A groundbreaking approach to understanding the inherent structure of deep neural systems, PrimeSynapse is generating considerable interest within the artificial intelligence field. This work posits that certain neural arrangements possess a form of "primality"—a unique combination of connectivity and parameterization that grants them exceptional