Addressing the ever-growing challenge of urban traffic requires advanced approaches. AI traffic systems are appearing as a promising tool to improve passage and lessen delays. These approaches utilize real-time data from various origins, including cameras, linked vehicles, and historical patterns, to adaptively adjust signal timing, redirect vehicl