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A closed-loop stack of autonomous offense feeding autonomous defense is necessary because realistic, automated red teaming exposes multi-hop attack chains and that context lets defenses prioritize and apply safe mitigations in real time.
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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.
