The evolving behavior of urban flow can be surprisingly understood through a thermodynamic lens. Imagine avenues not merely as conduits, but as systems exhibiting principles akin to transfer and entropy. Congestion, for instance, might be viewed as a form of localized energy dissipation – a suboptimal accumulation of traffic flow. Conversely, eff