AI article

My nightly eval gate went red on prompts nobody touched. The judge had changed its mind

Community description: A support agent I work on gets graded every night against ten thousand past tickets. One morning the...

Dev.to | Oct 16, 2026 | Kartik N V J K

Automated excerpt

The answer was in the judge logs: the same reply to the same ticket had scored 0. 7 the night before and 0. 6 that night, and my pass mark was 0. 7. The judge had scored the same input two different ways. An LLM judge gives you a slightly different score each time you run it, so on a gate that grades thousands of cases, some of the red is the judge disagreeing with itself.

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