Autonomous driving advances rely on ML models whose compute needs exceed edge devices. While the cloud offers scale, networks are treated as bottlenecks, not part of control. We present TURBO, a cloud-augmented framework that jointly optimizes control and bandwidth across car and cloud, guaranteeing safety and improving accuracy by up to 15.6 %pt. - View it on GitHub