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This started with Addition Under Pressure, where I gave Claude Code and Codex the same prompt: train the smallest possible transformer that can do 10-digit addition with at least 99% accuracy. Claude Code came back with 6,080 parameters and Codex came back with 1,644. The community has since pushed this dramatically lower.

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在处理对应垂直领域的任务上,和非专家的单纯对话形式相比,专家能交付更专业、质量更高的结果。为了验证这一点,我们直接从它目前已经 1.6w+公开的 Expert 库(大部分是用户创作)里,挑了几个热门的场景进行实测。

Crash regression for state machine conflicts: A test specifically checks that calling byobRequest.respond() after enqueue() doesn't crash the runtime. This sequence creates a conflict in the internal state machine — the enqueue() fulfills the pending read and should invalidate the byobRequest, but implementations must gracefully handle the subsequent respond() rather than corrupting memory in order to cover the very likely possibility that developers are not using the complex API correctly.

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