[KongchangAI]
Unverified50% confidenceSolutionExact time

Means to mitigate the judge's own unreliability include multi-judge cross-checking, blinding of situation labels, pre-validation of situation definitions, and sandbox isolation; production deployment also requires judge confidence scores, manual review of low-confidence cases, and A/B testing of judge versions.

1
Sources
50%
Confidence
Long-term
Relevance
10/20/2026
First Seen

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