Fundamentally, the scenario of vulnerability discovery and exploitation has shifted. What once took weeks to complete is now being completed in hours, sometimes in minutes. The drastic evolution of AI-powered systems has reached the point where they can autonomously discover zero-day vulnerabilities, chain exploits across complex architectures, and weaponise attack paths. Faster than the traditional defense approaches.