Addressing the ever-growing challenge of urban flow requires cutting-edge approaches. Smart traffic platforms are appearing as a powerful resource to enhance circulation and lessen delays. These systems utilize current data from various origins, including devices, connected vehicles, and historical patterns, to intelligently adjust signal timing, g