubmit<T>(handleSubmit: (value: T) => void): (event: React.FormEvent<HTMLFormElement>) => void {
-  const submitHandler = (event: React.FormEvent<HTMLFormElement>) => {
-    event.preventDefault();
-    handleSubmit(event.currentTarget.elements);
-  };
-
-  return submitHandler;
-}
\ No newline at end of file
diff --git a/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-1.ts b/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-1.ts
deleted file mode 100644
index 449071f..0000000
--- a/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-1.ts
+++ /dev/null
@@ -1,261 +0,0 @@
-// Data Hooks
-
-import { useState, useEffect } from 'react';
-import { AbortController } from 'abort-controller';
-
-// useApi
-export function useApi<T>(url: string): {
-  data: T | null;
-  error: Error | null;
-  isLoading: boolean;
-} {
-  const [data, setData] = useState<T | null>(null);
-  const [error, setError] = useState<Error | null>(null);
-  const [isLoading, setIsLoading] = useState<boolean>(false);
-
-  useEffect(() => {
-    const controller = new AbortController();
-    const signal = controller.signal;
-
-    setIsLoading(true);
-    fetch(url, { signal })
-      .then((response) => {
-        if (!response.ok) {
-          throw new Error(response.statusText);
-        }
-        return response.json() as Promise<T>;
-      })
-      .then((data) => {
-        setData(data);
-        setError(null);
-      })
-      .catch((error) => {
-        if (error.name === 'AbortError') {
-          return;
-        }
-        setError(error);
-        setData(null);
-      })
-      .finally(() => {
-        setIsLoading(false);
-      });
-
-    return () => {
-      controller.abort();
-    };
-  }, [url]);
-
-  return { data, error, isLoading };
-}
-
-// usePagination
-export function usePagination<T>(data: T[], itemsPerPage: number): {
-  paginatedData: T[];
-  currentPage: number;
-  totalPages: number;
-  handlePageChange: (page: number) => void;
-} {
-  const [currentPage, setCurrentPage] = useState(1);
-
-  const start = (currentPage - 1) * itemsPerPage;
-  const end = start + itemsPerPage;
-  const paginatedData = data.slice(start, end);
-  const totalPages = Math.ceil(data.length / itemsPerPage);
-
-  const handlePageChange = (page: number) => {
-    setCurrentPage(page);
-  };
-
-  return { paginatedData, currentPage, totalPages, handlePageChange };
-}
-
-// useInfiniteScroll
-export function useInfiniteScroll<T>(data: T[], fetchMore: () => void): {
-  isInfiniteLoading: boolean;
-  handleInfiniteScroll: () => void;
-} {
-  const [isInfiniteLoading, setIsInfiniteLoading] = useState(false);
-
-  const handleInfiniteScroll = () => {
-    fetchMore();
-    setIsInfiniteLoading(true);
-  };
-
-  useEffect(() => {
-    const handleScroll = () => {
-      if (window.innerHeight + window.scrollY >= document.body.offsetHeight) {
-        handleInfiniteScroll();
-      }
-    };
-    window.addEventListener('scroll', handleScroll);
-    return () => window.removeEventListener('scroll', handleScroll);
-  }, [data]);
-
-  useEffect(() => {
-    if (isInfiniteLoading) {
-      const timer = setTimeout(() => {
-        setIsInfiniteLoading(false);
-      }, 1000);
-      return () => clearTimeout(timer);
-    }
-  }, [isInfiniteLoading]);
-
-  return { isInfiniteLoading, handleInfiniteScroll };
-}
-
-// useDebounce
-export function useDebounce<T>(value: T, delay: number): T {
-  const [debouncedValue, setDebouncedValue] = useState<T>(value);
-
-  useEffect(() => {
-    const timer = setTimeout(() => {
-      setDebouncedValue(value);
-    }, delay);
-    return () => clearTimeout(timer);
-  }, [value, delay]);
-
-  return debouncedValue;
-}
-
-// useLocalStorage
-export function useLocalStorage<T>(key: string, initialValue: T): {
-  value: T;
-  setValue: (newValue: T) => void;
-} {
-  const [value, setValue] = useState<T>(() => {
-    const storedValue = localStorage.getItem(key);
-    return storedValue !== null ? JSON.parse(storedValue) : initialValue;
-  });
-
-  useEffect(() => {
-    localStorage.setItem(key, JSON.stringify(value));
-  }, [value, key]);
-
-  return { value, setValue };
-}
-
-// UI Hooks
-
-// useMediaQuery
-export function useMediaQuery(query: string): boolean {
-  const [matches, setMatches] = useState(false);
-
-  useEffect(() => {
-    const mediaQuery = window.matchMedia(query);
-    setMatches(mediaQuery.matches);
-    const listener = () => {
-      setMatches(mediaQuery.matches);
-    };
-    mediaQuery.addEventListener('change', listener);
-    return () => mediaQuery.removeEventListener('change', listener);
-  }, [query]);
-
-  return matches;
-}
-
-// useClickOutside
-export function useClickOutside(ref: React.RefObject<HTMLElement>, handler: () => void): void {
-  useEffect(() => {
-    const listener = (event: MouseEvent) => {
-      if (!ref.current || !ref.current.contains(event.target as Node)) {
-        handler();
-      }
-    };
-    document.addEventListener('mousedown', listener);
-    return () => document.removeEventListener('mousedown', listener);
-  }, [ref, handler]);
-}
-
-// useKeyboardShortcut
