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RAG version that delivers cleaner, more accurate answers using OpenAI for both embeddings and generation, while keeping FAISS as the vector index. Built for stability in Colab, it avoids hanging issues and repeated numbering. Uses PyMuPDF for PDF extraction, custom chunking, text-embedding-3-small, and the Responses API