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review.py 
def get_user(user_id):
    # TODO: add validation
    query = f"SELECT * FROM users WHERE id={user_id}"
    return db.execute(query)
🤖 AI Senior Review:
⚠️ Critical — SQL Injection. Never interpolate user input directly into queries. Use parameterised statements: db.execute("… WHERE id=?", (user_id,)) .
Also missing type hint & docstring.
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┌─────────────────────────────────────────────────────────────┐
Frontend (Next.js · React · Tailwind CSS · Framer Motion)
Real-time health checker · AI Console (Playground) · Monaco Editor
└────────────────────────┬────────────────────────────────────┘
│ HTTP / REST + Socket.io
┌────────────────────────▼────────────────────────────────────┐
Backend (Node.js · Express · Socket.io · JWT)
API routing · LLM provider switching · Gemini / Vertex AI
└────────────────────────┬────────────────────────────────────┘
│ HTTP (PYTHON_AI_ENGINE_URL)
┌────────────────────────▼────────────────────────────────────┐
AI Engine (Python · Flask · LangChain · ChromaDB)
Local models (TinyLlama, CodeT5) · Vertex AI · Self-Evolution · Assessment
└─────────────────────────────────────────────────────────────┘
Frontend · Port 3000

Next.js 16 + React 19

Tailwind CSS 3, Framer Motion 11, Monaco Editor, Socket.io client

Backend · Port 3001

Node.js + Express 4

Socket.io, JWT auth, API routing, LLM provider switching

AI Engine · Port 5000

Python + Flask 3

Transformers, LangChain, ChromaDB, Vertex AI, Self-Evolution, Assessment

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