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February 11, 20263 min read

Continuous Evaluation: Beyond Judge Consensus

LLM-as-judge with majority vote is the default — and it is wrong often enough to lose trust. A better approach combines synthetic data, deterministic heuristics, judges, and shadow evaluation on live traffic.

evaluationllm-judgeshadow-evaluation+1
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