-export function useKeyboardShortcut(keyCode: number, handler: () => void): void {
-  useEffect(() => {
-    const listener = (event: KeyboardEvent) => {
-      if (event.keyCode === keyCode) {
-        handler();
-      }
-    };
-    document.addEventListener('keydown', listener);
-    return () => document.removeEventListener('keydown', listener);
-  }, [keyCode, handler]);
-}
-
-// useTheme
-export function useTheme(): {
-  theme: 'light' | 'dark';
-  toggleTheme: () => void;
-} {
-  const [theme, setTheme] = useState<'light' | 'dark'>(() => {
-    const storedTheme = localStorage.getItem('theme');
-    return storedTheme === 'dark' ? 'dark' : 'light';
-  });
-
-  const toggleTheme = () => {
-    setTheme(theme === 'light' ? 'dark' : 'light');
-  };
-
-  useEffect(() => {
-    localStorage.setItem('theme', theme);
-    document.body.className = theme;
-  }, [theme]);
-
-  return { theme, toggleTheme };
-}
-
-// useToast
-export function useToast(): {
-  toast: (message: string) => void;
-  message: string | null;
-} {
-  const [message, setMessage] = useState<string | null>(null);
-
-  const toast = (message: string) => {
-    setMessage(message);
-    const timer = setTimeout(() => {
-      setMessage(null);
-    }, 2000);
-    return () => clearTimeout(timer);
-  };
-
-  return { toast, message };
-}
-
-// Form Hooks
-
-// useForm
-export function useForm<T>(initialValue: T): {
-  value: T;
-  setValue: (newValue: T) => void;
-  handleChange: (event: React.ChangeEvent<HTMLInputElement>) => void;
-} {
-  const [value, setValue] = useState<T>(initialValue);
-
-  const handleChange = (event: React.ChangeEvent<HTMLInputElement>) => {
-    const updatedValue = { ...value };
-    updatedValue[event.target.name as keyof T] = event.target.value;
-    setValue(updatedValue);
-  };
-
-  return { value, setValue, handleChange };
-}
-
-// useFieldValidation
-export function useFieldValidation<T>(field: keyof T, value: T, validate: (value: T[keyof T]) => string | null): string | null {
-  const [error, setError] = useState<string | null>(null);
-
-  useEffect(() => {
-    const error = validate(value[field]);
-    setError(error);
-  }, [field, value, validate]);
-
-  return error;
-}
-
-// useFormSubmit
-export function useFormSubmit<T>(handleSubmit: (value: T) => void): (event: React.FormEvent<HTMLFormElement>) => void {
-  const submitHandler = (event: React.FormEvent<HTMLFormElement>) => {
-    event.preventDefault();
-    handleSubmit(event.currentTarget.elements);
-  };
-
-  return submitHandler;
-}
\ No newline at end of file
diff --git a/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-2.ts b/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-2.ts
deleted file mode 100644
index 449071f..0000000
--- a/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-2.ts
+++ /dev/null
@@ -1,261 +0,0 @@
-// Data Hooks
-
-import { useState, useEffect } from 'react';
-import { AbortController } from 'abort-controller';
-
-// useApi
-export function useApi<T>(url: string): {
-  data: T | null;
-  error: Error | null;
-  isLoading: boolean;
-} {
-  const [data, setData] = useState<T | null>(null);
-  const [error, setError] = useState<Error | null>(null);
-  const [isLoading, setIsLoading] = useState<boolean>(false);
-
-  useEffect(() => {
-    const controller = new AbortController();
-    const signal = controller.signal;
-
-    setIsLoading(true);
-    fetch(url, { signal })
-      .then((response) => {
-        if (!response.ok) {
-          throw new Error(response.statusText);
-        }
-        return response.json() as Promise<T>;
-      })
-      .then((data) => {
-        setData(data);
-        setError(null);
-      })
-      .catch((error) => {
-        if (error.name === 'AbortError') {
-          return;
-        }
-        setError(error);
-        setData(null);
-      })
-      .finally(() => {
-        setIsLoading(false);
-      });
-
-    return () => {
-      controller.abort();
-    };
-  }, [url]);
-
-  return { data, error, isLoading };
-}
-
-// usePagination
-export function usePagination<T>(data: T[], itemsPerPage: number): {
-  paginatedData: T[];
-  currentPage: number;
-  totalPages: number;
-  handlePageChange: (page: number) => void;
-} {
-  const [currentPage, setCurrentPage] = useState(1);
-
-  const start = (currentPage - 1) * itemsPerPage;
-  const end = start + itemsPerPage;
-  const paginatedData = data.slice(start, end);
-  const totalPages = Math.ceil(data.length / itemsPerPage);
-
-  const handlePageChange = (page: number) => {
-    setCurrentPage(page);
-  };
-
-  return { paginatedData, currentPage, totalPages, handlePageChange };
-}
-
-// useInfiniteScroll
-export function useInfiniteScroll<T>(data: T[], fetchMore: () => void): {
-  isInfiniteLoading: boolean;
-  handleInfiniteScroll: () => void;
-} {
-  const [isInfiniteLoading, setIsInfiniteLoading] = useState(false);
-
-  const handleInfiniteScroll = () => {
-    fetchMore();
-    setIsInfiniteLoading(true);
-  };
-
-  useEffect(() => {
-    const handleScroll = () => {
-      if (window.innerHeight + window.scrollY >= document.body.offsetHeight) {
-        handleInfiniteScroll();
-      }
-    };
