santa-method

Independent dual review prevents hallucinated content in technical documentation by forcing two context-isolated reviewers to evaluate the same output against an identical rubric, shipping only if both return a strict PASS verdict.

Verifying compliance-sensitive messaging for accuracy is best handled by an adversarial two-reviewer verification step, where isolated reviewers check the same output against an identical rubric and return structured PASS or FAIL verdicts with concrete issues.

To run a quality assurance convergence loop on production-bound content, iteratively fix only the flagged critical issues and re-run both reviewers until they pass or escalation occurs, ensuring accuracy through structured convergence.

Yes, dual review verification works for high-stakes claims by intentionally keeping reviewers context-isolated. Without shared context, two separate reviewers evaluate the same output against an identical objective rubric to ensure strict accuracy.

You should not use an independent dual review gate for low-stakes or rapidly iterated content where speed matters more than strict accuracy. It is designed for production-bound content, compliance-sensitive writing, and technical documentation.