Addressing the ever-growing issue of urban flow requires cutting-edge approaches. Artificial Intelligence traffic solutions are emerging as a powerful instrument to improve passage and alleviate delays. These approaches utilize live data from various origins, including sensors, connected vehicles, and historical patterns, to dynamically adjust sign