A Noise Budget for Automated PR Reviews: Free Models, a Free Server, and a Protocol That Keeps Humans Listening
This story is from 2026-08-31. It is preserved in the archive; the latest stories are on the live feed.
An AI reviewer that comments on everything is worse than one that stays silent. The silent bot costs a token budget and nothing else; the chatty one trains a whole team to ignore every flag it raises, including the genuine blockers. That failure mode is why automated review gates tend to die within…
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- 2026-08-31 12:09 · DEV Community — AI
A Noise Budget for Automated PR Reviews: Free Models, a Free Server, and a Protocol That Keeps Humans Listening
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