Addressing the ever-growing problem of urban traffic requires innovative methods. Smart congestion systems are appearing as a promising tool to optimize passage and reduce delays. These systems utilize current data from various inputs, including cameras, integrated vehicles, and past trends, to adaptively adjust traffic timing, guide vehicles, and