doubt-driven-development

Adversarial review subjects non-trivial architectural and logic decisions to fresh-context scrutiny to identify hidden assumptions and failure modes. You need it for high-stakes development tasks including production deployments, security-sensitive logic, and irreversible data operations before finalizing changes.

Verify complex branching logic by applying a structured five-step process: Claim, Extract, Doubt, Reconcile, and Stop. This isolates artifacts from reasoning to ensure objective, issue-focused evaluation, identifying edge cases and failure modes in your logic before committing.

Yes, adversarial review is designed for security-sensitive code and irreversible data operations. It forces a skeptical evaluation of your proposed logic to find hidden assumptions and failure modes, ensuring correctness before you commit to high-stakes, irreversible changes.

The best way to identify hidden assumptions is a fresh-context, adversarial review that isolates artifacts from reasoning. By forcing a skeptical perspective through a structured five-step verification process, you uncover edge cases and failure modes that standard reviews often miss.

You should not use adversarial review for trivial changes that lack architectural impact or complex logic. This rigorous five-step verification process targets non-trivial, high-stakes decisions where identifying hidden assumptions and failure modes justifies the added scrutiny.