Addressing the ever-growing issue of urban congestion requires cutting-edge approaches. Smart flow systems are arising as a powerful resource to improve circulation and lessen delays. These approaches utilize current data from various origins, including devices, connected vehicles, and past trends, to intelligently adjust light timing, redirect veh