diff --git a/.vscode/launch.json b/.vscode/launch.json
new file mode 100644
index 0000000..8fa9bca
--- /dev/null
+++ b/.vscode/launch.json
@@ -0,0 +1,28 @@
+{
+    "version": "0.2.0",
+    "configurations": [
+      {
+        "name": "Python: Flask with middleware-run",
+        "type": "debugpy",
+        "request": "launch",
+        "program": "${workspaceFolder}/flask/flaskenv/bin/flask",
+        "args": [
+          "run",
+          "--no-reload"
+        ],
+        "env": {
+          "FLASK_APP": "${workspaceFolder}/flask/app.py",          // adjust if your app entry point is different
+          "FLASK_ENV": "development",
+          "MW_SERVICE_NAME": "flask-demo-apps",
+          "PATH": "${workspaceFolder}/flask/flaskenv/bin",
+          "DEBUG_MODE": "1"
+        },
+        "cwd": "${workspaceFolder}/flask", 
+        "console": "integratedTerminal",
+        "justMyCode": false,
+        "python": "${workspaceFolder}/flask/flaskenv/bin/python3",
+        "subProcess": true
+      }
+    ]
+  }
+  
\ No newline at end of file
diff --git a/Flask-O-shop b/Flask-O-shop
new file mode 160000
index 0000000..d439c4a
--- /dev/null
+++ b/Flask-O-shop
@@ -0,0 +1 @@
+Subproject commit d439c4a50d10d0c51820db3422f9197d298ead5e
diff --git a/django/django_uwsgi_nginx/django_uwsgi_nginx_wsgi.py b/django/django_uwsgi_nginx/django_uwsgi_nginx_wsgi.py
index ffda53e..95d3bd6 100755
--- a/django/django_uwsgi_nginx/django_uwsgi_nginx_wsgi.py
+++ b/django/django_uwsgi_nginx/django_uwsgi_nginx_wsgi.py
@@ -1,5 +1,12 @@
 import os
 from django.core.wsgi import get_wsgi_application
+from uwsgidecorators import postfork
+from middleware import mw_tracker, MWOptions, record_exception, DETECT_AWS_EC2
+
+@postfork
+def tracing():
+    mw_tracker()
 
