The evolving dynamics of urban flow can be surprisingly framed through a thermodynamic lens. Imagine streets not merely as conduits, but as systems exhibiting principles akin to heat and entropy. Congestion, for instance, might be viewed as a form of regional energy dissipation – a inefficient accumulation of vehicular flow. Conversely, efficient