The lifelong robot learning flywheel
Do you want to
Automate manual workflows?
Robot-as-a-service deployments. Progressively automating order fulfillment workflows.
Are you an
Embodied AI Engineer?
Post-training competitions for real-world deployments. Join our open ML community.
Deployments are the new frontier.
Post-training is the starting point for deployment reliability. In-deployment training compounds deployment reliability. Our lifelong robot learning flywheel leverages in-deployment data to improve deployment reliability across our fleet.
The loop
Go
Deploy
Deployment Harness
Cloud inference, observability, and human-in-the-loop intervention for production robots.
Optimize
Data flywheel
In-the-wild data — interventions, recoveries, edge cases — drives deployment reliability.