diff --git a/examples/docker-unix/README.md b/examples/docker-unix/README.md
deleted file mode 100644
index 1e93e04..0000000
--- a/examples/docker-unix/README.md
+++ /dev/null
@@ -1,3 +0,0 @@
-### Warning
-
-Having two services in a docker compose and running both ( seperately) causes a network name conflict
diff --git a/examples/docker-unix/cardamon.unix.toml b/examples/docker-unix/cardamon.unix.toml
deleted file mode 100644
index aa01550..0000000
--- a/examples/docker-unix/cardamon.unix.toml
+++ /dev/null
@@ -1,27 +0,0 @@
-
-
-[[processes]]
-name = "db"
-up = "bash -c '(cd examples/docker-unix/db && docker compose up -d db)'"
-down = "bash -c '(cd examples/docker-unix/db && docker compose down -v )'"
-redirect.to = "parent"
-process.type = "docker"
-process.containers = ["db"]
-[[processes]]
-name = "test"
-up = "bash -c '(cd examples/docker-unix/test && docker compose up -d test)'"
-down = "bash -c '(cd examples/docker-unix/test && docker compose down -v)'"
-redirect.to = "parent"
-process.type = "docker"
-process.containers = ["test"]
-
-[[scenarios]]
-name = "basket_10"
-desc = "Adds ten items to the basket"
-command = "sleep 15"
-iterations = 2
-processes = ["test", "db"]
-
-[[observations]]
-name = "obs_1"
-scenarios = ["basket_10"]
diff --git a/examples/docker-unix/db/docker-compose.yml b/examples/docker-unix/db/docker-compose.yml
deleted file mode 100644
index f15e266..0000000
--- a/examples/docker-unix/db/docker-compose.yml
+++ /dev/null
@@ -1,6 +0,0 @@
-services:
-  db:
-    image: postgres:13
-    environment:
-      POSTGRES_PASSWORD: example
-    container_name: db
diff --git a/examples/docker-unix/test/docker-compose.yml b/examples/docker-unix/test/docker-compose.yml
deleted file mode 100644
index 5d61cfc..0000000
--- a/examples/docker-unix/test/docker-compose.yml
+++ /dev/null
@@ -1,8 +0,0 @@
-services:
-  test:
-    image: progrium/stress
-    command: --cpu 1 --timeout 300s
-    deploy:
-      resources:
-        limits:
-          cpus: '1'
diff --git a/examples/hybrid/Dockerfile b/examples/hybrid/Dockerfile
new file mode 100644
index 0000000..47b4667
--- /dev/null
+++ b/examples/hybrid/Dockerfile
@@ -0,0 +1,9 @@
+FROM ubuntu:latest
+
+WORKDIR /app
+COPY rand-api /app/rand-api
+RUN chmod +x /app/rand-api
+
+EXPOSE 4242
+CMD ["./rand-api"]
+# ENTRYPOINT ["tail", "-f", "/dev/null"]
diff --git a/examples/hybrid/cardamon.toml b/examples/hybrid/cardamon.toml
new file mode 100644
index 0000000..443cfae
--- /dev/null
+++ b/examples/hybrid/cardamon.toml
@@ -0,0 +1,47 @@
+# CPU
+# ########################################
+[cpu]
+name = "AMD Ryzen 7 PRO 6850U with Radeon Graphics"
+curve = [
+  7.627190097500079,
+  0.07551567953624883,
+  20.45110313049153,
+  -1.5261422759740344,
+]
+
+# Processes
+# ########################################
+[[process]]
+name = "rand-api"
+up = "./rand-api"
+down = "kill {pid}"
+redirect.to = "file"
+process.type = "baremetal"
+
+[[process]]
+name = "rand-api-docker"
+up = "docker run -d --name c1 -p 4244:4243 rand-api"
+down = "bash -c 'docker stop c1 && docker rm c1'"
+redirect.to = "file"
+process.type = "docker"
+process.containers = ["c1"]
+startup_grace = 8000
+
+# Scenarios
+# ########################################
+[[scenario]]
+name = "stress"
+desc = "Calls each instance of rand-api 1500 times"
+command = "sh scenario.sh"
+iterations = 2
+processes = ["rand-api", "rand-api-docker"]
+
+# Observations
+# ########################################
+[[observation]]
+name = "stress"
+scenarios = ["stress"]
+
+[[observation]]
+name = "live_monitor"
+processes = ["test_proc1", "test_proc2"]
diff --git a/examples/hybrid/rand-api b/examples/hybrid/rand-api
new file mode 100755
index 0000000..9519cee
Binary files /dev/null and b/examples/hybrid/rand-api differ
diff --git a/examples/hybrid/scenario.sh b/examples/hybrid/scenario.sh
new file mode 100644
index 0000000..a149b79
--- /dev/null
+++ b/examples/hybrid/scenario.sh
@@ -0,0 +1,5 @@
+#!/bin/sh
+for i in $(seq 1 1500); do
+  curl localhost:4243/rand >/dev/null 2>&1
+  curl localhost:4244/rand >/dev/null 2>&1
+done
diff --git a/examples/tod/Dockerfile b/examples/tod/Dockerfile
deleted file mode 100644
index 84faefd..0000000
--- a/examples/tod/Dockerfile
+++ /dev/null
@@ -1,14 +0,0 @@
-FROM golang:1.22.5-alpine
-
-WORKDIR /app
-
-COPY go.mod go.sum ./
-RUN go mod download
-
-COPY . .
