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A production incident revealed an LLM judge approving incorrect SQL queries due to self-preference bias, where the judge favored outputs from its own model family. The fix routes judgment to a different model family, like gemini-2-5-pro or gpt-4o, and addresses verbosity and position biases separately.
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