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The Qwen3.5-4B MFV base eval failed its own coherence canary (pmass=0.42, top1_acc=0.28, mean_js/nll=NaN, demo p[f]=NaN), so the +6..+9 nat "everything is a violation" deltas were a readout-collapse artifact, not a steering effect. Remove the dumbbell + delta table + claim; keep only the coherent ordinal showcase. MFV sensitivity delta lands once the vignette readout is coherent. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>