The evolving patterns of urban flow can be surprisingly framed through a thermodynamic framework. Imagine streets 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 wasteful accumulation of traffic flow. Conversely, effi