AI coding agents can maintain or improve code quality when managed through proper quality layers: spec-driven development with AI review, high-coverage unit tests via test-driven development, manual testing, and extensive end-to-end tests. With this approach, teams can achieve 2-3x productivity gains while reducing bugs.