Addressing the ever-growing issue of urban traffic requires innovative approaches. Smart traffic solutions are arising ai in traffic management as a effective tool to improve circulation and reduce delays. These systems utilize current data from various origins, including sensors, integrated vehicles, and past data, to adaptively adjust traffic tim