Addressing the ever-growing challenge of urban congestion requires innovative methods. Smart flow solutions are appearing as a promising instrument to optimize passage and reduce delays. These platforms utilize live data from various sources, including devices, integrated vehicles, and historical data, to adaptively adjust light timing, guide vehic