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I was afraid the puzzle-solving was over. But it wasn't. It just moved up a level. Which, when I think about it, is exactly what's happened at every other transition in my career. I went from placing bytes in memory on a C64 to writing functions to designing systems. The puzzle got more abstract each time, but it never stopped being a puzzle. Now the puzzle is architecture, composition, directing the assistant. It's different. It's still satisfying to me, anyway.
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This project is autoresearch for GPU kernels -- directly inspired by Andrej Karpathy's autoresearch, the original experiment in autonomous AI research agents for LLM training. Karpathy showed that an AI agent can run hundreds of experiments overnight, methodically exploring a search space and logging every result. AutoKernel applies that same loop -- agent edits one file, runs a fixed evaluation, keeps or reverts -- to the domain of GPU kernel optimization with Triton.
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16:45, 11 марта 2026Экономика，推荐阅读超级权重获取更多信息