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How agents remember, retrieve, and forget across sessions.

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Memory That Compounds: What "Persistent" Actually Means for an Agent

· 6 min read
CatalEx Engineering
The team building CatalEx
CatalEx Engineering · Published July 2, 2026 · 09:00 UTC

"Give the agent memory" is one of those phrases that sounds like a feature and is actually an architecture. Everyone agrees agents should remember things across sessions. Almost no one agrees on what that means — and the default implementation, a vector database that everything gets dumped into, produces agents that are confidently wrong about their own past.