Mechanical Conscience: A Mathematical Framework for Dependability of Machine Intelligenc. - Munkhdelgerekh Batzorig; Purevbaatar Ganbold; Kyungbin Park; Pilkong Jeong; Kangbin Yim (CoRR, 2026)