 os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'django_uwsgi_nginx_settings')
 application = get_wsgi_application()
+
diff --git a/django/django_uwsgi_nginx_otel/Dockerfile b/django/django_uwsgi_nginx_otel/Dockerfile
new file mode 100755
index 0000000..ff2a28e
--- /dev/null
+++ b/django/django_uwsgi_nginx_otel/Dockerfile
@@ -0,0 +1,24 @@
+FROM python:3.10
+WORKDIR /app
+COPY requirements.txt .
+RUN pip install -r requirements.txt
+COPY . .
+ENV DJANGO_SETTINGS_MODULE=django_uwsgi_nginx_settings
+RUN ls -l /app && python manage.py collectstatic --noinput
+
+# replace with your Middleware API key
+ENV MW_API_KEY="whkvkobudfitutobptgonaezuxpjjypnejbb" 
+
+# replace with your Middleware App name
+ENV MW_SERVICE_NAME="MyPythonApp"
+
+# replace with your Middleware App url for serverless
+ENV MW_TARGET="https://myapp.middleware.io:443"
+
+# enable Middleware Console Exporter for logs and debug
+ENV MW_CONSOLE_EXPORTER=True
+ENV MW_DEBUG_LOG_FILE=True
+ENV MW_LOG_LEVEL=DEBUG
+
+# attach middleware-run to the entrypoint for instrumentation
+CMD ["middleware-run","uwsgi", "--http", ":8000", "--module", "django_uwsgi_nginx_wsgi", "--static-map", "/static=/static"]
diff --git a/django/django_uwsgi_nginx_otel/README.md b/django/django_uwsgi_nginx_otel/README.md
new file mode 100644
index 0000000..871d1e3
--- /dev/null
+++ b/django/django_uwsgi_nginx_otel/README.md
@@ -0,0 +1,56 @@
+# Django Application with uWSGI, Nginx, and Middleware Integration Guide
+
+This project demonstrates how to set up a **Django** application with **uWSGI** and **Nginx**, along with **Middleware** integration for Application Performance Monitoring (APM).
+
+Follow the [Middleware APM setup documentation](https://docs.middleware.io/docs/apm-configuration/python/python-apm-setup) to integrate APM with your Django application.
+
+[![PyPI - Version](https://img.shields.io/pypi/v/middleware-io)](https://pypi.org/project/middleware-io/)
+
+| Traces | Metrics | Profiling | Logs (App/Custom) |
+|:------:|:-------:|:---------:|:-----------------:|
+|   Yes  |    Yes  |    Yes    |      Yes/Yes      |
+
+## Prerequisites
+
+Before running the project, ensure you have the **Middleware Host Agent** installed to view Python demo data on your dashboard.
+
+---
+
+## Steps to Run the Project
+
+Create and Activate Virtual Environment:
+
+```python
+python3 -m venv env
+source env/bin/activate
+```
+
+Install Dependencies
+
+```
+pip install -r requirements.txt
+```
+
+Install OpenTelemetry instrument libraries 
+
+```python
+middleware-bootstrap -a install
+```
+
+Run the Application
+
+```
+docker compose up --build
+```
+
+Command for App Instrumentation
+
+```python
+DJANGO_SETTINGS_MODULE="django_uwsgi_nginx_settings" middleware-run uwsgi  --http  :8000  --module django_uwsgi_nginx_wsgi  --static-map  /static=/static
+```
+
+If you are running this application in a serverless setup consider adding `MW_API_KEY` and `MW_TARGET` as mentioned in the command below :
+
+```python
+MW_API_KEY=********** MW_TARGET=https://*****.middleware.io:443 DJANGO_SETTINGS_MODULE="django_uwsgi_nginx_settings" middleware-run uwsgi  --http  :8000  --module django_uwsgi_nginx_wsgi  --static-map  /static=/static
+```
\ No newline at end of file
diff --git a/django/django_uwsgi_nginx_otel/django_uwsgi_nginx_settings.py b/django/django_uwsgi_nginx_otel/django_uwsgi_nginx_settings.py
new file mode 100755
index 0000000..25222c0
--- /dev/null
+++ b/django/django_uwsgi_nginx_otel/django_uwsgi_nginx_settings.py
@@ -0,0 +1,36 @@
+SECRET_KEY = 'replace-with-a-secure-key'
+DEBUG = True
+ALLOWED_HOSTS = ['*']
+ROOT_URLCONF = 'django_uwsgi_nginx_urls'
+WSGI_APPLICATION = 'django_uwsgi_nginx_wsgi.application'
+
+INSTALLED_APPS = [
+    'django.contrib.contenttypes',
+    'django.contrib.staticfiles',
+    'sample_app',
+]
+
+MIDDLEWARE = [
+    'django.middleware.common.CommonMiddleware',
+]
+
+TEMPLATES = [
+    {
+        'BACKEND': 'django.template.backends.django.DjangoTemplates',
+        'DIRS': [],
+        'APP_DIRS': True,
+        'OPTIONS': {
+            'context_processors': [],
+        },
+    },
+]
+
+DATABASES = {
+    'default': {
+        'ENGINE': 'django.db.backends.sqlite3',
+        'NAME': 'db.sqlite3',
+    }
+}
+
+STATIC_URL = '/static/'
+STATIC_ROOT = '/static/'
diff --git a/django/django_uwsgi_nginx_otel/django_uwsgi_nginx_urls.py b/django/django_uwsgi_nginx_otel/django_uwsgi_nginx_urls.py
new file mode 100755
index 0000000..5d9b6ba
--- /dev/null
+++ b/django/django_uwsgi_nginx_otel/django_uwsgi_nginx_urls.py
@@ -0,0 +1,5 @@
+from django.urls import path, include
+
+urlpatterns = [
+    path('', include('sample_app.urls')),
+]
diff --git a/django/django_uwsgi_nginx_otel/django_uwsgi_nginx_wsgi.py b/django/django_uwsgi_nginx_otel/django_uwsgi_nginx_wsgi.py
new file mode 100755
index 0000000..9c14905
--- /dev/null
+++ b/django/django_uwsgi_nginx_otel/django_uwsgi_nginx_wsgi.py
@@ -0,0 +1,26 @@
+import os
+from django.core.wsgi import get_wsgi_application
+
+from uwsgidecorators import postfork
+
+from opentelemetry import trace
+from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import OTLPSpanExporter
+from opentelemetry.sdk.resources import Resource
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.trace.export import BatchSpanProcessor
