Zaid Zaim from Neo4j will introduce Plug-and-Play AI Memory — a new approach to giving AI agents long-term, contextual memory through knowledge graphs.

Cognee organizes your data into AI memory. It builds structured AI memory by transforming raw data into a modular, queryable knowledge graph powered by embeddings. Like any complex system, it depends on many hyperparameters that shape performance in subtle ways. This talk shows how systematic tuning can improve AI memory, what current evaluation methods reveal (and miss), and why future progress will depend as much on better evaluation and optimization as on new architectures.