“That’s why runtime protection has rapidly become a critical compensating control for organizations that cannot keep up with remediation — which is basically everyone,” Williams continued. “If AI accelerates vulnerability discovery for both defenders and attackers, organizations need a way to reduce exploitability now, not after the backlog clears. The winning strategy is not just “scan faster.” It is knowing what is actually running, what is exposed, what is under attack, and how to prevent exploitation while remediation inevitably lags behind discovery. In the long term, we will need to reinvent our appsec workflows.  Most organizations are still trying to use AI to solve yesterday’s problems like scanning and patches.  I believe that we can use AI to finally do activities like threat modeling, security architecture, and assurance that will help us achieve “secure-by-design.”  Standardizing security controls will make getting the code right the first time much more likely, and simplify verification to catch anything that strays from the “paved road.”  This is how we get off the “penetrate-and-patch” hamster-wheel of pain.”