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Unitree G1 - Whole‑body VLA

Final result
01

VR teleoperation

Weeks 1–4
Upper-body teleoperation in simulation
Upper-body teleoperation on the real G1
02

Whole-body controller

Weeks 5–8

A · IK + RL

Dropped

IK arms + RL legs

Robot damaged during teleoperation

Loses balance, damaged the robot

B · SONIC

Chosen

One whole-body policy

Natural and stable

A · IK + RL
B · SONIC
Hand accuracy
High
Medium
Natural motion
Low
High
Balance
Weak
Better
Safe for data collection
No
Yes
03

Data collection

Weeks 9–11
→

Takeaways

IK + RL→SONIC

One whole-body policy beats two stitched controllers

damagehot ankle

Hardware is the bottleneck, not software

VR demos→Psi0 VLA

Teleop demos train a policy that works on its own