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A lightweight yet powerful RAG-based PDF chat app built with Streamlit. Supports multi-PDF upload, hybrid retrieval using FAISS + BM25, streaming AI responses, persistent vector storage, source citations, and local/offline usage with Ollama — all without heavy frameworks like LangChain or LlamaIndex.