Operators stay anonymous
Operators appear only as an opaque id. Job, experience band and handedness ship with the record because a policy needs them; names do not.
All categories
Egocentric
First-person capture from a head-mounted rig: skilled trades at work in operating businesses, and everyday manipulation at home.
Behaviour cloning and VLA training where the policy has to see what the hands see: the grasp, the tool, and the order a task is really done in.
The shelf behind these runs to roughly 15,000 episodes and 1,200 hours, shot across 70+ operating businesses. Counted off our own collection, rounded down.
Changing trash bag · 1/115
These are web previews, not the data. Each clip is downscaled to play in a browser. The delivery files are full resolution and carry every stream the rig recorded.
Camera configurations
Four rigs, one delivery pipeline.
Every configuration covers the same spread of trades, workplaces and difficulty — what changes is how much geometry ships with the picture. Off the shelf or collected to your spec, and convertible to any format you work in: MCAP, LeRobot, RLDS, HDF5.
What we run in this category
- Workplaces
- 22
- Distinct tasks
- 99
- Operator jobs
- 43
- Graded hard
- 21%
Measured across the samples published here, not the full shelf.
Delivered as LeRobot v3 · MCAP · HDF5 · RLDS · mocap to FBX / BVH / SMPL
Advanced annotation
The video is the smallest part of the delivery.
Open the explorer- Head movement
- 6-DoF head pose per frame, from the rig's own IMU and VIO rather than estimated after the fact.
- Hand pose
- Per-finger joint positions on the operator's hands, tracked through the grasp.
- Episode structure
- The session cut into episodes and steps, so a policy trains on a task rather than on a video.
- Task and environment
- What was being done, where, and how hard it was graded — carried on every frame.
Explorer loads as you reach it
A real recording with its tracks on it — scrub the timeline to see the pose follow the footage, or switch sample and segment at the top. Every delivery in this category can ship the same tracks.
What this category is made of
Measured across the samples published on this page, not the shelf behind them — these are the hours you can press play on.
Skill group13
- Clothing & Laundry1.4 h · 19
- Tool Use & Technical Manipulation39 m · 29
- Packing & Bagging38 m · 8
- Cleaning & Sanitation15 m · 15
- Assembly & Installation10 m · 14
- Pick and Place / Object Handling5 m · 7
+7 more
Settingscale
- Non-residential3.4 h · 107
- Residential6 m · 8
Difficultyscale
- easy29 m · 39
- medium27 m · 37
- hard15 m · 20
Trade43
- Tailor / seamstress47 m · 14
- Packaging operator35 m · 3
- Laundry worker19 m · 1
- Quality inspector19 m · 2
- Printer / press operator15 m · 2
- Cleaner10 m · 8
+37 more
Industry13
- Clothing and Fashion2.3 h · 23
- Industrial Manufacturing14 m · 14
- Construction and Hardware9 m · 12
- Creative Workshops9 m · 13
- Printing and Design8 m · 10
- Hospitality7 m · 4
+7 more
Site type24
- Household2.0 h · 10
- Workshop17 m · 9
- Construction Company6 m · 9
- Sign Shop6 m · 8
- Manufacturing Factory6 m · 7
- Woodworking Shop5 m · 7
+18 more
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.
- 1,200 h of stereo capture, 100% human QC-ed
- 15,000 episodes averaging 4m 49s
- 70+ operating businesses · 35 location types · 100 operator professions
- 3,000 task types across 17 skill groups · 82% graded medium or hard
- 115 samples playable on this page
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.
- 6 rig configurations
- First delivery in 5-10 business days
- Up to 20,000 h / month
Either route delivers as LeRobot v3 · MCAP · HDF5 · RLDS · mocap to FBX / BVH / SMPL
Licence
- Commercial use
- Licensed for commercial use
- Consent
- Recorded per session, on every episode
- Where it was filmed
- Operating businesses only. No private residences, no staged studios.
- Scope
- Whole corpus as one pack, or single-skill licensing on request
- Exclusivity
- Non-exclusive by default. Exclusive terms on request.
- Model training
- Permitted, including derived model weights
- Redistribution
- Not permitted. Licensed to the buyer, not for resale.
- Restricted subsets
- Some manufacturing-environment data is under NDA and is not published here
Indicative terms. The licence agreement governs.
Delivered before, on these terms
- 100%
- of the capture fleet in calibration
- 100%
- of episodes human QC-ed
- 70+
- operating businesses recorded in
- 82%
- of episodes rated medium or hard
Fleet figures describe the off-the-shelf corpus, the line with published numbers.
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