Graph-RAG Memory Skill

Persistent, queryable agent memory via a temporal knowledge graph. Facts are extracted from episodes (conversations, documents, notes), stored as typed entities and relationships in FalkorDB, and retrieved via hybrid BM25 + cosine similarity search with domain-expert routing.

Architecture Overview

Write path:  content → DomainRouter → expert embedder → Graphiti.add_episode()
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                                      FalkorDB (workspace graph)
                                      39+ nodes, 73+ RELATES_TO edges
                                      fact_embedding: 768-dim cosine index