The evolving dynamics of urban flow can be surprisingly understood through a thermodynamic lens. Imagine avenues not merely as conduits, but as systems exhibiting principles akin to energy and entropy. Congestion, for instance, might be considered as a form of regional energy dissipation – a wasteful accumulation of motorized flow. Conversely, ef