Addressing the ever-growing issue of urban congestion requires innovative strategies. Smart flow platforms are emerging as a effective resource to optimize circulation and reduce delays. These platforms utilize live data from various origins, including sensors, linked vehicles, and historical patterns, to adaptively adjust light timing, guide vehic