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Micky Irons

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#explainable ai Open access Sep 2026

Staged Actions and Provable Human Oversight in Agentic Enterprise AI

Abstract. As enterprise AI moves from answering questions to taking actions, the question of human oversight sharpens. Regulation for higher-risk uses requires that systems be overseen by people who can understand, intervene in and if necessary halt them. In deployed practice this duty is often satisfied by assertion:...

Micky Irons · 0 citations

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