The evolving patterns of urban flow can be surprisingly framed through a thermodynamic lens. Imagine thoroughfares not merely as conduits, but as systems exhibiting principles akin to energy and entropy. Congestion, for instance, might be interpreted as a form of specific energy dissipation – a suboptimal accumulation of motorized flow. Conversel