Introduces JCAG-A to enhance governance for autonomous AI systems, indicating a need for new accountability measures.
This paper introduces JCAG-A, the agentic extension of the Judgment-Centred AI Governance (JCAG) framework, addressing the structural governance gap created when AI systems act autonomously rather than produce recommendations for human review. The paper introduces the Window of Accountability Collapse (WAC) as the failure mode unique to agentic systems, and proposes five governance dimensions.
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Yodit Ayalew (2026) studied this question.
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