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Production-style Adaptive RAG chatbot for university course selection (PolyU). Hybrid search (BM25 + dense vector via ChromaDB), Reciprocal Rank Fusion, parent-child chunking, query decomposition, multi-turn conversation. Built with FastAPI + LangChain + Qwen. Includes evaluation suite + ablation study + bundled Claude tutor skill.