DataFunSummit

Jul 27, 2026 · Artificial Intelligence

Why Do Long‑Horizon AI Agents Still Use the Wrong Memories?

Adding memory to agents is now straightforward, but when agents run for weeks across many interactions, the real challenge shifts from merely retrieving past data to determining which past information remains valid, how to manage its lifecycle, and how to govern cost, updates, and deletion, as highlighted by Oracle's technical report and benchmark evaluations.