Your AI agent shouldn’t flinch at every tiny change, but it also shouldn’t treat a career switch like background noise. This post asks what happens when you treat “experience” as leftover surprise: the part of reality your model did not already see coming.

How a theory of leftover surprise changed a memory layer Richard Emate