diff --git a/.github/workflows/check_pr_template.yml b/.github/workflows/check_pr_template.yml
deleted file mode 100644
index 7b7cf35c1..000000000
--- a/.github/workflows/check_pr_template.yml
+++ /dev/null
@@ -1,197 +0,0 @@
-name: Check if PR Template Is Complete
-
-on:
-  pull_request:
-    types: [opened, edited, synchronize]
-
-jobs:
-  check_template:
-    runs-on: ubuntu-latest
-    permissions:
-      contents: write
-      pull-requests: write
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v3
-        with:
-          ref: ${{ github.event.pull_request.head.ref }}
-          fetch-depth: 0
-
-      - name: Setup Node.js
-        uses: actions/setup-node@v3
-        with:
-          node-version: '16'
-
-      - name: Install dependencies
-        run: npm install js-yaml
-
-      - name: Check PR template and create submission file
-        id: check_template
-        uses: actions/github-script@v6
-        with:
-          script: |
-            const fs = require('fs').promises;
-            const yaml = require('js-yaml');
-            const prBody = context.payload.pull_request.body || '';
-            
-            // Normalize line endings
-            const normalizedBody = prBody.replace(/\r\n/g, '\n');
-            
-            // Extract and parse YAML
-            const startMarker = '```yaml\n';
-            const endMarker = '\n```';
-            
-            const startIndex = normalizedBody.indexOf(startMarker);
-            if (startIndex === -1) {
-              console.log('Could not find start marker');
-              core.setFailed('Start marker not found');
-              return;
-            }
-            
-            const contentStart = startIndex + startMarker.length;
-            const endIndex = normalizedBody.indexOf(endMarker, contentStart);
-            if (endIndex === -1) {
-              console.log('Could not find end marker');
-              core.setFailed('End marker not found');
-              return;
-            }
-            
-            const yamlContent = normalizedBody.slice(contentStart, endIndex);
-            console.log('Extracted YAML content:', yamlContent);
-            
-            let data;
-            try {
-              // Remove comments from YAML content
-              const cleanYaml = yamlContent
-                .split('\n')
-                .map(line => line.split('#')[0].trim())
-                .join('\n');
-              
-              console.log('Cleaned YAML content:', cleanYaml);
-              data = yaml.load(cleanYaml);
-              console.log('Parsed YAML data:', data);
-            } catch (error) {
-              console.log('YAML parsing error:', error);
-              await github.rest.issues.createComment({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                issue_number: context.payload.pull_request.number,
-                body: `:warning: Error parsing YAML: ${error.message}`
-              });
-              core.setFailed(`Invalid YAML: ${error.message}`);
-              return;
-            }
-            
-            // Validate required fields
-            const requiredFields = [
-              'submission_name',
-              'submission_folder',
-              'authors',
-              'affiliations',
-              'ruleset',
-              'framework',
-              'description'
-            ];
-            
-            const emptyFields = requiredFields.filter(field => {
-              const value = data?.[field];
-              return !value || 
-                     value.toString().trim() === '' || 
-                     value === '""' ||
-                     value === '\"\"';
-            });
-            
-            if (emptyFields.length > 0) {
-              const emptyFieldsList = emptyFields
-                .map(field => `  - ${field} is empty`)
-                .join('\n');
-              
-              await github.rest.issues.createComment({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                issue_number: context.payload.pull_request.number,
-                body: `:warning: Please fill out all required fields in the PR template:\n\n${emptyFieldsList}`
-              });
-              
-              await github.rest.issues.addLabels({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                issue_number: context.payload.pull_request.number,
-                labels: ['🚧 Incomplete']
-              });
-              
-              core.setFailed('Empty fields found');
-              return;
-            }
-
-            // Remove incomplete label if present
-            try {
-              const { data: labels } = await github.rest.issues.listLabelsOnIssue({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                issue_number: context.payload.pull_request.number
-              });
-              
-              if (labels.some(label => label.name === '🚧 Incomplete')) {
-                await github.rest.issues.removeLabel({
-                  owner: context.repo.owner,
-                  repo: context.repo.repo,
-                  issue_number: context.payload.pull_request.number,
-                  name: '🚧 Incomplete'
