Addressing the ever-growing issue of urban traffic requires innovative methods. Smart traffic solutions are emerging as a promising tool to improve passage and alleviate delays. These systems utilize current data from various sources, including sensors, linked vehicles, and past patterns, to dynamically adjust light timing, guide vehicles, and prov