This shift changes what defenders need to do. The challenge is no longer just finding vulnerabilities faster than adversaries. It is figuring out which weaknesses are truly exploitable, reducing the conditions that turn them into real risk, and responding as quickly as attackers can move. As AI speeds up both discovery and exploitation, organizations need to move from periodic assessment to continuous, intelligence-driven exposure management so they can determine what really matters, prioritize real risk, and quickly coordinate remediation. They must also prepare for a surge in vulnerability discovery and patch activity that many organizations are not operationally prepared to absorb. The goal is no longer just better hygiene. It is resilience in an environment where offensive capability is improving faster than traditional security programs were built to handle