-    window.addEventListener('scroll', handleScroll);
-    return () => window.removeEventListener('scroll', handleScroll);
-  }, [data]);
-
-  useEffect(() => {
-    if (isInfiniteLoading) {
-      const timer = setTimeout(() => {
-        setIsInfiniteLoading(false);
-      }, 1000);
-      return () => clearTimeout(timer);
-    }
-  }, [isInfiniteLoading]);
-
-  return { isInfiniteLoading, handleInfiniteScroll };
-}
-
-// useDebounce
-export function useDebounce<T>(value: T, delay: number): T {
-  const [debouncedValue, setDebouncedValue] = useState<T>(value);
-
-  useEffect(() => {
-    const timer = setTimeout(() => {
-      setDebouncedValue(value);
-    }, delay);
-    return () => clearTimeout(timer);
-  }, [value, delay]);
-
-  return debouncedValue;
-}
-
-// useLocalStorage
-export function useLocalStorage<T>(key: string, initialValue: T): {
-  value: T;
-  setValue: (newValue: T) => void;
-} {
-  const [value, setValue] = useState<T>(() => {
-    const storedValue = localStorage.getItem(key);
-    return storedValue !== null ? JSON.parse(storedValue) : initialValue;
-  });
-
-  useEffect(() => {
-    localStorage.setItem(key, JSON.stringify(value));
-  }, [value, key]);
-
-  return { value, setValue };
-}
-
-// UI Hooks
-
-// useMediaQuery
-export function useMediaQuery(query: string): boolean {
-  const [matches, setMatches] = useState(false);
-
-  useEffect(() => {
-    const mediaQuery = window.matchMedia(query);
-    setMatches(mediaQuery.matches);
-    const listener = () => {
-      setMatches(mediaQuery.matches);
-    };
-    mediaQuery.addEventListener('change', listener);
-    return () => mediaQuery.removeEventListener('change', listener);
-  }, [query]);
-
-  return matches;
-}
-
-// useClickOutside
-export function useClickOutside(ref: React.RefObject<HTMLElement>, handler: () => void): void {
-  useEffect(() => {
-    const listener = (event: MouseEvent) => {
-      if (!ref.current || !ref.current.contains(event.target as Node)) {
-        handler();
-      }
-    };
-    document.addEventListener('mousedown', listener);
-    return () => document.removeEventListener('mousedown', listener);
-  }, [ref, handler]);
-}
-
-// useKeyboardShortcut
-export function useKeyboardShortcut(keyCode: number, handler: () => void): void {
-  useEffect(() => {
-    const listener = (event: KeyboardEvent) => {
-      if (event.keyCode === keyCode) {
-        handler();
-      }
-    };
-    document.addEventListener('keydown', listener);
-    return () => document.removeEventListener('keydown', listener);
-  }, [keyCode, handler]);
-}
-
-// useTheme
-export function useTheme(): {
-  theme: 'light' | 'dark';
-  toggleTheme: () => void;
-} {
-  const [theme, setTheme] = useState<'light' | 'dark'>(() => {
-    const storedTheme = localStorage.getItem('theme');
-    return storedTheme === 'dark' ? 'dark' : 'light';
-  });
-
-  const toggleTheme = () => {
-    setTheme(theme === 'light' ? 'dark' : 'light');
-  };
-
-  useEffect(() => {
-    localStorage.setItem('theme', theme);
-    document.body.className = theme;
-  }, [theme]);
-
-  return { theme, toggleTheme };
-}
-
-// useToast
-export function useToast(): {
-  toast: (message: string) => void;
-  message: string | null;
-} {
-  const [message, setMessage] = useState<string | null>(null);
-
-  const toast = (message: string) => {
-    setMessage(message);
-    const timer = setTimeout(() => {
-      setMessage(null);
-    }, 2000);
-    return () => clearTimeout(timer);
-  };
-
-  return { toast, message };
-}
-
-// Form Hooks
-
-// useForm
-export function useForm<T>(initialValue: T): {
-  value: T;
-  setValue: (newValue: T) => void;
-  handleChange: (event: React.ChangeEvent<HTMLInputElement>) => void;
-} {
-  const [value, setValue] = useState<T>(initialValue);
-
-  const handleChange = (event: React.ChangeEvent<HTMLInputElement>) => {
-    const updatedValue = { ...value };
-    updatedValue[event.target.name as keyof T] = event.target.value;
-    setValue(updatedValue);
-  };
-
-  return { value, setValue, handleChange };
-}
-
-// useFieldValidation
-export function useFieldValidation<T>(field: keyof T, value: T, validate: (value: T[keyof T]) => string | null): string | null {
-  const [error, setError] = useState<string | null>(null);
-
-  useEffect(() => {
-    const error = validate(value[field]);
-    setError(error);
-  }, [field, value, validate]);
-
-  return error;
-}
-
-// useFormSubmit
-export function useFormSubmit<T>(handleSubmit: (value: T) => void): (event: React.FormEvent<HTMLFormElement>) => void {
-  const submitHandler = (event: React.FormEvent<HTMLFormElement>) => {
-    event.preventDefault();
-    handleSubmit(event.currentTarget.elements);
-  };
-
-  return submitHandler;
-}
\ No newline at end of file
diff --git a/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-3.json b/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-3.json
deleted file mode 100644
index 2f621fa..0000000
--- a/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-3.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "protocol": "aap/0.1",
-  "id": "toast-hook",
-  "version": 2,
-  "name": "edit",
-  "meta": {
