# Your AI agent shouldn’t flinch at every tiny change, but it also shouldn’t treat a career switch like background noise.

> Source: <https://dev.to/rouche01/your-ai-agent-shouldnt-flinch-at-every-tiny-change-but-it-also-shouldnt-treat-a-career-switch-5ao>
> Published: 2026-08-18 15:54:50+00:00

How a theory of leftover surprise changed a memory layer
Richard Emate
Richard Emate
Richard Emate
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Aug 18
How a theory of leftover surprise changed a memory layer
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python
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ai
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llm
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opensource
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