The evolving patterns of urban flow can be surprisingly framed through a thermodynamic framework. 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 regional energy dissipation – a wasteful accumulation of vehicular flow. Conver