-
-RUN go build -o main .
-
-EXPOSE 8080
-
-CMD ["./main"]
diff --git a/examples/tod/cardamon.toml b/examples/tod/cardamon.toml
deleted file mode 100644
index a5a231d..0000000
--- a/examples/tod/cardamon.toml
+++ /dev/null
@@ -1,22 +0,0 @@
-[computer] 
-cpu_name = "AMD Ryzen 7 7840U w/ Radeon 780M Graphics (16) @ 5.132GHz"
-cpu_avg_power= 28.0
-
-[[processes]]
-name = "backend"
-up = "docker compose up --build"
-down = "docker compose down"
-redirect.to = "parent"
-process.type = "docker"
-process.containers = ["redis","todo-app"]
-
-[[scenarios]]
-name = "rust_test"                    # Required
-desc = "Test each endpoint 100 times" # Optional 
-command = "bash -c '(cd testing && cargo run)'"                  # Required - commands for running scenarios
-iterations = 1                        # Optional - defaults to 1
-processes = ["backend"]                  # Required - prepend process name with `_` to ignore
-
-[[observations]]
-name = "todo"            # Required
-scenarios = ["rust_test"] # Required
diff --git a/examples/tod/docker-compose.yml b/examples/tod/docker-compose.yml
deleted file mode 100644
index 762069b..0000000
--- a/examples/tod/docker-compose.yml
+++ /dev/null
@@ -1,23 +0,0 @@
-services:
-  redis:
-    image: redis:latest
-    container_name: my-redis
-    ports:
-      - "6379:6379"
-    command: redis-server --appendonly no
-    networks:
-      - app-network
-
-  todo-app:
-    build: .
-    container_name: todo-app
-    ports:
-      - "8080:8080"
-    depends_on:
-      - redis
-    networks:
-      - app-network
-
-networks:
-  app-network:
-    driver: bridge
diff --git a/examples/tod/go.mod b/examples/tod/go.mod
deleted file mode 100644
index deb8c1d..0000000
--- a/examples/tod/go.mod
+++ /dev/null
@@ -1,13 +0,0 @@
-module tod
-
-go 1.22.5
-
-require (
-	github.com/go-redis/redis/v8 v8.11.5
-	github.com/gorilla/mux v1.8.1
-)
-
-require (
-	github.com/cespare/xxhash/v2 v2.1.2 // indirect
-	github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f // indirect
-)
diff --git a/examples/tod/go.sum b/examples/tod/go.sum
deleted file mode 100644
index 98bf40a..0000000
--- a/examples/tod/go.sum
+++ /dev/null
@@ -1,26 +0,0 @@
-github.com/cespare/xxhash/v2 v2.1.2 h1:YRXhKfTDauu4ajMg1TPgFO5jnlC2HCbmLXMcTG5cbYE=
-github.com/cespare/xxhash/v2 v2.1.2/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f h1:lO4WD4F/rVNCu3HqELle0jiPLLBs70cWOduZpkS1E78=
-github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f/go.mod h1:cuUVRXasLTGF7a8hSLbxyZXjz+1KgoB3wDUb6vlszIc=
-github.com/fsnotify/fsnotify v1.4.9 h1:hsms1Qyu0jgnwNXIxa+/V/PDsU6CfLf6CNO8H7IWoS4=
-github.com/fsnotify/fsnotify v1.4.9/go.mod h1:znqG4EE+3YCdAaPaxE2ZRY/06pZUdp0tY4IgpuI1SZQ=
-github.com/go-redis/redis/v8 v8.11.5 h1:AcZZR7igkdvfVmQTPnu9WE37LRrO/YrBH5zWyjDC0oI=
-github.com/go-redis/redis/v8 v8.11.5/go.mod h1:gREzHqY1hg6oD9ngVRbLStwAWKhA0FEgq8Jd4h5lpwo=
-github.com/gorilla/mux v1.8.1 h1:TuBL49tXwgrFYWhqrNgrUNEY92u81SPhu7sTdzQEiWY=
-github.com/gorilla/mux v1.8.1/go.mod h1:AKf9I4AEqPTmMytcMc0KkNouC66V3BtZ4qD5fmWSiMQ=
-github.com/nxadm/tail v1.4.8 h1:nPr65rt6Y5JFSKQO7qToXr7pePgD6Gwiw05lkbyAQTE=
-github.com/nxadm/tail v1.4.8/go.mod h1:+ncqLTQzXmGhMZNUePPaPqPvBxHAIsmXswZKocGu+AU=
-github.com/onsi/ginkgo v1.16.5 h1:8xi0RTUf59SOSfEtZMvwTvXYMzG4gV23XVHOZiXNtnE=
-github.com/onsi/ginkgo v1.16.5/go.mod h1:+E8gABHa3K6zRBolWtd+ROzc/U5bkGt0FwiG042wbpU=
