Gantry
Gantry · dataset evaluation · 16 September 2026

Two of the whole body control dimensions in Lightwheel-Tasks-G1-WBC never change in any frame read

LightwheelAI/Lightwheel-Tasks-G1-WBC, measured from the public release on 16 September 2026.

two action dimensions that never change

What is in the release

Every row is read out of the release. Nothing here is estimated and nothing is rounded up.

episodes declared in the release1,600
episodes read692
frames read1,474,930
data files read4 of 9, sampled
dimensions in the action space23
dimensions constant across every frame read2
the two dimensionsbase_height_cmd and torso_orientation_roll_cmd
range of base_height_cmd over all frames read0.0
range of torso_orientation_roll_cmd over all frames read0.0
episodes in which base_height_cmd is constant692 of 692
declared frame rate50

The other twenty one dimensions all vary. torso_orientation_pitch and torso_orientation_yaw both move, so it is the roll axis specifically, alongside base height.

Why this matters

Base height and torso roll are the two degrees of freedom that distinguish whole body control from a fixed base arm, and they are the reason to publish a whole body control release at all. A policy trained here sees a constant for both, so it learns to hold them still, and the release teaches nothing about the part of the robot it is named for.

How to check this without taking our word for it

Read any data file and take the range of the base_height_cmd column across all rows. No credentials.

What a full grading adds

This page is what the release tells you on its own. A full grading removes the part that scores worst, retrains on what is left, and reports whether the smaller corpus scores higher, with rollout counts and intervals. The one result measured on physical hardware is Stera-10M, two arms on a four arm SO-ARM101 bench, 21.9% against 36.9% task success across 1,270 rollouts. The Stera-10M report.