Series
Wholebodyvla Data Wbc
The "Wholebodyvla Data Wbc" series has 7 parts — read them in order from part 1.
Whole-body VLA
Mapping the WholeBodyVLA Pipeline
A beginner map of the WholeBodyVLA stack: VLM, two LAMs, 10 Hz decoder, and 50 Hz LMO control.

Ego Videos for Locomotion LAMs
Design a low-cost egocentric video protocol for WholeBodyVLA-style locomotion LAM pretraining.

Retarget AMASS and GMR to Robots
Trace two real retargeting paths: H2O/OmniH2O with AMASS SMPL+H and GMR with SMPL-X, BVH, FBX, and PICO.

Whole-Body Teleop with TWIST/HOMIE
Compare TWIST and HOMIE to design a whole-body teleop data station for Unitree G1.

Training Trackers and LMO RL
From H2O, OmniH2O, and TWIST to LMO RL: reproducible controller training for WholeBodyVLA.
Sim-to-Real Before Unitree G1
A practical sim-to-real checklist for Unitree G1: motion files, JIT checkpoints, Redis, MuJoCo, and network setup.

Evaluating Whole-Body VLAs
Turn WholeBodyVLA's evaluation table into practical subgoal scorecards, ablations, and failure logs for humanoid testing.