Addressing the ever-growing challenge of urban traffic requires advanced methods. Artificial Intelligence traffic systems are emerging as a powerful resource to improve movement and reduce delays. These platforms utilize real-time data from various origins, including cameras, connected vehicles, and historical patterns, to dynamically adjust light