doubt-driven-development

Adversarial code review is a structured process that challenges non-trivial engineering decisions by applying fresh-context review to find failures before implementation or release. It isolates claims, extracts artifacts, and reconciles findings to reduce incorrect outcomes.

Use adversarial review during software architecture changes, production-sensitive work, security-related logic, and unfamiliar codebase navigation. It verifies hidden assumptions and validates decisions before costly mistakes happen in high-stakes engineering scenarios.

Perform risk assessment by defining claims, extracting artifacts, and reviewing them in a fresh context focused on finding failures. Reconcile findings through bounded review cycles to validate engineering decisions and stop at defined limits.

Yes, you can apply doubt-driven development to security-related logic, production-sensitive work, and unfamiliar code. It supports high-stakes engineering by challenging hidden assumptions and verifying decisions before implementation through structured adversarial review.

The structured doubt cycle works by guiding users through claim definition, artifact extraction, fresh-context review, finding reconciliation, and bounded stopping conditions. This cycle forces important claims and assumptions through adversarial review to reduce incorrect outcomes.

Adversarial review requires structured claim isolation and bounded review cycles, which may add overhead to simple tasks. It is designed for non-trivial decisions involving architecture, production, or security logic rather than routine code changes.