kaal:claim:5245185-031

Relying on centralized AI to simulate attack vectors is fallacious because it assumes the system can anticipate its own adaptive strategies, while evolving agents may simply bypass centralized defenses.

Source quote, verbatim

The circular reliance on AI to simulate attack vectors assumes it can anticipate its own adaptive strategies—an inherent fallacy as evolving agents may bypass centralized defenses.

From

Wulf A. Kaal, How can we Best Monitor AI Agents (2025), 6.3.3. Security and Fraud Detection: Centralized Vulnerabilities Amplify Risks, p. 14
https://ssrn.com/abstract=5245185 · source PDF

Cite as

Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185

Holds when

AI driven intrusion detection and attack simulation

Classification

failuresupport: evidencedfailure: self-simulated-threat-modelfamily: ai-oversight-and-alignment-gapconsensus-and-security

Verify

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