-    "format": "text/html",
-    "tokens_used": null,
-    "checksum": null,
-    "state": null
-  },
-  "content": [
-    {
-      "op": "replace",
-      "target": {
-        "type": "id",
-        "value": "useToast"
-      },
-      "content": "export function useToast(): { toasts: string[]; addToast: (message: string) => void; } { const [toasts, setToasts] = useState<string[]>([]); const addToast = (message: string) => { setToasts((prevToasts) => [message, ...prevToasts.slice(0, 4)]); }; useEffect(() => { const timer = setTimeout(() => { setToasts((prevToasts) => prevToasts.slice(1)); }, 5000); return () => clearTimeout(timer); }, [toasts]); return { toasts, addToast }; }"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-3.ts b/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-3.ts
deleted file mode 100644
index 449071f..0000000
--- a/evals/data/experiments/086-ts-react-hooks/outputs/aap/turn-3.ts
+++ /dev/null
@@ -1,261 +0,0 @@
-// Data Hooks
-
-import { useState, useEffect } from 'react';
-import { AbortController } from 'abort-controller';
-
-// useApi
-export function useApi<T>(url: string): {
-  data: T | null;
-  error: Error | null;
-  isLoading: boolean;
-} {
-  const [data, setData] = useState<T | null>(null);
-  const [error, setError] = useState<Error | null>(null);
-  const [isLoading, setIsLoading] = useState<boolean>(false);
-
-  useEffect(() => {
-    const controller = new AbortController();
-    const signal = controller.signal;
-
-    setIsLoading(true);
-    fetch(url, { signal })
-      .then((response) => {
-        if (!response.ok) {
-          throw new Error(response.statusText);
-        }
-        return response.json() as Promise<T>;
-      })
-      .then((data) => {
-        setData(data);
-        setError(null);
-      })
-      .catch((error) => {
-        if (error.name === 'AbortError') {
-          return;
-        }
-        setError(error);
-        setData(null);
-      })
-      .finally(() => {
-        setIsLoading(false);
-      });
-
-    return () => {
-      controller.abort();
-    };
-  }, [url]);
-
-  return { data, error, isLoading };
-}
-
-// usePagination
-export function usePagination<T>(data: T[], itemsPerPage: number): {
-  paginatedData: T[];
-  currentPage: number;
-  totalPages: number;
-  handlePageChange: (page: number) => void;
-} {
-  const [currentPage, setCurrentPage] = useState(1);
-
-  const start = (currentPage - 1) * itemsPerPage;
-  const end = start + itemsPerPage;
-  const paginatedData = data.slice(start, end);
-  const totalPages = Math.ceil(data.length / itemsPerPage);
-
-  const handlePageChange = (page: number) => {
-    setCurrentPage(page);
-  };
-
-  return { paginatedData, currentPage, totalPages, handlePageChange };
-}
-
-// useInfiniteScroll
-export function useInfiniteScroll<T>(data: T[], fetchMore: () => void): {
-  isInfiniteLoading: boolean;
-  handleInfiniteScroll: () => void;
-} {
-  const [isInfiniteLoading, setIsInfiniteLoading] = useState(false);
-
-  const handleInfiniteScroll = () => {
-    fetchMore();
-    setIsInfiniteLoading(true);
-  };
-
-  useEffect(() => {
-    const handleScroll = () => {
-      if (window.innerHeight + window.scrollY >= document.body.offsetHeight) {
-        handleInfiniteScroll();
-      }
-    };
-    window.addEventListener('scroll', handleScroll);
-    return () => window.removeEventListener('scroll', handleScroll);
-  }, [data]);
-
-  useEffect(() => {
-    if (isInfiniteLoading) {
-      const timer = setTimeout(() => {
-        setIsInfiniteLoading(false);
-      }, 1000);
-      return () => clearTimeout(timer);
-    }
-  }, [isInfiniteLoading]);
-
-  return { isInfiniteLoading, handleInfiniteScroll };
-}
-
-// useDebounce
-export function useDebounce<T>(value: T, delay: number): T {
-  const [debouncedValue, setDebouncedValue] = useState<T>(value);
-
-  useEffect(() => {
-    const timer = setTimeout(() => {
-      setDebouncedValue(value);
-    }, delay);
-    return () => clearTimeout(timer);
-  }, [value, delay]);
-
-  return debouncedValue;
-}
-
-// useLocalStorage
-export function useLocalStorage<T>(key: string, initialValue: T): {
-  value: T;
-  setValue: (newValue: T) => void;
-} {
-  const [value, setValue] = useState<T>(() => {
-    const storedValue = localStorage.getItem(key);
-    return storedValue !== null ? JSON.parse(storedValue) : initialValue;
-  });
-
-  useEffect(() => {
-    localStorage.setItem(key, JSON.stringify(value));
-  }, [value, key]);
-
-  return { value, setValue };
-}
-
-// UI Hooks
-
-// useMediaQuery
-export function useMediaQuery(query: string): boolean {
-  const [matches, setMatches] = useState(false);
-
-  useEffect(() => {
-    const mediaQuery = window.matchMedia(query);
-    setMatches(mediaQuery.matches);
-    const listener = () => {
-      setMatches(mediaQuery.matches);
-    };
-    mediaQuery.addEventListener('change', listener);
-    return () => mediaQuery.removeEventListener('change', listener);
-  }, [query]);
-
-  return matches;
-}
-
-// useClickOutside
-export function useClickOutside(ref: React.RefObject<HTMLElement>, handler: () => void): void {
-  useEffect(() => {
