Guy Korland, PhD in Computer Science from TAU (Tel Aviv University), is the CEO and Co-founder of FalkorDB, where he builds a powerful Graph Database to power Generative AI applications. With a career spanning more than 20 years of experience in the database and software engineering industry, including a previous role as SVP, CTO of Incubation at Redis.

Beyond the Vector Retrieval Trap: Implementing True Episodic Agentic Memory Most AI agents today suffer from digital amnesia: they forget conversations, lose context between sessions, and treat every interaction as if meeting you for the first time. We explore how knowledge graphs can serve as persistent, temporally-aware memory systems for AI agents, moving beyond static vector embeddings to dynamic, relationship-rich storage that evolves with each interaction. This content piece covers practical implementation patterns for building graph-based agent memory, comparing direct database integration with tool-based approaches through popular frameworks. You'll learn how to extract entities from conversations, model temporal relationships, and implement cross-session continuity that makes agents truly conversational partners rather than stateless responders.