FADE: AI that deliberately forgets like humans do, using memory degradation as intrinsic confidence signal. Reduces hallucinations, enables epistemic humility, solves stateful deployment. Conceptual proposal seeking implementation and validation.

This paper introduces ‘epistemic transposition’, reframing ethical and fiduciary duties as epistemic obligations grounded in epistemic humility. A novel contribution to virtue epistemology, fiduciary theory, and institutional accountability.