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# Store Your AI Agent's Memory and Context in a Knowledge Graph


- **Date:** Friday, Sep 25, 2026
- **Time:** 14:10–14:40 (30 min)
- **Room:** Stage 2
- **Event:** World Congress 2026 North America

## Description

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 talk covers practical implementation patterns for building graph-based agent memory, comparing direct database integration with tool-based approaches through frameworks like Graphiti and Zep. 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.

## Speaker

### [Guy Korland](https://www.wearedevelopers.com/@guy-korland)

CEO of FalkorDB


## Related talks at this congress

- [Vector, Graph, or Key Value? Choosing Your Agent's Memory](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1823-vector-graph-or-key) — Elizabeth Fuentes Leone
- [Context Engineering: How machines remember and forget](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1765-context-engineering) — Emre Okcular
- [From Stateless to Self-Improving: Building Agent Workflows That Get Better Every Session](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1952-from-stateless-to) — Laura Salinas
- [AI Agents are Only as Smart as their Context: Building a Real-Time Context Engine](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1736-ai-agents-are-only) — Bharat Patel

## Watch remotely

[Watch live in the app](https://app.wearedevelopers.com)