-                });
-              }
-            } catch (error) {
-              console.log('Error handling labels:', error);
-            }
-            
-            core.setOutput('filled_out', 'true');
-            core.setOutput('submission_data', data);
-            
-            // Create submission_info.yml
-            try {
-              let submissionPath;
-              // Remove any leading/trailing slashes and potential duplicate paths
-              const cleanFolder = data.submission_folder.replace(/^\/+|\/+$/g, '').replace(/^(external_tuning|self_tuning)\//, '');
-              
-              if (data.ruleset === 'external') {
-                submissionPath = `submissions/external_tuning/${cleanFolder}`;
-              } else if (data.ruleset === 'self-tuning') {
-                submissionPath = `submissions/self_tuning/${cleanFolder}`;
-              } else {
-                core.setFailed(`Invalid ruleset value: ${data.ruleset}. Must be "external" or "self-tuning".`);
-                return;
-              }
-              
-              // Check if directory exists, create if it doesn't
-              try {
-                await fs.mkdir(submissionPath, { recursive: true });
-              } catch (error) {
-                console.log('Error creating directory:', error);
-                core.setFailed(`Failed to create directory: ${error.message}`);
-                return;
-              }
-              
-              // Write the YAML file
-              const yamlStr = yaml.dump(data);
-              const filePath = `${submissionPath}/submission_info.yml`;
-              await fs.writeFile(filePath, yamlStr);
-              
-              console.log('Created submission_info.yml');
-              
-            } catch (error) {
-              console.log('Error creating submission file:', error);
-              core.setFailed(`Failed to create submission file: ${error.message}`);
-              return;
-            }
-
-      - name: Commit and push if changed
-        run: |
-          git config --local user.email "action@github.com"
-          git config --local user.name "GitHub Action"
-          git add submissions/*/*/*
-          
-          # Check if there are changes to commit
-          git diff --staged --quiet || (
-            git commit -m "Add/Update submission_info.yml" -m "Automated commit by GitHub Action"
-            git push
-          )
\ No newline at end of file
diff --git a/.github/workflows/sync_submission.yml b/.github/workflows/sync_submission.yml
new file mode 100644
index 000000000..aad0a3120
--- /dev/null
+++ b/.github/workflows/sync_submission.yml
@@ -0,0 +1,94 @@
+name: Sync Submission on Merge
+
+on:
+  pull_request_target:
+    types: [closed]
+
+jobs:
+  sync_on_merge:
+    # 1. Only run if merged AND title contains [submission]
+    if: github.event.pull_request.merged == true && contains(github.event.pull_request.title, '[submission]')
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write
+      pull-requests: read
+    
+    steps:
+      - name: Checkout Base Branch
+        uses: actions/checkout@v3
+        with:
+          ref: ${{ github.event.pull_request.base.ref }}
+          fetch-depth: 0
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v3
+        with:
+          node-version: '16'
+
+      - name: Install dependencies
+        run: npm install js-yaml
+
+      - name: Extract and Generate File
+        id: generator
+        uses: actions/github-script@v6
+        with:
+          script: |
+            const fs = require('fs').promises;
+            const yaml = require('js-yaml');
+            const prBody = context.payload.pull_request.body || '';
+            
+            // Extraction Logic
+            const normalizedBody = prBody.replace(/\r\n/g, '\n');
+            const startMarker = '```yaml\n';
+            const endMarker = '\n```';
+            
+            const startIndex = normalizedBody.indexOf(startMarker);
+            const contentStart = startIndex + startMarker.length;
+            const endIndex = normalizedBody.indexOf(endMarker, contentStart);
+            
+            if (startIndex === -1 || endIndex === -1) {
+              console.log('No YAML block found. Skipping.');
+              return;
+            }
+            
+            const yamlContent = normalizedBody.slice(contentStart, endIndex);
+            let data;
+            
+            try {
+              const cleanYaml = yamlContent.split('\n').map(l => l.split('#')[0].trim()).join('\n');
+              data = yaml.load(cleanYaml);
+            } catch (error) {
+              core.setFailed(`YAML parse error: ${error.message}`);
+              return;
+            }
+
+            // Path Logic for submissions_algorithms
+            const cleanFolder = data.submission_folder.replace(/^\/+|\/+$/g, '').replace(/^(external_tuning|self_tuning)\//, '');
+            const subDir = data.ruleset === 'external' ? 'external_tuning' : 'self_tuning';
+            const finalPath = `submissions/${subDir}/${cleanFolder}`;
+            
+            core.setOutput('path', finalPath);
+            core.setOutput('yaml_string', yaml.dump(data));