-    const listener = (event: MouseEvent) => {
-      if (!ref.current || !ref.current.contains(event.target as Node)) {
-        handler();
-      }
-    };
-    document.addEventListener('mousedown', listener);
-    return () => document.removeEventListener('mousedown', listener);
-  }, [ref, handler]);
-}
-
-// useKeyboardShortcut
-export function useKeyboardShortcut(keyCode: number, handler: () => void): void {
-  useEffect(() => {
-    const listener = (event: KeyboardEvent) => {
-      if (event.keyCode === keyCode) {
-        handler();
-      }
-    };
-    document.addEventListener('keydown', listener);
-    return () => document.removeEventListener('keydown', listener);
-  }, [keyCode, handler]);
-}
-
-// useTheme
-export function useTheme(): {
-  theme: 'light' | 'dark';
-  toggleTheme: () => void;
-} {
-  const [theme, setTheme] = useState<'light' | 'dark'>(() => {
-    const storedTheme = localStorage.getItem('theme');
-    return storedTheme === 'dark' ? 'dark' : 'light';
-  });
-
-  const toggleTheme = () => {
-    setTheme(theme === 'light' ? 'dark' : 'light');
-  };
-
-  useEffect(() => {
-    localStorage.setItem('theme', theme);
-    document.body.className = theme;
-  }, [theme]);
-
-  return { theme, toggleTheme };
-}
-
-// useToast
-export function useToast(): {
-  toast: (message: string) => void;
-  message: string | null;
-} {
-  const [message, setMessage] = useState<string | null>(null);
-
-  const toast = (message: string) => {
-    setMessage(message);
-    const timer = setTimeout(() => {
-      setMessage(null);
-    }, 2000);
-    return () => clearTimeout(timer);
-  };
-
-  return { toast, message };
-}
-
-// Form Hooks
-
-// useForm
-export function useForm<T>(initialValue: T): {
-  value: T;
-  setValue: (newValue: T) => void;
-  handleChange: (event: React.ChangeEvent<HTMLInputElement>) => void;
-} {
-  const [value, setValue] = useState<T>(initialValue);
-
-  const handleChange = (event: React.ChangeEvent<HTMLInputElement>) => {
-    const updatedValue = { ...value };
-    updatedValue[event.target.name as keyof T] = event.target.value;
-    setValue(updatedValue);
-  };
-
-  return { value, setValue, handleChange };
-}
-
-// useFieldValidation
-export function useFieldValidation<T>(field: keyof T, value: T, validate: (value: T[keyof T]) => string | null): string | null {
-  const [error, setError] = useState<string | null>(null);
-
-  useEffect(() => {
-    const error = validate(value[field]);
-    setError(error);
-  }, [field, value, validate]);
-
-  return error;
-}
-
-// useFormSubmit
-export function useFormSubmit<T>(handleSubmit: (value: T) => void): (event: React.FormEvent<HTMLFormElement>) => void {
-  const submitHandler = (event: React.FormEvent<HTMLFormElement>) => {
-    event.preventDefault();
-    handleSubmit(event.currentTarget.elements);
-  };
-
-  return submitHandler;
-}
\ No newline at end of file
diff --git a/evals/data/experiments/086-ts-react-hooks/outputs/base/turn-0.ts b/evals/data/experiments/086-ts-react-hooks/outputs/base/turn-0.ts
deleted file mode 100644
index 59e978b..0000000
--- a/evals/data/experiments/086-ts-react-hooks/outputs/base/turn-0.ts
+++ /dev/null
@@ -1,227 +0,0 @@
-// data hooks
-import { useState, useEffect, useRef, useCallback } from 'react';
-
-export function useApi<T>(url: string, params?: { [key: string]: any }) {
-  const [data, setData] = useState<T | null>(null);
-  const [loading, setLoading] = useState(false);
-  const [error, setError] = useState<Error | null>(null);
-  const abortController = useRef<AbortController | null>(null);
-
-  const fetchApi = useCallback(async () => {
-    if (abortController.current) {
-      abortController.current.abort();
-    }
-    abortController.current = new AbortController();
-    setLoading(true);
-    try {
-      const response = await fetch(url, {
-        signal: abortController.current.signal,
-        ...params,
-      });
-      if (!response.ok) {
-        throw new Error(response.statusText);
-      }
-      const data = await response.json();
-      setData(data);
-    } catch (error) {
-      setError(error);
-    } finally {
-      setLoading(false);
-    }
-  }, [url, params]);
-
-  useEffect(() => {
-    fetchApi();
-    return () => {
-      if (abortController.current) {
-        abortController.current.abort();
-      }
-    };
-  }, [fetchApi]);
-
-  return { data, loading, error };
-}
-
-export function usePagination<T>(data: T[], itemsPerPage: number) {
-  const [currentPage, setCurrentPage] = useState(1);
-  const start = (currentPage - 1) * itemsPerPage;
-  const end = start + itemsPerPage;
-  const paginatedData = data.slice(start, end);
-
-  return { paginatedData, currentPage, setCurrentPage };
-}
-
-export function useInfiniteScroll<T>(data: T[], fetchMore: () => void) {
-  const [loading, setLoading] = useState(false);
-  const [hasMore, setHasMore] = useState(true);
-  const scrollElement = useRef<HTMLDivElement | null>(null);
-
-  const handleScroll = useCallback(() => {
-    if (scrollElement.current) {
-      const { scrollTop, offsetHeight, scrollHeight } = scrollElement.current;
