Apply systematic code review patterns covering security, performance, correctness, and maintainability.

Conduct a multi-axis code review covering correctness, readability, architecture, security, and performance.

Analyze a code snippet or diff to write structured, actionable review comments for pull requests.

Process code review feedback with technical rigor, verification, and reasoned pushback instead of blind agreement.