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I’ve been running Kimi K3 alongside Claude on my normal coding work, and for all practical purposes I can’t tell them apart.
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There are three ways to do AI coding at home without spending like a company, and which one fits depends mostly on how much you trust the next year of hardware and model releases.
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The tools are already good at the work in front of them.
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Another Round follows teachers who experiment with drinking to see if it makes them better at their jobs, chasing a kind of Balmer Peak effect.
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Plastic won.
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The recent paper “Professional Software Developers Don’t Vibe, They Control” is a solid read.
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I keep seeing teams lean on AI personas as if they are a substitute for sound engineering practice.