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.
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By the third exam, however, differences across sections became clearer.