Addressing the ever-growing problem of urban flow requires advanced strategies. AI traffic solutions are emerging as a effective instrument to improve circulation and lessen delays. These systems utilize real-time data from various origins, including devices, linked vehicles, and past trends, to adaptively adjust signal timing, guide vehicles, and