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get_db_session() is a FastAPI Depends generator (uses yield), not a context manager. Using "with get_db_session()" raises: "generator object does not support the context manager protocol" Replace with SessionLocal() + try/finally for proper session lifecycle management in non-FastAPI-dependency context.