Addressing the ever-growing problem of urban congestion requires innovative strategies. Smart flow systems are appearing as a powerful resource to optimize circulation and reduce delays. These approaches utilize live data from various origins, including devices, connected vehicles, and previous data, to dynamically adjust light timing, guide vehicl