Addressing the ever-growing problem of urban congestion requires advanced approaches. Smart flow solutions are emerging as a promising instrument to optimize passage and alleviate delays. These platforms utilize live data from various origins, including cameras, linked vehicles, and historical trends, to intelligently adjust signal timing, redirect