-      if (scrollTop + offsetHeight >= scrollHeight * 0.9 && hasMore && !loading) {
-        fetchMore();
-      }
-    }
-  }, [fetchMore, hasMore, loading]);
-
-  useEffect(() => {
-    if (scrollElement.current) {
-      scrollElement.current.addEventListener('scroll', handleScroll);
-    }
-    return () => {
-      if (scrollElement.current) {
-        scrollElement.current.removeEventListener('scroll', handleScroll);
-      }
-    };
-  }, [handleScroll]);
-
-  return { scrollElement, setLoading, setHasMore };
-}
-
-export function useDebounce<T>(value: T, delay: number) {
-  const [debouncedValue, setDebouncedValue] = useState(value);
-  useEffect(() => {
-    const timeoutId = setTimeout(() => {
-      setDebouncedValue(value);
-    }, delay);
-    return () => {
-      clearTimeout(timeoutId);
-    };
-  }, [value, delay]);
-
-  return debouncedValue;
-}
-
-export function useLocalStorage<T>(key: string, initialValue: T) {
-  const [value, setValue] = useState<T>(() => {
-    const storedValue = localStorage.getItem(key);
-    return storedValue ? JSON.parse(storedValue) : initialValue;
-  });
-
-  useEffect(() => {
-    localStorage.setItem(key, JSON.stringify(value));
-  }, [value, key]);
-
-  return { value, setValue };
-}
-
-// ui hooks
-export function useMediaQuery(query: string) {
-  const [matches, setMatches] = useState(false);
-  const mediaQueryList = useRef<MediaQueryList | null>(null);
-
-  const handleMediaQueryChange = useCallback((event: MediaQueryListEvent) => {
-    setMatches(event.matches);
-  }, []);
-
-  useEffect(() => {
-    mediaQueryList.current = window.matchMedia(query);
-    setMatches(mediaQueryList.current.matches);
-    mediaQueryList.current.addListener(handleMediaQueryChange);
-    return () => {
-      if (mediaQueryList.current) {
-        mediaQueryList.current.removeListener(handleMediaQueryChange);
-      }
-    };
-  }, [query, handleMediaQueryChange]);
-
-  return matches;
-}
-
-export function useClickOutside(ref: React.RefObject<HTMLElement>) {
-  const [isOutside, setIsOutside] = useState(false);
-
-  const handleDocumentClick = useCallback((event: MouseEvent) => {
-    if (!ref.current?.contains(event.target as Node)) {
-      setIsOutside(true);
-    } else {
-      setIsOutside(false);
-    }
-  }, [ref]);
-
-  useEffect(() => {
-    document.addEventListener('click', handleDocumentClick);
-    return () => {
-      document.removeEventListener('click', handleDocumentClick);
-    };
-  }, [handleDocumentClick]);
-
-  return isOutside;
-}
-
-export function useKeyboardShortcut(shortcut: string, callback: () => void) {
-  const handleKeydown = useCallback((event: KeyboardEvent) => {
-    if (event.key === shortcut) {
-      callback();
-    }
-  }, [shortcut, callback]);
-
-  useEffect(() => {
-    document.addEventListener('keydown', handleKeydown);
-    return () => {
-      document.removeEventListener('keydown', handleKeydown);
-    };
-  }, [handleKeydown]);
-}
-
-export function useTheme() {
-  const [theme, setTheme] = useState<'light' | 'dark'>('light');
-
-  useEffect(() => {
-    document.body.classList.remove('light', 'dark');
-    document.body.classList.add(theme);
-  }, [theme]);
-
-  return { theme, setTheme };
-}
-
-export function useToast() {
-  const [toast, setToast] = useState<{ message: string; duration: number } | null>(null);
-
-  const showToast = useCallback((message: string, duration: number) => {
-    setToast({ message, duration });
-    setTimeout(() => {
-      setToast(null);
-    }, duration);
-  }, []);
-
-  return { toast, showToast };
-}
-
-// form hooks
-export function useForm<T>(initialState: T) {
-  const [formState, setFormState] = useState<T>(initialState);
-
-  const handleFormChange = useCallback((event: React.ChangeEvent<{ name: string; value: any }>) => {
-    setFormState((prevFormState) => ({ ...prevFormState, [event.target.name]: event.target.value }));
-  }, []);
-
-  return { formState, handleFormChange };
-}
-
-export function useFieldValidation<T>(field: string, validationFn: (value: T) => boolean) {
-  const [isValid, setIsValid] = useState(true);
-  const [error, setError] = useState('');
-
-  const validateField = useCallback((value: T) => {
-    const isValidField = validationFn(value);
-    setIsValid(isValidField);
-    if (!isValidField) {
-      setError('Invalid field value');
-    } else {
-      setError('');
-    }
-  }, [validationFn]);
-
-  return { isValid, error, validateField };
-}
-
-export function useFormSubmit<T>(formState: T, submitFn: (formState: T) => void) {
-  const handleSubmit = useCallback((event: React.FormEvent<HTMLFormElement>) => {
-    event.preventDefault();
-    submitFn(formState);
-  }, [formState, submitFn]);
-
-  return handleSubmit;
-}
\ No newline at end of file
diff --git a/evals/data/experiments/086-ts-react-hooks/outputs/base/turn-1.ts b/evals/data/experiments/086-ts-react-hooks/outputs/base/turn-1.ts
deleted file mode 100644
index 1641661..0000000
--- a/evals/data/experiments/086-ts-react-hooks/outputs/base/turn-1.ts
+++ /dev/null
@@ -1,83 +0,0 @@
-// data hooks
-import { useState, useEffect, useRef, useCallback } from 'react';
-
-// existing hooks...
