Iteration
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Chapter 5: Iteration
The first four layers build a system. The fifth layer is what makes it get better. Without a deliberate feedback loop, AI systems stagnate: the same mistakes repeat, context goes stale, skills drift from reality.
Systems Improve Systems The best use of your AI system is having it maintain and improve itself. Skills that audit skills. Agents that review agents. Context that learns from experience.