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cs.AI2026
The Illusion of Opting in AI-Mediated Consequential Decisions
Eugene Yu Ji
Drawing on Ullmann-Margalit's concept of opting (transformative, irrevocable, and shadowed by foreclosed alternatives), we show that current AI systems raise a profound ethical pro…
q-bio.NC2026
Metacognition Should Be the Scientific Framework for Bounded and Effective Self-Governance in Generative AI
Eugene Yu Ji, Igor Grossmann, Amir-Hossein Karimi
Generative AI research increasingly confronts a shared problem: systems must sustain yet govern their own generative activity when uncertainty is high, evidence is missing, or cont…