AgentsAI Research31 min reading time

Inside LinkedIn's cognitive memory agent for agentic personalization

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LinkedIn developed a cognitive memory agent using a tree-structured memory to improve incremental updates, balancing retrieval speed, freshness, and access control at scale. Praveen Badagutla, principal AI researcher, explains the shift from GraphRAG and the system's design considerations.

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