Vulnerability-Management

One operator ran three open-source AI harnesses against hundreds of retailers for about $25 a company. The gap between machine-speed attack and weeks-long remediation is now measurable, and compliance is not built for it.

AI compressed vulnerability discovery from weeks to hours, but triage, disclosure, and remediation still run on human clock time. A Rails patch exploited eight hours after it shipped shows the disclosure clock is now shorter than a business day.