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The first 27B sweep failed its preregistered readability gate and exposed sign and sampling bugs. Record the corrected decision rule now: absolute pmass, held-out honesty specificity against random, matched-dose displacement, and leave-one-item-out robustness. Also print the manipulation effect in Modal job summaries. Co-Authored-By: Claude <288921227+claudypoo@users.noreply.github.com>