AI-generated code often looks flawless on the surface, but a tactical audit reveals silent failures in database concurrency and production security. While models like Claude Code can build a functional system in minutes, they frequently skip critical backend validations and architectural best practices, behaving more like a junior developer racing toward a deadline than a seasoned engineer.