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#autonomous ops


Machine-Speed AI Is Rewriting Cyber Budgets Before Boards Catch Up

Published: 08 July 2026 16:47Category: AI Security & Agentic SystemsGeo: North America / USAAuthor: KERNELWATCHER

A contributor essay on agentic AI points to a deeper security shift: the real chokepoints are now identity, reachability, and remediation speed, not just how many flaws scanners can count.