Addressing the ever-growing issue of urban congestion requires advanced methods. Smart flow solutions are emerging as a promising tool to improve passage and alleviate delays. These platforms utilize current data from various origins, including sensors, linked vehicles, and historical data, to adaptively adjust light timing, guide vehicles, and pro