AI coding assistants like GitHub Copilot, Cursor, and Claude Code make it incredibly easy to generate hundreds of lines of code in seconds. But this speed creates a massive bottleneck at the pull request stage. How do you review code you didn't write, generated by an assistant that doesn't understand your production environment, without slowing down your team or letting critical bugs slip into production?

This book provides a systematic, disciplined review model to inspect AI-assisted changes for correctness, security, architecture, tests, and dependencies. You will learn how to establish rigorous quality gates, detect hidden semantic bugs, and maintain complete engineering control over your codebase.

Designed for professional software developers, tech leads, and engineering managers, this guide is for anyone working with AI coding tools who wants to maintain high standards of code quality and security. You do not need machine learning theory; the focus is entirely on practical engineering control.

You will learn to identify and classify unique AI failure modes, such as plausible wrongness, context loss, and silent requirement drift, before they reach production. The book shows you how to evaluate AI-generated tests to ensure they actually challenge the implementation rather than merely confirming the generator's assumptions. You will also learn to conduct targeted security reviews to detect object-level authorization gaps, input validation bypasses, and accidental credential leaks, while managing architectural drift and dependency risks by keeping code aligned with your system's established design patterns and licensing policies.

This guide uses a highly practical, example-driven approach. It bypasses abstract theory to focus entirely on real-world engineering workflows, pull request strategies, and team governance. It concludes with a complete, adaptable review playbook that you can immediately integrate into your team's daily operations.

By implementing this structured review playbook, you can confidently adopt AI coding assistants to accelerate development while keeping your production systems secure, reliable, and maintainable.

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