-
-export function useWebSocket<T>(url: string, protocols?: string | string[], onMessage: (message: T) => void) {
-  const [ WebSocketClass ] = useState(() => globalThis.WebSocket || globalThis.MozWebSocket);
-  const [connection, setConnection] = useState<WebSocket | null>(null);
-  const [connected, setConnected] = useState(false);
-  const [reconnectTimeout, setReconnectTimeout] = useState<number | null>(null);
-  const [heartbeatInterval, setHeartbeatInterval] = useState<number | null>(null);
-  const reconnectDelay = useRef(1000);
-  const messageQueue = useRef<T[]>([]);
-
-  const establishConnection = useCallback(() => {
-    const ws = new WebSocketClass(url, protocols);
-    ws.onopen = () => {
-      setConnected(true);
-      setConnection(ws);
-      if (heartbeatInterval) {
-        clearInterval(heartbeatInterval);
-      }
-      setHeartbeatInterval(setInterval(() => ws.send('heartbeat'), 30000));
-    };
-    ws.onclose = () => {
-      setConnected(false);
-      setConnection(null);
-      clearInterval(heartbeatInterval);
-      setHeartbeatInterval(null);
-      if (reconnectTimeout) {
-        clearTimeout(reconnectTimeout);
-      }
-      reconnectTimeoutId();
-    };
-    ws.onerror = () => {
-      setConnected(false);
-      setConnection(null);
-    };
-    ws.onmessage = (event) => {
-      try {
-        const message: T = JSON.parse(event.data);
-        onMessage(message);
-        if (messageQueue.current.length) {
-          messageQueue.current.forEach((message) => onMessage(message));
-          messageQueue.current = [];
-        }
-      } catch (error) {
-        console.error('Error parsing message:', error);
-      }
-    };
-  }, [url, protocols, onMessage]);
-
-  const reconnectTimeoutId = useCallback(() => {
-    setReconnectTimeout(setTimeout(() => {
-      reconnectDelay.current *= 2;
-      if (reconnectDelay.current > 30000) {
-        reconnectDelay.current = 30000;
-      }
-      establishConnection();
-    }, reconnectDelay.current));
-  }, [establishConnection]);
-
-  useEffect(() => {
-    establishConnection();
-    return () => {
-      if (connection) {
-        connection.close();
-      }
-    };
-  }, [establishConnection]);
-
-  const send = useCallback((message: T) => {
-    if (connected && connection) {
-      connection.send(JSON.stringify(message));
-    } else {
-      messageQueue.current.push(message);
-    }
-  }, [connected, connection]);
-
-  return { connected, send };
-}
-
-// existing hooks...
\ No newline at end of file
diff --git a/evals/data/experiments/086-ts-react-hooks/outputs/base/turn-2.ts b/evals/data/experiments/086-ts-react-hooks/outputs/base/turn-2.ts
deleted file mode 100644
index 534d37c..0000000
--- a/evals/data/experiments/086-ts-react-hooks/outputs/base/turn-2.ts
+++ /dev/null
@@ -1,112 +0,0 @@
-// form hooks
-import { useState, useEffect, useRef, useCallback } from 'react';
-
-export function useForm<T>(initialState: T) {
-  const [formState, setFormState] = useState<T>(initialState);
-
-  const getNestedValue = useCallback((obj: any, path: string) => {
-    const keys = path.split('.');
-    let current = obj;
-    for (let i = 0; i < keys.length; i++) {
-      if (!current) return undefined;
-      const key = keys[i];
-      const match = key.match(/^([^\[\]]+)(\[(\d+)\])?$/);
-      if (match) {
-        const propName = match[1];
-        const arrayIndex = match[3] ? parseInt(match[3], 10) : undefined;
-        if (arrayIndex !== undefined) {
-          if (!Array.isArray(current[propName])) {
-            current[propName] = [];
-          }
-          if (i === keys.length - 1) {
-            return current[propName][arrayIndex];
-          } else {
-            current = current[propName][arrayIndex];
-          }
-        } else {
-          if (i === keys.length - 1) {
-            return current[propName];
-          } else {
-            current = current[propName];
-          }
-        }
-      }
-    }
-  }, []);
-
-  const setNestedValue = useCallback((obj: any, path: string, value: any) => {
-    const keys = path.split('.');
-    let current = obj;
-    for (let i = 0; i < keys.length; i++) {
-      if (!current) current = {};
-      const key = keys[i];
-      const match = key.match(/^([^\[\]]+)(\[(\d+)\])?$/);
-      if (match) {
-        const propName = match[1];
-        const arrayIndex = match[3] ? parseInt(match[3], 10) : undefined;
-        if (arrayIndex !== undefined) {
-          if (!Array.isArray(current[propName])) {
-            current[propName] = [];
-          }
-          if (i === keys.length - 1) {
-            if (arrayIndex >= current[propName].length) {
