AI Engineer · AI

Turning Agent Memory Into Skills That Work — Will Lyon, Neo4j

Agents finish a task, then forget what they learned. Retrieval alone won't fix that. Will Lyon, senior product manager at Neo4j, explains why agent memory built on embeddings and retrieval isn't enough: recall isn't actionable knowledge. Agents need knowledge that is connected, typed and traceable. He shows Neo4j's model of agent memory as a context graph with short-term, long-term and reasoning memory, covering entity extraction and resolution,

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