EP192: Fixing AI memory with knowledge graphs

Title: Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent SystemsSource: http://arxiv.org/abs/2604.20795v1Summary:The paper introduces a hybrid architecture that integrates LLMs with an external ontological memory layer to provide semantically grounded reasoning and long-term persistence. This framework enables the automated construction of structured knowledge graphs for agentic systems, addressing critical limitations in structural understanding and verifiable decision-making for complex planning.