A contextual chatbot that answers questions based on uploaded documents using Ollama embeddings, FAISS for semantic search, and LangChain for QA. Built with FastAPI for backend APIs and Streamlit for an interactive frontend, it features document parsing, embedding, and modular design, supporting MLOps for monitoring and retraining.