Hans Architecture: Spiral Phase-Transition Dynamics for Next-Generation AI Systems

v1.2 update: Added direct Transformer comparison — 54% lower MSE on time-series, 360% higher reward on CartPole.Core innovations:Contemporary AI systems (Transformer, Mamba, MoE) share three structural limitations: static computation depth, frozen inference parameters, and unstructured exploration. Hans Architecture addresses each through: (1) H_spiral — a spiral constraint vector field that transforms post-failure accumulation from random walk into directed spiral convergence along a fixed mani