Series
Humanoid Data Ownership 2026
The "Humanoid Data Ownership 2026" series has 6 parts — read them in order from part 1.
HumanoidHumanoid Data Map 2026
A beginner-friendly map of humanoid data: raw files, LeRobot, Isaac Lab, Humanoid Everyday, and who controls value at each layer.

VR Teleop: PICO/ZED to HDF5
A practical EgoHumanoid walkthrough: PICO/ZED capture, raw HDF5/SVO2, five processing stages, and consent/licensing audit points.

Aligning Human View to Robot View
How EgoHumanoid uses depth warping and inpainting to turn egocentric human video into robot-compatible observations.

Synthetic Data with Isaac Mimic
Trace the Isaac Lab Mimic GR-1 nut-pouring pipeline and separate ownership of seed demos, generated HDF5 rollouts, and normalization params.

Human Video: Phantom and pi0.5
Compare Phantom and pi0.5 to decide when human videos become training data, derived robot data, or benchmark evidence.

VLA Stack: Data to Deployment
Close the series with the VLA lifecycle from LeRobot datasets and norm stats to pi0.5 checkpoints, policy serving, and robot actions.