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 specific energy dissipation – a suboptimal accumulation of traffic flow. Conversely, eff