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 heat and entropy. Congestion, for instance, might be considered as a form of localized energy dissipation – a wasteful accumulation of vehicular flow. Conversely, ef