This book introduces a new view on traffic control and infrastructure organization towards a smarter future. The research includes training reinforcement learning models that have the goal of controlling traffic lights, adding/removing roads and lanes, building/destroying intersections and infrastructure with one goal in mind: building a city that's green, livable for humans and fast for vehicles.