Addressing the ever-growing issue of urban congestion requires innovative approaches. Smart flow platforms are arising as a promising resource to improve passage and alleviate delays. These systems utilize current data from various inputs, including sensors, connected vehicles, and historical data, to intelligently adjust signal timing, redirect ve