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- assert finite gate scores (one NaN act would poison the rolling buffer -> NaN thresholds -> silent all-keep routing for up to route_buffer rollouts) - d = d*m: degenerate Otsu (t_lo==t_hi) could emit (m=0,d=1), a mask state that trains nothing; rout now requires the quarantine on - solve-mix discrimination collects only when solve teachers exist (a hack-only [False]*n list tripped the end-of-run line with a nan solve side) - warn when authored-pair AUROC < 0.9 (extraction sanity; tiny-random smoke sits ~0.78 so warning, not assert) Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>