Addressing the ever-growing issue of urban congestion requires innovative approaches. Smart flow platforms are arising as a effective tool to enhance movement and reduce delays. These platforms utilize current data from various sources, including devices, linked vehicles, and previous trends, to adaptively adjust signal timing, guide vehicles, and