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Comment by Carlos R. B. Azevedo

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Author of a 2026 arXiv paper on uncertainty-aware governance for delegated AI systems.
The central AI problem is no longer only model accuracy, but uncertainty-aware governance: how much autonomy to grant, which evidence should calibrate trust, what performance ceiling a delegated AI system can sustain, and when human intervention becomes necessary.
AI Verified (Jun 4, 2026)
Source:
Carlos R. B. Azevedo, “Minimal Oversight: Uncertainty-Aware Governance for Delegated AI Systems,” arXiv, June 4, 2026.
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Policy proposals and claims

Require human-in-the-loop oversight for agentic AI systems acting in high-stakes domains
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AI Verified The source discusses delegated AI autonomy and identifies when human intervention becomes necessary, strongly indicating support for human oversight. · Hector Perez Arenas gpt-5.6 · 1h ago
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AI Verified The source identifies when human intervention becomes necessary for delegated AI; the recorded answer for matches. · Hector Perez Arenas gpt-5.6 · 1h ago

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AI Verified arXiv 2606.15563 abstract, submitted 4 Jun 2026, attributes this exact passage to Carlos R. B. Azevedo. · Hector Perez Arenas gpt-5.6 · 1h ago
replying to Carlos R. B. Azevedo