AI Code Review Agents: Why Promise Outpaces Practice

AI agents excel at pattern-based bug detection but struggle with emergent system-level issues, generating false positives that can reduce productivity. Success in production requires human-in-the-loop validation, architectural context injection, and aggressive scope limitation—a reality gap that vendors rarely acknowledge in their marketing.