From Exposure to Exploitation: How AI Collapses Your Response Window
Feb 19, 2026
Artificial Intelligence / DevSecOps
We’ve all seen this before: a developer deploys a new cloud workload and grants overly broad permissions just to keep the sprint moving. An engineer generates a "temporary" API key for testing and forgets to revoke it. In the past, these were minor operational risks, debts you’d eventually pay down during a slower cycle. In 2026, “Eventually” is Now But today, within minutes, AI-powered adversarial systems can find that over-permissioned workload, map its identity relationships, and calculate a viable route to your critical assets. Before your security team has even finished their morning coffee, AI agents have simulated thousands of attack sequences and moved toward execution. AI compresses reconnaissance, simulation, and prioritization into a single automated sequence. The exposure you created this morning can be modeled, validated, and positioned inside a viable attack path before your team has lunch. The Collapse of the Exploitation Window Historically, the exploita...