Addressing the ever-growing challenge of urban traffic requires advanced approaches. Smart flow systems are arising as a powerful tool to optimize movement and reduce delays. These systems utilize real-time data from various sources, including sensors, connected vehicles, and historical data, to dynamically adjust light timing, redirect vehicles, a