Bimanual cells · Always-on
Our farm
Dual-arm workcells with multi-camera RGB-D, joint states, force, and gripper signals, time-synchronized to the millisecond. 16 arms across 6 cells running today, with capacity for 1,000+ hours of data per week.
Real-world data for embodied AI.
Most data companies sell datasets. We sell the work that produces them: production today, a manipulation foundation model trained on it tomorrow.
ARMS ONLINE
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HOURS PILOTED
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HOURS / WEEK
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Recognized
AwardAngelNV Pitch CompetitionPeople's Choice · $100k prize
The Data Deficit
The bottleneck isn't compute. It's contact with the real world.
Foundation models for manipulation need millions of hours of physically-grounded demonstrations across embodiments, environments, and tasks. Simulators get you part of the way. Closing the gap requires real arms, real contact, real hands on the controls.
REC·TASK / UNBOX_TORSO_MOCKUP
SUBTASK · REMOVE_PACKING
EPISODE 04219cardboard · bubble wrap · 7-DoF arms
t = 00:01:25
Pilots to Models
Pilots start in the loop, move on the loop, and eventually out of it.
Every action a pilot takes is a labeled demonstration. The same hours that ship production work train the policy that takes over from them.
01
Pilots
Trained operators on multiple continents run real arms over the network with flight sticks, leader arms, or VR rigs.
02
Work + Data
Tasks get done today. Every episode becomes labeled, high-fidelity training data.
03
Model
Demonstrations train a manipulation policy. It learns to do the work.
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Autonomy
The policy runs the work. The pilot moves on to harder tasks.
Today's production work funds tomorrow's automation.
Services
Datasets by the hour. Pilots by the cell. Models on demand.
Pick what fits. License existing data, commission custom collection, or have us validate the model you've already trained.
Operate today, automate tomorrow
On-Site Automation
Our pilots run your robots in your facility. Every action trains a manipulation policy, and once it's good enough, the policy takes over.
By the hour
Dual-Arm Datasets
Bimanual manipulation data on production-grade arms. Time-synchronized RGB, depth, joints, force.
By the hour
Single-Arm Datasets
Single-arm manipulation across diverse tasks and embodiments. Standardized MCAP delivery.
Your model, our floor
Validation Testing
Run your policy against a large array of physical robots. Get back episode-level pass/fail and failure modes.
NRE engagement
Custom Setups
Bring the task and the embodiment. We build the cell, train the pilots, and deliver to your bucket daily.
Research licensing
Academic Partnerships
Reproducible, permissively-licensed datasets for university labs. Apply for a partnership.
Where the work happens
In our farm. Or on your floor.
Pilots on multiple continents, one pipeline. The same operators run our farm cells to produce datasets, or roll into customer facilities to do real production work and the demonstrations that train its replacement.
Mobile pedestal · Real work + data
Your facility
Wheel a pedestal into your line. Our pilots run the work today; the data they generate trains the policy that runs it tomorrow. Single- or dual-arm configs available.
How the farm works
One pipeline behind every dataset.
01
Teleop
Pilots on multiple continents operate the arms over the network using flight sticks, leader arms, or VR. A task prompt tells them what to do.
FLIGHT STICKS · LEADER ARMS · VR
02
Capture
Time-synchronized multi-modal recording across the cell.
RGB-D · JOINTS · FORCE
03
QA
Every episode reviewed against task success criteria. Bad takes drop out.
EPISODE PASS / FAIL
04
Deliver
Standardized formats, daily handoff to your storage of choice.
MCAP · DAILY DELIVERY
Who it's for
Built for teams shipping physical AI.
Physical AI labs
Pre-training corpora for manipulation foundation models.
Robotics developers
Behavior cloning, residual policies, and eval sets for your product.
Universities
Permissively-licensed academic datasets for reproducible research.
Automation providers
Task-specific data to bootstrap deployments at customer sites.
Jobs
We're hiring.
Founded 2024. Backed by a team with a successful exit in robotics. We move fast and deliver.
Don't see your role? Reach out.