adversarial-code-review

Adversarial code review is a technique that simulates hostile personas to uncover hidden defects, forcing critical analysis by requiring each persona to identify at least one real issue and eliminate rubber-stamp approvals.

You need an adversarial review during pre-merge and security-sensitive evaluations when broader coverage is required, ensuring mandatory findings across production-breaking bugs, maintainability problems, and security risks.

Simulate three hostile personas—Saboteur, New Hire, and Security Auditor—to identify issues across a codebase, enforcing mandatory contribution from all personas to output structured findings with evidence, impact, and fixes.

Yes, this adversarial review approach works across various project types, applying structured finding output and severity amplification rules to guide remediation during security-sensitive pre-merge evaluations.

Adversarial review enforces a mandatory finding rule for every persona to eliminate rubber-stamp reviews, ensuring the Saboteur, New Hire, and Security Auditor each identify at least one real issue for comprehensive defect detection.

Simulated personas for defect detection require clearly defined role boundaries and structured finding output to be effective, meaning they provide targeted critical analysis rather than fully replacing standard quality assurance processes.