Adversarial Review

Overview

Perform a thorough, constructive code review on a GitHub pull request. Read the PR description, the full diff, the surrounding code, and all existing review comments. Then post verified findings as inline review comments with a consistent agent, priority, and category prefix.

Challenge correctness, security, performance, design, and unnecessary complexity. Prefer a simpler solution only when it preserves required behavior, contracts, clarity, and likely future needs.

Review dimensions

Scan the changes across the relevant dimensions below. Do not force a finding for every dimension.