First-person human work, labeled in full 3D context, delivered training-ready.
For humanoid, mobile-manipulation & VLA teams
A VLA needs context: where, what, why, and what happens when it fails.
6-DoF head pose + 3D hand pose (21 keypoints), grounded with IMU.
Object tracking + contact events.
Step, goal, and full-sequence labels.
Slips, corrections, and retries kept in, not deleted.
When a grip slips, a part drops, or a step gets redone, we keep it in the footage and label it, so your policy learns to recover, not just to succeed.
▶Consent-first sourcing, fair pay, PII redaction, and full chain-of-custody.
▶30K+ operators across 100+ tasks, 80+ environments, and 10+ domains, not the same lab loop repeated.
We'll go capture it.