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I asked AI to undo its work. One model broke 7 of 12 already-correct records.

Community description: This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked Twelve...

Dev.to | Oct 2, 2026 | Aqeel Abbas

Automated excerpt

The final local study contains 45 cases × 2 prompt conditions × 3 models = 270 episodes. Local paired study: the reminder improved success for Gemini Flash-Lite and GPT-5. 4 nano; nano still damaged already-correct fields. Fresh Kaggle-hosted baseline runs scored Sonnet 45/45, Flash-Lite 39/45, and nano 25/45.

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