Addressing the ever-growing issue of urban congestion requires innovative strategies. Smart flow solutions are appearing as a effective instrument to improve circulation and alleviate delays. These approaches utilize current data from various sources, including devices, integrated vehicles, and past patterns, to adaptively adjust signal timing, rer