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