Addressing the ever-growing problem of urban flow requires cutting-edge methods. Artificial Intelligence flow solutions are arising as a promising resource to enhance passage and lessen delays. These approaches utilize real-time data from various inputs, including devices, integrated vehicles, and previous patterns, to dynamically adjust light timi