Urban areas across the globe continuously face a vexing problem: traffic jams. These bottlenecks can halt city operations, leading to inconvenience for commuters and burdening the local economy. The causes of traffic jams are multifaceted, ranging from urban sprawl to inefficient traffic management. Finding solutions to this ubiquitous issue is a i