Cybersecurity has always been adversarial. Defenders build controls, attackers find ways around them, and the cycle repeats. But artificial intelligence has fundamentally altered this dynamic. Today’s attackers are using AI to reason, coordinate and explore environments in ways traditional security tools were never designed to detect.