Addressing the ever-growing challenge of urban congestion requires innovative strategies. Smart traffic platforms are emerging as a promising tool to optimize circulation and alleviate delays. These approaches utilize current data from various origins, including cameras, integrated vehicles, and historical patterns, to adaptively adjust light timin