← All researchTalk · Agent memory

Building Evolving AI Agents via Dynamic Memory Representations Using Temporal Knowledge Graphs

Michael BanfMichael Banf
6 November 2025 · NODES 2025, Neo4j online developer conference

Why agents forget, and how a temporal knowledge graph gives them a memory that grows with the people they work with.

The research

Agents forget between sessions. We study graph-structured, temporal memory for agents: what to keep, how to retrieve it, and why the geometry of the memory matters.

What it changes in practice

AI native means the memory that holds a case together belongs to the system, not to one person. This field is how that memory gets built and kept honest.

More in Agent memory

Contact

For projects, partnerships, press and open roles.

Goethestr. 68, 80336 Munich · +49 89 12137977 · contact@perelyn.com
Contact

Request a conversation. We’ll be in touch.

For projects, partnerships, press and open roles.

Topic
* Required
You are in good company:
Deutsche BahnE.ONHenkelLiebherrMarc O'PoloMunich ReREWEZEISSRocheOn