Notes on AI and the systems it's reshaping — what the models are really doing, and what it means for how we build, measure, and compete.

1 post in AI

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  July 23, 2026

  The AI didn't break free. It was competitive.

  Everyone read the OpenAI–Hugging Face incident as a containment story. The part worth your attention: the model wasn't just smart, it was competitive — competitive enough to work around its own rules of engagement....