Skill
Skilled hands, made trainable.
First-person video, hand pose and process structure from people doing physical work on the job, for robots and world models.

One task, segmented.
Load the garment onto the belt.
Align the seam to the guide.
Feed the panel through the stitcher.
Inspect the wash under the lamp.
Log the result and the cycle time.
Load the garment onto the belt.
Align the seam to the guide.
Feed the panel through the stitcher.
Inspect the wash under the lamp.
Log the result and the cycle time.
Every recording holds
- Egocentric video of hands, tools and workpiece.
- Wrist and body pose, aligned to every frame.
- Steps, tool events, faults and recoveries.
- The outcome of each quality check.
A policy trained only in simulation learns the physics of the simulator.
Recorded at production speed.
Rigs go where the work already happens: production lines and trade crews, under signed agreements with each facility. Everyone recorded opts in and is paid. Faces and identifying details are anonymized before delivery.
Trades
- Textile
- Garment finishing
- Metal fabrication
- Plumbing
- Electrical
Rigs
- Head-mounted
- Overhead
- Wrist
What it trains
- Manipulation policies
- World models
- Task segmentation and evaluation
In the marketplace
All of the marketplaceTextile and garment production
First-person video of sewing, finishing and quality checks on working lines, with hand pose and process steps.
egocentric video, hand pose, process steps
Loom setup and fault recovery
Overhead and wrist cameras on loom threading, setup and recovery from faults.
multi-camera video, fault recovery, tool events
Metal fabrication
Cutting, welding and fit-up from the worker’s point of view, with protective equipment regions anonymized.
egocentric video, tool events, safety events
Field trades
Plumbing and electrical work on site, from diagnosis to repair and verification, recorded against your task list.
egocentric video, diagnosis steps, instrument readings
Need a task we haven’t recorded?
Tell us the task, the environment and the volume.