The evolving patterns of urban flow can be surprisingly framed through a thermodynamic lens. Imagine thoroughfares not merely as conduits, but as systems exhibiting principles akin to transfer and entropy. Congestion, for instance, might be considered as a form of localized energy dissipation – a wasteful accumulation of vehicular flow. Conversel