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