Posts
All the articles I've posted.
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Functional Scars: Turning Repeated AI Agent Mistakes Into Runtime Controls
Functional scars turn a correction your AI coding agent keeps forgetting into a check that runs at the moment of the action. Why it exists, how it works, three measured cases.
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How we use engines with skills and knowledge graphs
A calculation can pass its checks while the next engineering decision remains open. How we connect domain criteria, reusable skills, and computation, and what each result actually proves.
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Where the burns should live
A model today learns like someone who read everything and lived nothing. Here is how I would train one that keeps its burns, the three organs it needs, and the small experiment we are starting to test the idea with open models and free GPUs.
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It never opened the file I handed it
I built a hook that hands my agent the name of the right note before it answers. Then I judged all 1,234 firings blind. The name was right two times in three. The file got opened one time in four.