I'll build a retrieval-augmented generation system on top of your existing docs, PDFs, or database — so your AI answers from your actual knowledge, not hallucinations. Includes embedding pipeline, ChromaDB or Pinecone vector store, FastAPI backend, and a clean query interface. Plugs into any LLM (Gemini, Claude, or OpenAI). Delivered tested, documented, and ready to integrate.