
Why AI Confidence Is Not Validation
SANS says DFIR teams must independently validate AI findings and keep humans in authority.
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SANS says DFIR teams must independently validate AI findings and keep humans in authority.
Paper formalizes persistent self-evolution of agent harnesses with fixed weights and validation bounds.
Cloud Range launches AI Validation Range and PROVE-based AI Readiness Framework to red team AI agents and benchmark them against human SOC defenders.

Picus Security argues vulnerability validation must combine exploitability, control validation, and agentic pentesting as AI accelerates disclosure volume.

Horizon3 argues CTEM programs should measure continuously reduced exposure rather than mapping technologies to Gartner's five stages.
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