kaal:claim:5245185-001

Traditional centralized AI driven supervision of AI agent transactions is deficient because it delivers only limited transparency, is susceptible to bias, and concentrates risk in single points of failure.

Traditional, centralized AI-driven supervision methods are often hindered by limited transparency, susceptibility to bias, and the risk of single points of failure.

Wulf A. Kaal, How can we Best Monitor AI Agents (2025), 1. Introduction, p. 1
https://ssrn.com/abstract=5245185 · source PDF

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

• centralized supervision of autonomous AI agent transaction execution

failuresupport: assertedfailure: centralized-supervision-deficiencyfamily: supervisory-capacity-gapai-and-agentscompliancedecentralizationdisclosure

• specializes kaal:claim:4855607-020 Decentralized collective governance without a central authority reduces both single points of failure and the ...
• specializes kaal:claim:4941807-014 Centralizing data in a single repository, while it permits powerful computation and advanced algorithms, poses...

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