
The traditional paradigm of cybersecurity changed forever in October 2026 when a single AI pipeline systematically dismantled the core defenses of the most widely used operating system kernel on earth. This deployment signaled the end of the artisanal era of bug hunting, replacing it with high-velocity, machine-led initiatives that operate at a scale previously inconceivable to human teams. As the










