The evolving behavior of urban flow can be surprisingly understood through a thermodynamic perspective. Imagine streets not merely as conduits, but as systems exhibiting principles akin to energy and entropy. Congestion, for instance, might be viewed as a form of regional energy dissipation – a inefficient accumulation of motorized flow. Converse