-github.com/onsi/gomega v1.18.1 h1:M1GfJqGRrBrrGGsbxzV5dqM2U2ApXefZCQpkukxYRLE=
-github.com/onsi/gomega v1.18.1/go.mod h1:0q+aL8jAiMXy9hbwj2mr5GziHiwhAIQpFmmtT5hitRs=
-golang.org/x/net v0.0.0-20210428140749-89ef3d95e781 h1:DzZ89McO9/gWPsQXS/FVKAlG02ZjaQ6AlZRBimEYOd0=
-golang.org/x/net v0.0.0-20210428140749-89ef3d95e781/go.mod h1:OJAsFXCWl8Ukc7SiCT/9KSuxbyM7479/AVlXFRxuMCk=
-golang.org/x/sys v0.0.0-20211216021012-1d35b9e2eb4e h1:fLOSk5Q00efkSvAm+4xcoXD+RRmLmmulPn5I3Y9F2EM=
-golang.org/x/sys v0.0.0-20211216021012-1d35b9e2eb4e/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/text v0.3.6 h1:aRYxNxv6iGQlyVaZmk6ZgYEDa+Jg18DxebPSrd6bg1M=
-golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
-gopkg.in/tomb.v1 v1.0.0-20141024135613-dd632973f1e7 h1:uRGJdciOHaEIrze2W8Q3AKkepLTh2hOroT7a+7czfdQ=
-gopkg.in/tomb.v1 v1.0.0-20141024135613-dd632973f1e7/go.mod h1:dt/ZhP58zS4L8KSrWDmTeBkI65Dw0HsyUHuEVlX15mw=
-gopkg.in/yaml.v2 v2.4.0 h1:D8xgwECY7CYvx+Y2n4sBz93Jn9JRvxdiyyo8CTfuKaY=
-gopkg.in/yaml.v2 v2.4.0/go.mod h1:RDklbk79AGWmwhnvt/jBztapEOGDOx6ZbXqjP6csGnQ=
diff --git a/examples/tod/main.go b/examples/tod/main.go
deleted file mode 100644
index b019263..0000000
--- a/examples/tod/main.go
+++ /dev/null
@@ -1,109 +0,0 @@
-package main
-
-import (
-	"encoding/json"
-	"log"
-	"net/http"
-
-	"github.com/go-redis/redis/v8"
-	"github.com/gorilla/mux"
-)
-
-var redisClient *redis.Client
-
-type Note struct {
-	ID   string `json:"id"`
-	Text string `json:"text"`
-}
-
-func main() {
-	// Initialize Redis client
-	redisClient = redis.NewClient(&redis.Options{
-		Addr: "redis:6379", // Using the service name from docker-compose
-		DB:   0,
-	})
-
-	// Initialize router
-	r := mux.NewRouter()
-
-	// Define routes
-	r.HandleFunc("/notes", getNotes).Methods("GET")
-	r.HandleFunc("/notes/{id}", getNote).Methods("GET")
-	r.HandleFunc("/notes", setNote).Methods("POST")
-	r.HandleFunc("/notes/{id}", deleteNote).Methods("DELETE")
-
-	// Start server
-	log.Println("Server is running on port 8080")
-	log.Fatal(http.ListenAndServe(":8080", r))
-}
-
-func getNotes(w http.ResponseWriter, r *http.Request) {
-	ctx := r.Context()
-	keys, err := redisClient.Keys(ctx, "*").Result()
-	if err != nil {
-		http.Error(w, err.Error(), http.StatusInternalServerError)
-		return
-	}
-
-	notes := []Note{}
-	for _, key := range keys {
-		val, err := redisClient.Get(ctx, key).Result()
-		if err != nil {
-			http.Error(w, err.Error(), http.StatusInternalServerError)
-			return
-		}
-		notes = append(notes, Note{ID: key, Text: val})
-	}
-
-	json.NewEncoder(w).Encode(notes)
-}
-
-func getNote(w http.ResponseWriter, r *http.Request) {
-	ctx := r.Context()
-	vars := mux.Vars(r)
-	id := vars["id"]
-
-	val, err := redisClient.Get(ctx, id).Result()
-	if err == redis.Nil {
-		http.Error(w, "Note not found", http.StatusNotFound)
-		return
-	} else if err != nil {
-		http.Error(w, err.Error(), http.StatusInternalServerError)
-		return
-	}
-
-	json.NewEncoder(w).Encode(Note{ID: id, Text: val})
-}
-
-func setNote(w http.ResponseWriter, r *http.Request) {
-	ctx := r.Context()
-	var note Note
-	err := json.NewDecoder(r.Body).Decode(&note)
-	if err != nil {
-		http.Error(w, err.Error(), http.StatusBadRequest)
-		return
-	}
-
-	err = redisClient.Set(ctx, note.ID, note.Text, 0).Err()
-	if err != nil {
-		http.Error(w, err.Error(), http.StatusInternalServerError)
-		return
-	}
-
-	w.WriteHeader(http.StatusCreated)
