The evolving behavior of urban flow can be surprisingly understood 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 interpreted as a form of localized energy dissipation – a inefficient accumulation of motorized flow. Conversely,