Hybrid RAG rule retrieval and session-aware workflow enforcement for Claude Code: a five-stage hybrid pipeline (BM25 + ANN + graph + RRF) over a Neo4j knowledge graph, wired into Claude Code via 30 hook scripts and a state machine.