Urban areas across the globe constantly face a vexing problem: traffic jams. These congestions can halt city functionality, leading to frustration for commuters and taxing the local economy. The causes of traffic jams are multifaceted, ranging from increased vehicle ownership to inefficient traffic management. Finding solutions to this ubiquitous i