The evolving dynamics of urban flow can be surprisingly approached 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 localized energy dissipation – a inefficient accumulation of vehicular flow