Agent memory is usually framed as a retrieval problem: find the prior note,

summary, task, or preference that appears relevant to the current prompt.

That is necessary, but it is not sufficient for a system that is about to

prepare a consequential next step.

A remembered item can be relevant and still be the wrong thing to use. It may