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Manipulation · Window

excludedkeephumanoidbench_manip——@williamzhangNU

Excluded from the benchmark

not among the hardest (robot_coding_bench 2026-10-04): the best run reached 95% of the bar

Greyed and last in the task list, left out of the benchmark's numbers; its demo and agent runs stay (excluded: in state/tasks/humanoidbench.yml).

Agent runs

Each mode of this task runs once per run. Est. cost is tokens at list price (data/prices.yml), never a bill; see the HumanoidBench runs for every task of a run.

Codex CLI 0.157–0.159 + GPT-6 Luna, reasoning medium (OpenRouter)default run

TrialStartedAgent timeModel requestsTokens in / outEst. costGrade
U✗ 58m09-28 18:2458m—32.6M / 228k$0.494deterministic 1, grader_error 0, n_actions 849, video_rendered 1
L✗ 1h 00m10-01 15:281h 00m—32.9M / 133k$0.414deterministic 1, grader_error 0, live_success 0, missing_log 0, n_actions 100, replay_success 0, video_rendered 1
3 other run(s) of HumanoidBench

Codex CLI 0.159.2 + GPT-6.1 Sol, reasoning medium (OpenRouter)

TrialStartedAgent timeModel requestsTokens in / outEst. costBilledGrade
U✗ 59m10-01 04:4859m12114.1M / 112k$2.95$3.06deterministic 1, grader_error 0, n_actions 1000, video_rendered 1
L✗ 51m10-01 00:2851m12312.0M / 78k$2.32$2.41deterministic 1, grader_error 0, live_success 0, missing_log 0, n_actions 488, replay_success 0, video_rendered 1

Claude Code 2.1.283 + Claude Opus 5.5, reasoning medium (OpenRouter)

Not in this run: not in this run (the two dearer models ran five tasks, chosen to span locomotion and manipulation, easy to hard)

Codex CLI 0.157.0 + GPT-6 Sol, reasoning medium (OpenRouter)closed

Not in this run: not in this run (the two dearer models ran five tasks, chosen to span locomotion and manipulation, easy to hard)

Task instruction (upstream)

Grasp the wiping tool — it starts in the air just in front of the hands and falls within the first second unless it is held — and wipe the window with it, moving steadily up and down.

humanoidbench_manip scene
No oracle video published upstream — this is the scene it starts from.
What HumanoidBench states about this task
Success criteria 1. the summed per-step reward over one episode reaches 650, HumanoidBench's own success bar (a total of rewards, not a number of steps; an episode is at most 1000 control steps)
2. unlimited: both fresh-process replays of the handed-in trajectory reach it and end in the same state
3. limited: the run passes the moment a live episode reaches it (the recorded episode replays to the same state); otherwise the last episode is graded
Env Id h1hand-window-v0
Robot Unitree H1 with two Shadow hands (61 actuators)
Category Manipulation
Capability Class C6 · standing bimanual manipulation
Role scored
Scoring A large share of each step is paid only while the tool is in contact with the glass — while it is not, that share is zero, so the bar cannot be reached without contact. The rest pays for moving the tool vertically at a target speed on the order of half a metre per second, for keeping both hands near the tool, and for standing with the head about 40 cm from where it started.
Ends Early The episode ends immediately if the pelvis drops or the tool falls, i.e. if it is dropped.
Zero Action Return 1.56
Action Dim 61
Control Rate Hz 50
Limited Mode head cameras (RGB 256×256), joint angles and velocities; a pelvis IMU and a camera fixed in the room when the run turns them on. Not where the robot is in the room, not the tool's pose, not the reward
Agent Budget 3600 s of wall clock per mode

From https://github.com/carlosferrazza/humanoid-bench @ cb11890, as defined in our task definitions @ 7d6a7a44.

Tags

Why this task is interesting

Hold a wiper against the glass and move it up and down at about half a metre per second while standing, without letting the tool slip out of the hand.

Capability notes

Not yet written.

Oracle demo review

No demo.

Discussion

Close in unlimited mode, 32 short of the bar: the wiper stays on the glass for 866 steps but moves at about half the asked speed. (@williamzhangNU)