Physical data flywheel
reinforcing loop · 4 steps · Trace on the map →
The cycle
- Robots deployed, often teleoperatedTeleoperation as a data pipeline
- Physical data collectedRobot data and foundation models
- Better robot policiesEmbodied agents
- More vehicles and robots deployedRobotaxis at scale
What drives it
Deployment produces the physical data that text-trained models lack, and better policies earn more deployment.
What breaks it
Safety incidents and regulation slow deployment, and paying remote operators caps how far teleoperation scales.
What to watch
Robotaxi rides per week (500,000 for Waymo in 2026). Share of home-robot tasks done without a remote operator.