RAG meets knowledge bases

What changes when retrieval-augmented generation meets a real knowledge base — entities, relations, structured queries — instead of a flat pile of chunks. Hybrid retrieval patterns, where vector search helps and where it actively hurts, and how to keep the system debuggable as it grows.