-              current[propName].push(...new Array(arrayIndex - current[propName].length + 1).fill(null));
-            }
-            current[propName][arrayIndex] = value;
-          } else {
-            if (arrayIndex >= current[propName].length) {
-              current[propName].push(...new Array(arrayIndex - current[propName].length + 1).fill(null));
-            }
-            current = current[propName][arrayIndex];
-          }
-        } else {
-          if (i === keys.length - 1) {
-            current[propName] = value;
-          } else {
-            if (!current[propName]) current[propName] = {};
-            current = current[propName];
-          }
-        }
-      }
-    }
-  }, []);
-
-  const handleFormChange = useCallback((event: React.ChangeEvent<{ name: string; value: any }>) => {
-    const { name, value } = event.target;
-    setFormState((prevFormState) => {
-      const newState = { ...prevFormState };
-      setNestedValue(newState, name, value);
-      return newState;
-    });
-  }, [setNestedValue]);
-
-  return { formState, handleFormChange };
-}
-
-export function useFormArray<T>(initialState: T[], setName: string) {
-  const [arrayState, setArrayState] = useState<T[]>(initialState);
-
-  const handleArrayChange = useCallback((index: number, value: T) => {
-    setArrayState((prevArrayState) => {
-      const newArrayState = [...prevArrayState];
-      newArrayState[index] = value;
-      return newArrayState;
-    });
-  }, []);
-
-  const handleArrayAdd = useCallback((value: T) => {
-    setArrayState((prevArrayState) => {
-      return [...prevArrayState, value];
-    });
-  }, []);
-
-  const handleArrayRemove = useCallback((index: number) => {
-    setArrayState((prevArrayState) => {
-      return prevArrayState.filter((item, i) => i !== index);
-    });
-  }, []);
-
-  return { arrayState, handleArrayChange, handleArrayAdd, handleArrayRemove };
-}
-
-// existing hooks...
\ No newline at end of file
diff --git a/evals/data/experiments/086-ts-react-hooks/outputs/base/turn-3.ts b/evals/data/experiments/086-ts-react-hooks/outputs/base/turn-3.ts
deleted file mode 100644
index d7ff264..0000000
--- a/evals/data/experiments/086-ts-react-hooks/outputs/base/turn-3.ts
+++ /dev/null
@@ -1,72 +0,0 @@
-// ui hooks
-import { useState, useEffect, useRef, useCallback } from 'react';
-
-export function useToast() {
-  const [toasts, setToasts] = useState<{ message: string; id: string; timeoutId: number | null }[]>([]);
-  const [paused, setPaused] = useState(false);
-  const toastContainerRef = useRef<HTMLDivElement | null>(null);
-  const toastId = useRef(0);
-
-  const showToast = useCallback((message: string) => {
-    const newToast = { message, id: `${toastId.current}`, timeoutId: null };
-    setToasts((prevToasts) => {
-      const updatedToasts = [...prevToasts, newToast];
-      if (updatedToasts.length > 5) {
-        updatedToasts.shift();
-      }
-      return updatedToasts;
-    });
-    toastId.current++;
-  }, []);
-
-  const handleMouseEnter = useCallback(() => {
-    setPaused(true);
-    toasts.forEach((toast) => {
-      if (toast.timeoutId) {
-        globalThis.clearTimeout(toast.timeoutId);
-      }
-    });
-  }, [toasts]);
-
-  const handleMouseLeave = useCallback(() => {
-    setPaused(false);
-    toasts.forEach((toast) => {
-      if (!toast.timeoutId) {
-        const timeoutId = globalThis.setTimeout(() => {
-          setToasts((prevToasts) => prevToasts.filter((t) => t.id !== toast.id));
-        }, 5000);
-        setToasts((prevToasts) =>
-          prevToasts.map((t) => (t.id === toast.id ? { ...t, timeoutId } : t))
-        );
-      }
-    });
-  }, [toasts]);
-
-  useEffect(() => {
-    if (toastContainerRef.current) {
-      toastContainerRef.current.addEventListener('mouseenter', handleMouseEnter);
-      toastContainerRef.current.addEventListener('mouseleave', handleMouseLeave);
-      return () => {
-        toastContainerRef.current.removeEventListener('mouseenter', handleMouseEnter);
-        toastContainerRef.current.removeEventListener('mouseleave', handleMouseLeave);
-      };
-    }
-  }, [handleMouseEnter, handleMouseLeave]);
-
-  useEffect(() => {
-    if (!paused) {
-      toasts.forEach((toast) => {
-        if (!toast.timeoutId) {
-          const timeoutId = globalThis.setTimeout(() => {
-            setToasts((prevToasts) => prevToasts.filter((t) => t.id !== toast.id));
-          }, 5000);
-          setToasts((prevToasts) =>
-            prevToasts.map((t) => (t.id === toast.id ? { ...t, timeoutId } : t))
-          );
-        }
-      });
-    }
-  }, [toasts, paused]);
-
-  return { toasts, showToast, toastContainerRef };
-}
\ No newline at end of file