Addressing the ever-growing problem of urban traffic requires cutting-edge methods. Smart flow platforms are arising as a promising resource to enhance circulation and lessen delays. These platforms utilize current data from various inputs, including sensors, linked vehicles, and previous data, to adaptively adjust light timing, redirect vehicles,