Inside LinkedIn's cognitive memory agent for agentic personalization

Ryan is joined by Praveen Bodigutla, Principal AI Researcher at LinkedIn, to chat about the four-layer memory system his team built to give LinkedIn's hiring assistant a persistent, personalized state. Praveen explains why his team moved off GraphRAG in favor of a tree-structured memory for faster incremental updates and how they balance retrieval freshness, latency budgets, and access control at LinkedIn's scale.
Connect with Praveen onLinkedIn (linkedin.com/in/praveen-kumar-bodigutla-732a961).
Congrats to Populist badge winner Luka Ganić (stackoverflow.com/users/13181310/luka-gani%c4%87), who answeredSVG image as button in Flutter (stackoverflow.com/questions/53973034/svg-image…) so well it outscored the accepted answer!
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