HandUMI.

Collect robot training data without the robot. Record demonstrations with your own hands, anywhere; each episode retargets to multiple robot platforms. No leader arm, no robot in the loop. And when you do want one, the same hardware teleoperates it directly.

$749bimanual pair · assembled & calibrated
[ Buy now → ]
01

Pick your gripper tip

The body, camera, servo, and tracking mount are the same on every unit. Only the detachable fingertips change to match your robot, so demonstrations line up with the gripper you deploy on.

Choose the tip that matches your arm and the pair ships fitted with it. The same pair follows you across embodiments: swap the tip and it captures for a different arm, no second unit to buy.

Gripper tip

Ships fitted with AgileX PiPER fingertips.

HandUMI unit fitted with AgileX PiPER fingertips
02

Collect data anywhere

HandUMI mounts on your hand and records everything a policy needs: SE(3) wrist pose from a VR headset, no offline SLAM step; true gripper width from a servo encoder, not estimated from images; and wrist-view fisheye video.

It is modular: only the detachable fingertip changes from one robot to the next, so a new parallel-jaw gripper is one printed part away.

Around 8× cheaper than a bimanual leader-follower rig, and with no robot to haul you collect where the task happens: kitchen, warehouse, field.

Operator wearing the bimanual HandUMI setup: two hand-worn units and a head-mounted camera
03

A better way to teleoperate

The same units double as a teleoperation interface: your hands drive AgileX PiPER or OpenArm directly, with no leader arms to buy per operator. Natural pinch control makes precision work tractable, like plugging USB-C into a keyboard, notoriously hard with leader-follower puppeteering.

Episode control is hands-free: say “start recording”, recognized offline, and work with both hands busy.

[ Read the write-up → ]
Operator teleoperating two robot arms with a HandUMI unit in each hand
04

What you get

Two assembled and calibrated units, ready to record out of the box: fisheye camera, servo gripper, swappable fingertips, power supply, and USB-C cabling.

Works with your VR headset of choice: Meta Quest 3 or PICO 4 Ultra.

Diagram: HandUMI units collect demonstrations by hand; robot arms are used only for deployment
05

Open-source software

The full stack ships free and open source. With the units and that software you can:

  • Record robot-free demonstrations and run them through the full pipeline: replay, automated validation, and curation, so only clean episodes reach your dataset
  • Retarget the same captures to AgileX PiPER, OpenArm, TRLC-DK1, I2RT YAM, MakerMods Metal Arm, and other bimanual arms with parallel-jaw grippers, and export LeRobot-compatible datasets
  • Teleoperate AgileX PiPER and OpenArm directly, with hands-free voice control that works offline
One robot-free capture, replayed on AgileX PiPER, OpenArm, TRLC-DK1, and I2RT YAM.
$749bimanual pair · assembled & calibrated
[ Buy now → ]

Prices in USD. Flat $30 shipping per order, delivery in 7 to 15 business days; import duties not included. Questions? Write to us.