llm as judge rubric4 min read
The Expensive AI Apologized Its Way Out of a Raise — Then Its Newest Version Fixed It
We had three budget AI models negotiate 30 job offers (nurse to staff engineer, hourly to $200k+), scored blind by an AI judge. gemini-3.5-flash finished last for apologizing too much — then 3.7-flash fixed the tone and jumped to second. The cheapest model still won every axis.
By Danny LevEvaligo Blog

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Originally published by Evaligo Blog on Aug 24, 2026.
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