Traffic congestion costs cities and countries billions each year in lost economic output and productivity. The cost to US cities ranges from $35-48 billion annually, while the UK loses 5% of its GDP to congestion. Individual cities also face massive costs - Moscow loses $1.3 billion, South Africa loses $18 billion, and Dhaka loses $3 billion each year. Beyond economic impacts, congestion also leads to increased air pollution, health issues, accidents, and over 700,000 years of lost time for the over 1 billion daily road passengers worldwide when each loses just 1 minute per day sitting in traffic. Nations must invest heavily to expand transportation infrastructure like highways, public transit, and rail to alleviate congestion which