final-review

Adversarial content quality verification is automated by enforcing a stepwise audit flow covering fresh audits, plan compliance, content reviews, phase 6b fixes, MDX regeneration, and final verification gates.

An adversarial QA gate is an automated review process that catches defects in learning modules by enforcing thorough audits, plan compliance checks, and post-fix verification to ensure all quality gates pass.

Verify phase 6b fixes and MDX regeneration by running mandatory commands and performing grep verifications across tracks and modules to ensure all tracked content, vocabulary, and activity fixes pass the re-audit.

Yes, you can use grep verification to enforce plan compliance by checking that tracked fixes in content, vocabulary, and activities match the required evidence before generating a structured verdict and friction report.

The best way to generate a structured verdict for track and module approvals is to complete the full adversarial QA pass, which produces a transparent friction report detailing all audit and content review outcomes.