Recordings of hands-on work

New recordings of skilled hands-on work, such as repairs, assembly, food preparation or warehouse handling, captured with partner businesses and the people doing the work. Labs use them for robotics and embodied AI, where real demonstrations of physical tasks are scarce.

Last updated October 3, 2026

What a record contains

One recording: video of a task from start to finish, with the task label, setting and tools used.

FieldWhat it holds
clip_id, task_labelWhat is being done
settingShop, kitchen, warehouse or site
cameraHead-mounted or fixed
tools[]Tools and equipment used
duration_sLength of the recording
Illustrative record. The values are made up to show the shape of the data.
{
  "clip_id": "HW-2210",
  "task_label": "replace_condenser_fan_motor",
  "setting": "rooftop",
  "camera": "head_mounted",
  "tools": ["multimeter", "nut driver", "replacement motor"],
  "duration_s": 1260
}

How AI labs use it

Learning from demonstration
Real demonstrations for imitation learning and video pretraining.
Task understanding
Long, real tasks recorded from start to finish.
Evaluation
Held-out tasks in real settings.

Typical preparation requirements

Agreed with the supplier before any work begins. Typical requirements include:

  • Written consent from everyone recorded
  • Bystanders, customers and screens kept out of frame or blurred
  • Site and company identifiers removed where requested

Every dataset has a documented owner and confirmed licensing rights. See data governance on sourcex.si.

What makes a strong package

  • Skilled workers doing their real jobs
  • A consistent camera setup
  • Tasks recorded from start to finish

Typical recording partners

  • Repair and trades businesses
  • Manufacturers
  • Commercial kitchens
  • Warehouses

Questions

Is this existing footage?

This listing is for new recordings, coordinated with partner businesses for your project. Existing footage a company owns, such as training videos, can also be requested.

Need this data for a model?

Describe what you need: domain, volume, history, format and licensing terms. SourceX looks for companies that hold it and can license it.