+
+@postfork
+def init_tracing():
+    resource = Resource.create(attributes={
+        "service.name": "django-uwsgi-otel"
+    })
+
+    trace.set_tracer_provider(TracerProvider(resource=resource))
+    span_processor = BatchSpanProcessor(
+        OTLPSpanExporter(endpoint="http://localhost:9319")
+    )
+    trace.get_tracer_provider().add_span_processor(span_processor)
+
+os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'django_uwsgi_nginx_settings')
+application = get_wsgi_application()
+
diff --git a/django/django_uwsgi_nginx_otel/docker-compose.yml b/django/django_uwsgi_nginx_otel/docker-compose.yml
new file mode 100755
index 0000000..7e28063
--- /dev/null
+++ b/django/django_uwsgi_nginx_otel/docker-compose.yml
@@ -0,0 +1,19 @@
+version: '3.8'
+
+services:
+  django:
+    build: .
+    volumes:
+      - ./static:/static
+    ports:
+      - "8000:8000"
+
+  nginx:
+    image: nginx:latest
+    volumes:
+      - ./nginx.conf:/etc/nginx/nginx.conf
+      - ./static:/static
+    ports:
+      - "8080:80"
+    depends_on:
+      - django
diff --git a/django/django_uwsgi_nginx_otel/manage.py b/django/django_uwsgi_nginx_otel/manage.py
new file mode 100755
index 0000000..468980c
--- /dev/null
+++ b/django/django_uwsgi_nginx_otel/manage.py
@@ -0,0 +1,15 @@
+#!/usr/bin/env python
+import os
+import sys
+
+if __name__ == "__main__":
+    os.environ.setdefault("DJANGO_SETTINGS_MODULE", "django_uwsgi_nginx_settings")
+    try:
+        from django.core.management import execute_from_command_line
+    except ImportError as exc:
+        raise ImportError(
+            "Couldn't import Django. Are you sure it's installed and "
+            "available on your PYTHONPATH environment variable? Did you "
+            "forget to activate a virtual environment?"
+        ) from exc
+    execute_from_command_line(sys.argv)
diff --git a/django/django_uwsgi_nginx_otel/nginx.conf b/django/django_uwsgi_nginx_otel/nginx.conf
new file mode 100755
index 0000000..34e58da
--- /dev/null
+++ b/django/django_uwsgi_nginx_otel/nginx.conf
@@ -0,0 +1,21 @@
+worker_processes 1;
+
+events {
+  worker_connections 1024;
+}
+
+http {
+  server {
+    listen 80;
+
+    location /static/ {
+        alias /static/;
+    }
+
+    location / {
+        proxy_pass http://django:8000;
+        proxy_set_header Host $host;
+        proxy_set_header X-Real-IP $remote_addr;
+    }
+  }
+}
diff --git a/django/django_uwsgi_nginx_otel/requirements.txt b/django/django_uwsgi_nginx_otel/requirements.txt
new file mode 100755
index 0000000..661524d
--- /dev/null
+++ b/django/django_uwsgi_nginx_otel/requirements.txt
@@ -0,0 +1,4 @@
+django
+uwsgi
+opentelemetry-distro
+opentelemetry-exporter-otlp
\ No newline at end of file
diff --git a/django/django_uwsgi_nginx_otel/sample_app/__init__.py b/django/django_uwsgi_nginx_otel/sample_app/__init__.py
new file mode 100755
index 0000000..e69de29
diff --git a/django/django_uwsgi_nginx_otel/sample_app/migrations/__init__.py b/django/django_uwsgi_nginx_otel/sample_app/migrations/__init__.py
new file mode 100755
index 0000000..e69de29
diff --git a/django/django_uwsgi_nginx_otel/sample_app/templates/index.html b/django/django_uwsgi_nginx_otel/sample_app/templates/index.html
new file mode 100755
index 0000000..4e3355c
--- /dev/null
+++ b/django/django_uwsgi_nginx_otel/sample_app/templates/index.html
@@ -0,0 +1,19 @@
+<!DOCTYPE html>
+<html>
+<head>
+    <title>Sample Page</title>
+</head>
+<body>
+    <h1>Welcome to the Django Sample App</h1>
+    <button onclick="fetchAPI()">Call API</button>
+    <p id="api-response"></p>
+
+    <script>
+        async function fetchAPI() {
+            const response = await fetch('/api/');
+            const data = await response.json();
+            document.getElementById('api-response').textContent = data.message;
+        }
+    </script>
+</body>
+</html>
diff --git a/django/django_uwsgi_nginx_otel/sample_app/urls.py b/django/django_uwsgi_nginx_otel/sample_app/urls.py
new file mode 100755
index 0000000..3aae56f
--- /dev/null
+++ b/django/django_uwsgi_nginx_otel/sample_app/urls.py
@@ -0,0 +1,8 @@
+from django.urls import path
+from .views import api_endpoint, html_page, raise_exception
+
+urlpatterns = [
+    path('api/', api_endpoint, name='api'),
+    path('page/', html_page, name='html_page'),
+    path('error/', raise_exception, name='raise_exception'),
+]
diff --git a/django/django_uwsgi_nginx_otel/sample_app/views.py b/django/django_uwsgi_nginx_otel/sample_app/views.py
new file mode 100755
index 0000000..1f16624
--- /dev/null
+++ b/django/django_uwsgi_nginx_otel/sample_app/views.py
@@ -0,0 +1,11 @@
+from django.http import JsonResponse
+from django.shortcuts import render
+
+def api_endpoint(request):
+    return JsonResponse({"message": "Hello from the API!"})
+
+def html_page(request):
+    return render(request, "index.html")
+
+def raise_exception(request):
+    raise ValueError("This is a sample exception!")
diff --git a/fastapi/uvicorn/main.py b/fastapi/uvicorn/main.py
index 7e40049..1a5eace 100644
--- a/fastapi/uvicorn/main.py
+++ b/fastapi/uvicorn/main.py
@@ -1,40 +1,51 @@
 import logging
+import os
+from typing import Union
+from fastapi import FastAPI, HTTPException
+from dotenv import load_dotenv
 
