The field of neural neural system instruction is undergoing a significant revolution with the emergence of Model Parallelism with Explicit Optimization, or MPE. Unlike traditional methods that focus on data or model parallelism, MPE introduces a novel methodology by explicitly modeling the refinement process itself within the neural architecture. T