Addressing the ever-growing challenge of urban congestion requires innovative approaches. Smart traffic platforms are arising as a effective tool to enhance circulation and reduce delays. These systems utilize live data from various sources, including devices, linked vehicles, and past trends, to adaptively adjust light timing, reroute vehicles, an