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Single-use credentials work great, but have some drawbacks. The big ones are (1) efficiency, and (2) lack of expressiveness.

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The friction of writing code manually used to force careful design. AI removes that friction, including the beneficial friction. The answer is not to slow AI down. It is to replace human friction with mathematical friction: let AI move fast, but make it prove its work. The new friction is productive: writing specifications and models, defining precisely what “correct” means, designing before generating.

11:05, 3 марта 2026Интернет и СМИ,详情可参考体育直播

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- *One-way door* — tool handles the parts that build intuition; those capabilities may not be there when needed

└── main.py # CLI entry point,更多细节参见体育直播