The Verified Agent Output (VAO) framework — six layers of machine-mediated verification of agent claims. Closes the class of "agent silently does the wrong thing" failures the plugin has been patching one at a time. Schema v7 + 5 deterministic tool verdicts + adversarial reviewer pairings + run-history shape detection + Skill-invocation audit.