1080p and up
Source video
Full resolution, every lens the rig recorded. The preview you play here is a downscaled derivative, never the deliverable.
Sample library
Training data, in whatever shape your model needs.Off the shelf, or collected to your spec.
Video, motion, telemetry, gameplay — we record it ourselves, annotate it, and ship it as MCAP or LeRobot. 193 samples play on this page with the telemetry running beside them and the delivery file on the same card. Open a category for what is in it, what records it, and how long it takes.
Six catalogues, one delivery pipeline. Open one to see what it holds and how it is captured.
We collect human work and robot work, off the shelf or to your spec, and deliver it as MCAP or LeRobot with the calibration, telemetry and annotation in band. Open a category to see what is in it, what records it, and how long it takes.
Robotics & Physical AI
Two ways to buy
01
Off the shelf
Already recorded, indexed and cleared. Play any of it on this page, read the telemetry beside it, then licence the sets you want. No collection lead time — the files exist.
- 193 samples playable on this page across six catalogues
- 18.3 hours playable on this site
02
Collected to your spec
You name the environment, the device, the task mix and the volume. We design the capture, run it in operating businesses with paid professionals, and hand back the same delivery shape as the shelf.
- 9 rig configurations across the catalogues
- Fastest first delivery 5-10 business days
Either route delivers as LeRobot v3 · MCAP · HDF5 · RLDS · mocap to FBX / BVH / SMPL
Who is on the other side of the camera
Appliance repair technician · Assembler · Auto technician · Barber · Barista · Carpenter · Chef · Cleaner · Construction laborer · Cook · Electrician · Electronics technician · Factory worker · Farmer · Florist · Food prep worker · Hotel housekeeper · Housekeeper · Laundry worker · Mason · Mechanic · Motorcycle mechanic · Office clerk · Packaging operator · Painter · Printer / press operator · Quality inspector · Shoe repairer · Sign maker · Tailor / seamstress · Tire technician · Upholsterer · Woodworker
Every trade above appears in a sample you can play on this site — paid professionals doing their own job in their own workplace, not actors on a set. The shelf behind them is wider than this page indexes.
- Trades
- 33
- Industries
- 18
- Skill groups
- 24
- Workplaces
- 82
What travels with every file
The same six layers ship whether the sample came from a workshop, a studio or a game session. That is what makes two domains comparable inside one training pipeline.
Per frame
Motion and pose
Camera trajectory, IMU, visual-inertial odometry on the robotics side. Camera-to-world matrix plus intrinsics on the game side.
30 to 60 Hz
Action stream
What the operator did, frame by frame. Keystrokes, mouse deltas and the semantic action they map to on game capture; head IMU and visual-inertial odometry on the egocentric lines.
Human QC
Annotation
Task id, description, skill category and difficulty. Environment, industry and workstation. Cleaned English, not raw log text.
Per session
Provenance
Operator consent recorded per session, operators identified only by an opaque id. Calibration date and pass state travel with the file.
SHA-256
Integrity
Metadata written twice, in band and as a sidecar, so the two can be diffed. Every MCAP delivery carries a checksum that verifies on its own.
Loads without a converter
- MCAP
- Egocentric deliveries open directly in Foxglove or Lichtblick, both free
- MP4 + CSV + JSON
- Game sessions: video, per-frame telemetry, session record and key bindings
- Rerun .rrd
- Recent game sessions also ship a Rerun recording, so the trajectory and inputs can be scrubbed in rerun.io without writing a loader
- Any other format
- LeRobot, RLDS, HDF5, MCAP or the shape your own loader expects — converted on request.
Two ways into the full set
Previews on this page are open. Full resolution files, every camera, and the accompanying telemetry sit behind one of these.
Request the sample pack
Tell us the task, environment and modality you are training for. We send the matching sample files and the schema documentation.
Reply within one business day
Enter a passcode
If we have already spoken, your passcode opens the full sample set and the download links without another form.
Seven day session