Developers now integrate AI tools to automate boilerplate and refactor legacy code. While GitHub Copilot increases velocity, over-reliance risks introducing subtle logic bugs and security vulnerabilities. Teams must implement strict human-in-the-loop reviews to maintain code quality. This incremental shift emphasizes oversight over blind automation for professional software engineers.