Addressing the ever-growing challenge of urban congestion requires innovative approaches. Smart flow platforms are appearing as a effective instrument to enhance passage and lessen delays. These approaches utilize real-time data from various sources, including cameras, integrated vehicles, and past data, to adaptively adjust signal timing, guide ve