My Release Gate Passed. The Model It Shipped Answered 'Neutral' To Everything.
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I trained a model that scored 4 percentage points better than the one I ship. It's gone. I deleted it from the roadmap yesterday. That's not the interesting part. The interesting part is how I found out it was broken — because it passed every check I had, and then shipped a file that answered neutral to every question you could ask it. The setup I maintain semantix , a local NLI judge for compliance validation. The shipped model, nli-popia-v2 , is an 82M-param cross-encoder fine-tuned on…
1Key Takeaways
- I trained a model that scored 4 percentage points better than the one I ship.
- I deleted it from the roadmap yesterday.
- The interesting part is how I found out it was broken — because it passed every check I had, and then shipped a file that answered neutral to every question you could ask it.
- The setup I maintain semantix , a local NLI judge for compliance validation.
2AIWedia Score
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — ML reports that i trained a model that scored 4 percentage points better than the one I ship.
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