For decades, cybersecurity has been built around one assumption: defenders had enough time to:
Discover vulnerabilities.
Assess exposure.
Deploy patches.
Verify that critical systems remained protected.
That assumption shaped how organizations built security programs, how vendors developed security products, and how regulators measured cyber resilience.
That assumption no longer holds
AI has not created a new category of cyber risk. Rather, it has exposed the limitations of a security operating model built for a time when attackers operated at human speed. When AI can identify vulnerabilities, generate working exploits, analyze attack surfaces, and chain weaknesses together at scale, the tim...