Observed arrival · 2026-11-12
Hand Line Data turns skilled work into robot-training footage
A recruiting and scheduling service that arranges for skilled workers to record real tasks for physical-AI and robotics teams.
- For
- Physical-AI teams needing footage of skilled real-world tasks
- Worth noticing
- Workers record complete tasks with head- or chest-mounted cameras, including mistakes and corrections.
Field notes
The workflow begins with the buyer’s task list, camera position, video quality, frame rate, hours, and labeling requirements; Hand Line says it recruits and vets workers, runs a short sample for approval, then revises later batches from feedback. Sessions use approved sites and written consent, with video-only capture by default; audio requires project need and written agreement from everyone in range. The page says workers record complete tasks, including errors and corrections, and excludes patients, minors, customers’ homes, and public areas.
Observed signals
Read the marks
Editorial observations of this landing page, not a rating.
One card from the complete issue