Urban areas across the globe continuously face a daunting problem: traffic jams. These bottlenecks can disrupt city workflows, leading to frustration for commuters and straining the local economy. The origins of traffic jams are complex, ranging from population growth to poor infrastructure. Finding solutions to this ubiquitous issue is a challenge