 from middleware import mw_tracker, MWOptions
-mw_tracker(
-    MWOptions(
-        access_token="whkvkobudfitutobptgonaezuxpjjypnejbb",
-        target="https://myapp.middleware.io:443",
-        service_name="MyPythonApp",
-    )
-)
-
 
-from dotenv import load_dotenv
+# Load environment variables
 load_dotenv()
-import os
-
-from typing import Union
-
-from fastapi import FastAPI
 
+# Initialize FastAPI app
 app = FastAPI()
 
+# Set logging level
 logging.getLogger().setLevel(logging.INFO)
 
+# Sample APIs
 @app.get("/")
 def read_root():
-    logging.info("Hello World")
-    return {"Hello": "World"}
-
+    logging.info("Root API accessed")
+    return {"message": "Welcome to the API"}
 
 @app.get("/items/{item_id}")
 def read_item(item_id: int, q: Union[str, None] = None):
     logging.debug("Item ID: %s", item_id)
-    return {"item_id": item_id, "q": q}
+    return {"item_id": item_id, "query": q}
+
+@app.post("/create")
+def create_item(name: str, price: float):
+    logging.info("Item created: %s", name)
+    return {"name": name, "price": price}
 
+@app.put("/update/{item_id}")
+def update_item(item_id: int, name: str):
+    logging.info("Item updated: %d", item_id)
+    return {"item_id": item_id, "updated_name": name}
+
+@app.delete("/delete/{item_id}")
+def delete_item(item_id: int):
+    logging.info("Item deleted: %d", item_id)
+    return {"message": f"Item {item_id} deleted"}
+
+@app.get("/error")
+def generate_error():
+    logging.error("Error generated")
+    raise HTTPException(status_code=500, detail="Simulated error")
 
 if __name__ == "__main__":
     import uvicorn
-
-    uvicorn.run('main:app', reload=True)
\ No newline at end of file
+    uvicorn.run(app, host="127.0.0.1", port=5002, reload=True)
diff --git a/fastapi/uvicorn/requirements.txt b/fastapi/uvicorn/requirements.txt
index d93769c..ca31b98 100644
--- a/fastapi/uvicorn/requirements.txt
+++ b/fastapi/uvicorn/requirements.txt
@@ -1,4 +1,5 @@
-middleware-io>=2.0.0
+middleware-io==2.1.0
 fastapi==0.115.5
 uvicorn==0.32.0
-python-dotenv=1.0.1
\ No newline at end of file
+python-dotenv==1.0.1
+httpx==0.20.0
\ No newline at end of file
diff --git a/flask/Dockerfile b/flask/Dockerfile
index ac7b809..13db86a 100644
--- a/flask/Dockerfile
+++ b/flask/Dockerfile
@@ -4,30 +4,16 @@
 
 FROM python:3.11-slim-bullseye as base
 
-#
-# Fetch requirements
-#
-FROM base as builder
 RUN apt-get -qq update \
     && apt-get install -y --no-install-recommends g++ \
     && rm -rf /var/lib/apt/lists/*
 
