Addressing the ever-growing problem of urban congestion requires cutting-edge strategies. Smart flow systems are appearing as a effective resource to enhance movement and lessen delays. These platforms utilize real-time data from various inputs, including devices, connected vehicles, and past data, to adaptively adjust signal timing, redirect vehic