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qualm 0.1.1:用 Jev 判断 PR 该不该简化

开源工具 qualm 把每个改动文件的 diff 连同十个结构化问题交给 Jev,用概率判断「评审会不会要求简化」,并告诉编码 agent 改哪里。

Obie Fernandez
@obie27 天前收录原推发布于 2026.10.06
qualm 0.1.1:用 Jev 判断 PR 该不该简化
Obie Fernandez @obie原推发布于 2026.10.06
在 X 上打开原推

qualm 0.1.1 is out. It fails a pull request when an experienced reviewer would ask for the change to be simplified, and it tells your coding agent what to fix. It has no parser, so it judges code in any language: Go, TypeScript, Python, Ruby, whatever your agents write. Agents write more code than anyone reads. When green merges itself, something has to decide which changes still get human eyes. qualm asks that of every changed file. The judge is Jev, TypeSafe's decision model. qualm sends it each file's diff with ten typed questions and gets probabilities back. One question gates: would a reviewer push back on this? The rest say why, like a class that grew too big or logic copied from nearby.

x.com/obie/status/2107212817887883455采集于 2026.10.06 10:03