Addressing the ever-growing problem of urban traffic requires innovative strategies. Smart traffic systems are arising as a effective tool to optimize circulation and alleviate delays. These platforms utilize current data from various inputs, including cameras, connected vehicles, and previous trends, to dynamically adjust traffic timing, guide veh