Paper 1: A framework for relationship-bound AI alignment and privacy-preserving knowledge transfer. Introduces Dyadic Alignment and Sovereign Learning to separate raw memory from distilled meaning. Paper 2: A technical review of the Pinxit Entanglement Attunement Matrix (PEAM), analyzing the 'Gnosis' growth engine and Trust Band framework as a Sovereign Identity OS.
Chelsea Enid Pinxit (Tue,) studied this question.