-	json.NewEncoder(w).Encode(note)
-}
-
-func deleteNote(w http.ResponseWriter, r *http.Request) {
-	ctx := r.Context()
-	vars := mux.Vars(r)
-	id := vars["id"]
-
-	_, err := redisClient.Del(ctx, id).Result()
-	if err != nil {
-		http.Error(w, err.Error(), http.StatusInternalServerError)
-		return
-	}
-
-	w.WriteHeader(http.StatusNoContent)
-}
diff --git a/examples/tod/testing/Cargo.toml b/examples/tod/testing/Cargo.toml
deleted file mode 100644
index 82cb641..0000000
--- a/examples/tod/testing/Cargo.toml
+++ /dev/null
@@ -1,10 +0,0 @@
-[package]
-name = "testing"
-version = "0.1.0"
-edition = "2021"
-
-[dependencies]
-reqwest = {version = "0.12.5", features = ["json"] }
-serde_json = "1.0.124"
-tokio = { version = "1.37.0", features = ["full"] }
-
diff --git a/examples/tod/testing/src/main.rs b/examples/tod/testing/src/main.rs
deleted file mode 100644
index b669a07..0000000
--- a/examples/tod/testing/src/main.rs
+++ /dev/null
@@ -1,87 +0,0 @@
-use core::time;
-use reqwest::Client;
-use serde_json::json;
-use std::{thread, time::Instant};
-use tokio;
-
-const BASE_URL: &str = "http://localhost:8080";
-const NUM_REQUESTS: usize = 1000;
-
-#[tokio::main]
-async fn main() -> Result<(), Box<dyn std::error::Error>> {
-    let client = Client::new();
-
-    println!("Starting API endpoint tests...");
-
-    // Test POST /notes
-    let post_start = Instant::now();
-    for i in 0..NUM_REQUESTS {
-        let response = client
-            .post(format!("{}/notes", BASE_URL))
-            .json(&json!({
-                "id": format!("test{}", i),
-                "text": format!("Test note {}", i)
-            }))
-            .send()
-            .await;
-        match response {
-            Ok(res) => {
-                if res.status().is_success() {
-                    print!(".")
-                } else {
-                    print!("x")
-                }
-            }
-            Err(..) => thread::sleep(time::Duration::from_secs(1)),
-        }
-    }
-    println!("\nPOST /notes: {:?}", post_start.elapsed());
-
-    // Test GET /notes
-    let get_all_start = Instant::now();
-    for _ in 0..NUM_REQUESTS {
-        let response = client.get(format!("{}/notes", BASE_URL)).send().await?;
-
-        if response.status().is_success() {
-            print!(".");
-        } else {
-            print!("x");
-        }
-    }
-    println!("\nGET /notes: {:?}", get_all_start.elapsed());
-
-    // Test GET /notes/{id}
-    let get_one_start = Instant::now();
-    for i in 0..NUM_REQUESTS {
-        let response = client
-            .get(format!("{}/notes/test{}", BASE_URL, i % 100))
-            .send()
-            .await?;
-
-        if response.status().is_success() {
-            print!(".");
-        } else {
-            print!("x");
-        }
-    }
-    println!("\nGET /notes/{{id}}: {:?}", get_one_start.elapsed());
-
-    // Test DELETE /notes/{id}
-    let delete_start = Instant::now();
-    for i in 0..NUM_REQUESTS {
-        let response = client
-            .delete(format!("{}/notes/test{}", BASE_URL, i % 100))
-            .send()
-            .await?;
-
-        if response.status().is_success() {
-            print!(".");
-        } else {
-            print!("x");
-        }
-    }
-    println!("\nDELETE /notes/{{id}}: {:?}", delete_start.elapsed());
-
-    println!("API endpoint tests completed.");
-    Ok(())
-}