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Judges now give a one-line reason per item, and the worst cases from judges or per-case harness output reach hypothesis generation and experiment workers. Workers get a source digest written once instead of re-reading the corpus each experiment. An optional stopping.max_total_cost_usd caps model spend for the whole run; the judge cap still counts scoring only.