Multi-Scale Negative Coupled Information Systems (MNCIS): A Unified Spectral Topology Framework for Stability in Turbulence, AI, and Biology https://arxiv.org/abs/2601.11594 #physicscompph #physicsbioph #nlinAO #csLG