Addressing the ever-growing problem of urban flow requires innovative methods. Smart traffic platforms are emerging as a promising tool to optimize movement and reduce delays. These systems utilize current data from various sources, including cameras, connected vehicles, and previous patterns, to dynamically adjust signal timing, guide vehicles, an