Addressing the ever-growing challenge of urban flow requires advanced methods. Smart traffic systems are emerging as a promising tool to optimize circulation and lessen delays. These platforms utilize real-time data from various inputs, including cameras, linked vehicles, and previous patterns, to adaptively adjust light timing, guide vehicles, and