+            core.setOutput('should_commit', 'true');
+
+      - name: Commit and Push
+        if: steps.generator.outputs.should_commit == 'true'
+        run: |
+          mkdir -p "${{ steps.generator.outputs.path }}"
+          
+          # Write the validated YAML to the repository
+          cat <<EOF > "${{ steps.generator.outputs.path }}/submission_info.yml"
+          ${{ steps.generator.outputs.yaml_string }}
+          EOF
+          
+          git config --local user.email "action@github.com"
+          git config --local user.name "GitHub Action"
+          git add submissions/
+          
+          if ! git diff --staged --quiet; then
+            git commit -m "Final submission sync for PR #${{ github.event.pull_request.number }}"
+            # Pushes directly to your main/base branch
+            git push origin HEAD:${{ github.event.pull_request.base.ref }}
+          else
+            echo "No changes detected."
+          fi
\ No newline at end of file
diff --git a/.github/workflows/validate_pr.yml b/.github/workflows/validate_pr.yml
new file mode 100644
index 000000000..4b9e255e3
--- /dev/null
+++ b/.github/workflows/validate_pr.yml
@@ -0,0 +1,74 @@
+name: Validate PR Template
+
+on:
+  pull_request:
+    types: [opened, edited, synchronize]
+
+jobs:
+  validate:
+    # This ensures the script ONLY runs if "[submission]" is in the title
+    if: contains(github.event.pull_request.title, '[submission]')
+    runs-on: ubuntu-latest
+    permissions:
+      pull-requests: write
+    
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v3
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v3
+        with:
+          node-version: '16'
+
+      - name: Install dependencies
+        run: npm install js-yaml
+
+      - name: Validate YAML
+        uses: actions/github-script@v6
+        with:
+          script: |
+            const yaml = require('js-yaml');
+            const prBody = context.payload.pull_request.body || '';
+            
+            // 1. Extraction
+            const normalizedBody = prBody.replace(/\r\n/g, '\n');
+            const startMarker = '```yaml\n';
+            const endMarker = '\n```';
+            
+            const startIndex = normalizedBody.indexOf(startMarker);
+            const contentStart = startIndex + startMarker.length;
+            const endIndex = normalizedBody.indexOf(endMarker, contentStart);
+            
+            if (startIndex === -1 || endIndex === -1) {
+              core.setFailed('No YAML block found. Please use the [submission] template.');
+              return;
+            }
+            
+            // 2. Parsing & Field Check
+            let data;
+            try {
+              const yamlContent = normalizedBody.slice(contentStart, endIndex);
+              const cleanYaml = yamlContent.split('\n').map(l => l.split('#')[0].trim()).join('\n');
+              data = yaml.load(cleanYaml);
+            } catch (e) {
+              core.setFailed(`YAML Syntax Error: ${e.message}`);
+              return;
+            }
+            
+            const requiredFields = ['submission_name', 'submission_folder', 'authors', 'ruleset'];
+            const emptyFields = requiredFields.filter(f => !data?.[f] || data[f].toString().trim() === '');
+            
+            if (emptyFields.length > 0) {
+              const errorMsg = `⚠️ Missing required fields: ${emptyFields.join(', ')}`;
+              
+              // Post a comment so the user knows exactly what to fix
+              await github.rest.issues.createComment({
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                issue_number: context.payload.pull_request.number,
+                body: errorMsg
+              });
+              
+              core.setFailed(errorMsg);
+            }
\ No newline at end of file
diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-06-22.log b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-06-22.log
similarity index 100%
rename from logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-06-22.log
rename to previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-06-22.log
diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-35-21.log b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-35-21.log
similarity index 100%
rename from logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-35-21.log
rename to previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-35-21.log
diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-49-30.log b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-49-30.log
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rename from logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-49-30.log
rename to previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-49-30.log
diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-52-03.log b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-52-03.log
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rename to previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-52-03.log
diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-53-31.log b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-53-31.log