 WORKDIR /usr/src/app/
 COPY ./requirements.txt ./
-
-RUN pip install --upgrade pip
-RUN pip install --prefix="/reqs" -r requirements.txt
-#
-# Runtime
-#
-FROM base as runtime
-WORKDIR /usr/src/app/
-COPY --from=builder /reqs /usr/local
 COPY ./ ./
-
-# Setup ENV variables
-ENV MW_AGENT_SERVICE=172.17.0.1
-
+RUN pip install --upgrade pip
+RUN pip install -r requirements.txt
+RUN pip install middleware-io==2.1.2rc16
 RUN middleware-bootstrap -a install
 
-ENTRYPOINT [ "middleware-run", "python", "app.py" ]
\ No newline at end of file
+ENTRYPOINT [ "middleware-run", "flask", "run" ]
\ No newline at end of file
diff --git a/flask/app.py b/flask/app.py
index 81ded80..cc5dc4f 100644
--- a/flask/app.py
+++ b/flask/app.py
@@ -1,15 +1,17 @@
 from middleware import mw_tracker, MWOptions
-mw_tracker(
-    MWOptions(
-        access_token="whkvkobudfitutobptgonaezuxpjjypnejbb",
-        target="https://myapp.middleware.io:443",
-        service_name="MyPythonApp",
-    )
-)
+# mw_tracker(
+#     MWOptions(
+#         access_token="whkvkobudfitutobptgonaezuxpjjypnejbb",
+#         target="https://myapp.middleware.io:443",
+#         service_name="MyPythonApp",
+#     )
+# )
 
 from flask import Flask
 
 import logging
+import sys
+from test import sample_function, another_function
 logging.getLogger().setLevel(logging.INFO)
 logging.info("Application initiated successfully.", extra={'Tester': 'Alex'})
 
@@ -22,19 +24,10 @@ def hello_world():
     logging.info("info log sample")
     return 'Hello World!'
 
-@app.route('/exception')
+@app.route('/exception-new')
 def generate_exception():
-    randomList = ['a', 0, 2]
-
-    for entry in randomList:
-        try:
-            print("The entry is", entry)
-            r = 1/int(entry)
-            break
-        except Exception as e:
-            tracker.record_error(e)
-    print("The reciprocal of", entry, "is", r)
-    return 'Exception Generated!'
+    print("Exception generated ......")
+    sample_function()
 
 if __name__ == '__main__':
-    app.run('0.0.0.0', 8010)
+    app.run('0.0.0.0', 8010)
\ No newline at end of file
diff --git a/flask/docker-compose.yaml b/flask/docker-compose.yaml
new file mode 100644
index 0000000..2e0c028
--- /dev/null
+++ b/flask/docker-compose.yaml
@@ -0,0 +1,10 @@
+services:
+  flask-app:
+    build: .
+    # image: ghcr.io/middleware-labs/demo-apm-python:AGE-148
+    ports:
+      - "5000:5000"
+    environment:
+      - MW_SERVICE_NAME=test-service
+      - MW_API_KEY=mgqjtlgshkyhlykoaermkzbjpmgprkrzmbsb
+      - MW_TARGET=https://sbncr.stage.env.middleware.io:443
\ No newline at end of file
diff --git a/flask/requirements.txt b/flask/requirements.txt
index f9c8d14..19acec6 100644
--- a/flask/requirements.txt
+++ b/flask/requirements.txt
@@ -1,2 +1 @@
-middleware-io>=2.0.0
 flask==2.3.2
\ No newline at end of file
diff --git a/flask/test.py b/flask/test.py
new file mode 100644
index 0000000..18cd9b1
--- /dev/null
+++ b/flask/test.py
@@ -0,0 +1,3 @@
+import sys
+def sample_function():
+    1/0
\ No newline at end of file
diff --git a/github-ai-testing/social-media-blog-backend b/github-ai-testing/social-media-blog-backend
new file mode 160000
index 0000000..d2a88b3
--- /dev/null
+++ b/github-ai-testing/social-media-blog-backend
@@ -0,0 +1 @@
+Subproject commit d2a88b37a8278895e15bc1d56ca4fd59e7a97669
diff --git a/github-ai-testing/social-media-blog-frontend b/github-ai-testing/social-media-blog-frontend
new file mode 160000
index 0000000..d0511db
--- /dev/null
+++ b/github-ai-testing/social-media-blog-frontend
@@ -0,0 +1 @@
+Subproject commit d0511dba4af437fd1552834a247d6f022a340121