This paper presents a reproducible ΔΦ-based computational engine demonstrating that memory formation arises from regime competition rather than energy minimization. The system reveals discrete phase transitions, oscillatory behavior, and weak energy-memory coupling. The findings establish a new model of field-driven systems where structure is maintained through switching rather than equilibrium.
Thomas S. Mitchell (Sun,) studied this question.