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rename to previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/criteo1tb_jax_03-06-2025-12-53-31.log
diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/eval_measurements.csv b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/eval_measurements.csv
similarity index 100%
rename from logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/eval_measurements.csv
rename to previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/eval_measurements.csv
diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/events.out.tfevents.1741262800.f9b646c99f6b.9.0.v2 b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/events.out.tfevents.1741262800.f9b646c99f6b.9.0.v2
similarity index 100%
rename from logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/events.out.tfevents.1741262800.f9b646c99f6b.9.0.v2
rename to previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/events.out.tfevents.1741262800.f9b646c99f6b.9.0.v2
diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/flags_0.json b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/flags_0.json
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rename to previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/flags_0.json
diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/hparams.json b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/hparams.json
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rename from logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/hparams.json
rename to previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/hparams.json
diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/measurements.csv b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/measurements.csv
similarity index 100%
rename from logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/measurements.csv
rename to previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/measurements.csv
diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/meta_data_0.json b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/meta_data_0.json
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rename to previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_1/meta_data_0.json
diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_2/eval_measurements.csv b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_2/eval_measurements.csv
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diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_2/events.out.tfevents.1741264538.871a9aeca569.9.0.v2 b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_2/events.out.tfevents.1741264538.871a9aeca569.9.0.v2
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diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_2/flags_0.json b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_2/flags_0.json
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diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_2/hparams.json b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_2/hparams.json
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diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_2/measurements.csv b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_2/measurements.csv
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diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_2/meta_data_0.json b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_2/meta_data_0.json
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diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_3/eval_measurements.csv b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_3/eval_measurements.csv
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diff --git a/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_3/events.out.tfevents.1741265387.f1d2784908b6.9.0.v2 b/previous_leaderboards/algoperf_v06/logs/external_tuning/baseline/study_0/criteo1tb_jax/trial_3/events.out.tfevents.1741265387.f1d2784908b6.9.0.v2
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diff --git a/submissions/self_tuning/schedule_free_adamw_v2/requirements_all.txt b/previous_leaderboards/algoperf_v06/submissions/self_tuning/schedule_free_adamw_v2/requirements_all.txt
similarity index 100%
rename from submissions/self_tuning/schedule_free_adamw_v2/requirements_all.txt
rename to previous_leaderboards/algoperf_v06/submissions/self_tuning/schedule_free_adamw_v2/requirements_all.txt
diff --git a/submissions/self_tuning/schedule_free_adamw_v2/submission.py b/previous_leaderboards/algoperf_v06/submissions/self_tuning/schedule_free_adamw_v2/submission.py
similarity index 100%
rename from submissions/self_tuning/schedule_free_adamw_v2/submission.py
rename to previous_leaderboards/algoperf_v06/submissions/self_tuning/schedule_free_adamw_v2/submission.py
diff --git a/submissions/self_tuning/schedule_free_adamw_v2/submission_info.yml b/previous_leaderboards/algoperf_v06/submissions/self_tuning/schedule_free_adamw_v2/submission_info.yml
similarity index 100%
rename from submissions/self_tuning/schedule_free_adamw_v2/submission_info.yml
rename to previous_leaderboards/algoperf_v06/submissions/self_tuning/schedule_free_adamw_v2/submission_info.yml