AI coding tools such as GitHub Copilot, Cursor, Claude Code, and autonomous coding agents are changing how software is built. Developers can now generate, test, and ship code faster than ever—but security teams still need to understand whether that code is secure, how it should be reviewed, and who is accountable when vulnerabilities make it into production.