Autonomous Coding Agents Change the Risk Calculus for Development Teams

Claude Code edits codebases, runs tests, and commits changes autonomously—a departure from suggestion-based assistants. The velocity gains are real. But subtle errors in security or data logic may evade review that would catch obvious human mistakes. Teams must rethink code review rigor, CI/CD checkpoints, and audit trails proportionally.