• Built a RAG-based AI assistant to query GitLab’s public Handbook using vector DB, LangGraph and Human-in-the-Loop (HITL) validation. • Integrated FastAPI backend, Streamlit frontend, Supabase for session storage, and MCP; serving 1,000+ users.