The deployment and optimization loop
Are you an
Embodied AI Engineer?
Get your VLA, VAM, or world model evaluated against real-world workflows. Compatible with the open ML ecosystem.
Do you want to
Automate your workflows?
Bi-manual robot deployments for packing, kitting, and order fulfillment. No capital investment.
Our datasets aim to improve the real-world utility of the next generation of models
Embodied AI is hitting an inflection point.
Models that score 95% in simulation drop to 60% in production, and real-world data is the scarcest input in the field. Cybernetic builds an evaluation, deployment, and data loop that closes the lab-to-real gap, powered by an open ML ecosystem.
The loop
Evaluate
GoEvaluation Engine
Sim + real-world evaluation of top open models against client-specific workflows.
Deploy
GoDeployment Harness
Cloud inference, observability, and human-in-the-loop intervention for production robots.
Optimize
Data flywheel
In-the-wild data — interventions, recoveries, edge cases — feeds the next generation of models.