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