ByteBrief
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LinkedIn built a cognitive memory agent for its hiring assistant, using four memory layers: conversational, episodic, procedural, and semantic. The team moved off GraphRAG to a tree-structured memory for faster incremental updates, balancing retrieval freshness, latency budgets, and access control at LinkedIn's scale.
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