Memory-to-Knowledge Bridge overview

Memory-to-Knowledge Bridge as a cross-cutting topic — how per-session agent memory (Mem0, Zep, conversation buffer) feeds into and reads from persistent organizational knowledge (vector stores, knowledge graphs). The bridge pattern: session memory captures entities, facts, and decisions during a conversation; an extraction pipeline identifies durable knowledge worth persisting; that knowledge is written to the organizational fabric (vector store, knowledge graph, or structured store); subsequent sessions retrieve from the fabric to bootstrap context. This is the mechanism that turns ephemeral agent interactions into lasting organizational intelligence.