This study introduces a Meta-Axiomatic Short-circuit method to bypass the exponential computational explosion (O (2N) ) in ultra-large-scale complex systems, where the state space can reach N = 10^64 (Nayuta). Unlike conventional Turing Machine-based models, this approach relies on structural invariants rather than stepwise search, enabling immediate extraction of solutions without sequential computation. Experiments conducted on a standard Linux environment (Chromebook) demonstrate constant-time (O (1) ) performance, with measured execution of 0. 009 seconds and effectively zero CPU usage. This framework challenges traditional scaling laws in computational complexity, offers a new perspective on the P vs NP problem, and suggests the possibility of computation without thermodynamic entropy increase.
Takeo Yamamoto (Thu,) studied this question.