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Replace the hand-waved judge-model guidance with the checked-in Judgemark v4 cost-vs-score frontier (opus-4-6 top, gemma-4-31b the cheap knee; Qwen/DeepSeek are mid-pack not frontier, correcting the earlier claim). Quote Doddapaneni (evaluators miss >50% of injected quality drops) and Shankar (criteria drift, validators need validation). Cache both papers and the frontier table. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>