From Entropy Dynamics to Structural Stability in Complex Systems In physics, neuroscience, and artificial intelligence, one puzzle keeps resurfacing: how does apparently random activity crystallize into stable structure and coherent behavior? Instead of assuming consciousness or intelligence as primitive ingredients, a growing body of research investigates the entropy dynamics and coherence conditions that make organized patterns not just possible, but inevitable. Within this landscape, the Emergent Necessity Theory (ENT) framework offers a rigorous, falsifiable way to map the tipping points where disorder gives way to order across domains ranging from neural circuits to cosmological structures. At the heart of this approach lies a tension between entropy and organization. Entropy, in…