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Moving from human-in-the-loop to human-on-the-loop scales safe remediation because systems execute fixes autonomously while humans supervise decisions, letting organizations act at machine speed without losing human oversight.
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See all →Checklist based assessments fail against agentic attackers because natural language interpretation creates rare, exploitable exceptions, so defenses must be continuously challenged to reveal edge‑case behaviors and stay aligned with evolving agent tactics.
The cost of mounting advanced cyber attacks is falling toward zero because frontier AI democratizes nation‑state skills and automates continuous probing, so attackers shift from selective targeting to broad opportunistic scanning.
