Data and demonstration partners.
Training runs need data: expert demonstrations, labelled trajectories, preference judgements, and domain datasets. When Optimus sets up an environment or a fine-tuning run, it looks for the data that task needs. A data partner makes their catalogue available to Optimus with clear licence terms, so it can be selected, pulled into the run, and recorded alongside the run's other artifacts. You reach teams at the point they decide what to train on, and each use is tied to a specific experiment.

What you can supply
- Expert demonstration partnersTeleoperation and expert demonstrations that give a policy a head start.
- Trajectory and episode log partnersLabelled episodes for offline RL, imitation learning, and evaluation.
- Preference and ranking data partnersHuman judgements for tuning language models and agents.
- Domain dataset partnersSpecialist datasets that decide whether a model is useful in its field.
How the data and demonstration partnership works
Steps
- 01
Share access
You give us access to the product, its technical documentation, and a contact on your engineering team.
- 02
We integrate
We build the integration and write the documentation Optimus follows, so it knows when to use your product and how.
- 03
Test together
We run it in a real training setup and check the results with you before anything reaches a customer.
- 04
Go live
Optimus can select your product in customer runs, on commercial terms we agree with you.
For researchers
If you study data quality, imitation learning, or learning from human feedback, we would like to work with you. Run studies with Optimus on your own datasets, compare how different data changes a trained model, and publish what you find. We are open to writing results up together.
Academic labs, independent researchers, and open-source teams can apply for up to $30,000 in Iacon credits through our research grants.
Talk to us
If a training run consumes what you sell, we should talk. Book a time directly, or write to dev@iaconautonomics.com and tell us which layer you supply.
Book a call