Gemini 4 Carbon: AI Can Find, Exploit and Patch Vulnerabilities. Are We Ready?
Google's Gemini 4 Carbon pushes agentic AI toward autonomous security engineering. Here's what architects should verify before giving agents production access.
🎯 Vulnerability: Web Security Vulnerability
💡 Defense Fix: Implement strict input validation, contextual output encoding, and enforce least-privilege authorization controls.