doubt-driven-development

Adversarial code review is a fresh-context examination that subjects non-trivial software architecture decisions to a bias-to-disprove analysis, identifying hidden coupling and invalid assumptions to ensure correctness.

To verify edge cases in high-stakes logic, apply a five-step doubt cycle: formulate claims, extract artifacts, conduct adversarial questioning, reconcile findings, and iterate within boundaries.

Adversarial verification is needed for non-trivial code changes and complex architectural shifts, such as implementing a thread-safe caching layer, where standard reviews might overlook failure modes.

The best way to identify hidden coupling is using adversarial review that operates on specific artifacts and contracts, applying a fresh-context examination to expose unstated assumptions.

No, adversarial review requires strict adherence to operating on specific artifacts and clear contracts to effectively validate high-stakes development scenarios and identify failure modes.