Deep dives, expert analysis, and practical guidance on exposure management, adversarial validation, and the future of AI-driven exposure management.

AI-Accelerated Offense uses autonomous agents to run the full cyberattack chain in hours. A frontier AI model found thousands of zero-day vulnerabilities across every major OS and browser in weeks. See how it works, why your security program is already behind, and what to do now.

Vercel's April 2026 security breach started with one AI tool's OAuth approval. Here is the full attack chain, blast radius, and what every security team must do now.