Galaxea R1 Lite teleoperation: a household data rig, its open dataset and the operators it needs

The Galaxea R1 Lite is a wheeled bimanual robot from Beijing-based Galaxea Dynamics: two 6-DoF arms on a 3-DoF torso, a 360° omnidirectional base, and a vertical workspace from the floor to 1.7 m. It is not a consumer product. It is a research and data-collection platform, and the reason it belongs among home robots is what Galaxea did with it: more than 500 hours of teleoperated household, kitchen, retail and office tasks, released as an open dataset in LeRobot format. If you are building a home-robot policy, the R1 Lite is one of the few platforms where the hardware, the teleop rig and a large reference dataset all come from the same maker.

Can you buy an R1 Lite?

Not off the shelf. Galaxea's R1 Lite product page shows a price of $39,999 and, in the same place, "This product is not currently available for direct purchase from Galaxea Dynamics." Business and education buyers enquire through product@galaxea-dynamics.com or the contact page, and the price for a given configuration is set in that conversation. The base package includes the robot, both A1X arms and G1 grippers, two wrist cameras, an RC transmitter, a dual-button remote, a single-button emergency stop, a calibration board and a charger. Galaxea lists the dexterous hand, the VR teleoperation device and the R1 Lite-T teleoperation device as not included.

US buyers have one more thing to check. On July 28, 2026 the FCC added foreign-produced advanced robotic devices, except those granted a Department of War Conditional Approval, to its Covered List, and covered equipment cannot receive new FCC equipment authorizations (FCC public notice DA 26-786). The notice defines the category by reference to an attached determination, and we have not seen the FCC or Galaxea say how it applies to the R1 Lite. Ask Galaxea about authorization status before ordering for a US lab.

How to drive it remotely

Remote or on site: latency on a whole-body robot

A leader-follower rig like the R1 Lite-T is normally used next to the robot, with the operator watching the scene directly or through the robot's cameras. Moving the operator to another city is possible, but the budget changes. Galaxea's open data runs at 15 fps, so each frame is about 67 ms. At that rate:

Whatever the distance, keep a local safety layer on the robot that clamps base and arm speed and stops on lost connection, and keep the emergency stop with a person on site. Our latency guide sets out budgets by task.

The Galaxea Open-World Dataset

The Galaxea Open-World Dataset is the main reason labs look at this robot. All of it was recorded on one embodiment, the R1 Lite. Per the G0 paper and the dataset card:

Starting from G0 instead of from scratch

The practical value of a same-embodiment dataset is that you do not have to collect everything yourself. Galaxea's three-stage recipe, cross-embodiment pre-training, then single-embodiment pre-training on R1 Lite data, then task-specific post-training, implies a plan for a new household task: start from a model trained on the open data, then collect a smaller, targeted set of demonstrations of your task, in your environment, with the same camera layout and action space. That targeted set is where operator quality matters most, because it is small and it decides the final behavior. Check the non-commercial license on both the dataset and any released weights before you build a product on them.

Recording your own R1 Lite data

Galaxea publishes GalaxeaLeRobotToolkit, an Apache-2.0 tool that converts rosbag and MCAP recordings to LeRobot datasets. It builds against ROS 2 Humble and includes a merge script for combining converted episodes. In practice that means recording raw sessions as bags on the robot and converting afterwards, which keeps the raw data intact if you later want RLDS or HDF5 instead. A few choices to fix before the first session:

Our data collection guide covers episode structure and quality checks in more depth.

What a good R1 Lite operator does

Collecting in real homes: privacy and logistics

Galaxea's dataset was recorded in real buildings, including residential spaces. Anyone doing the same with an R1 Lite takes on the privacy duties of a home robot company: written consent from the household, rooms that are off limits, a rule on faces and personal documents in frame, and a retention period for raw video. With no vendor operator service, those rules are yours to set and enforce, and they need to be in place before an operator connects.

Logistics matter as much. A 96 kg robot that is 1.28 m tall needs a clear route through the front door, an outlet for the charger, and someone on site who can reset scenes between episodes. Budget the visit length around battery and reset time, not just the number of episodes you want, and record a short empty-scene pass at the start of each visit so you can check camera calibration later.

R1 Lite, R1 Pro or another bimanual platform?

Galaxea's own step up is the R1 Pro, which it describes as a high-performance, highly extensible wheeled humanoid mobile manipulation platform with 7-DoF dual arms. The extra joint per arm helps with reaching around obstacles and human-like motion, at the cost of slightly harder leader-arm mapping. Outside Galaxea, the closest alternatives for home-task data are the AgileX Cobot Magic, a Mobile ALOHA-style rig with leader arms built in, and the PAL TIAGo Pro, with torque-sensing 7-DoF arms and an official teleoperation station. The R1 Lite's advantage is the large same-embodiment dataset you can start from.

How RoboPilots staffs an R1 Lite program

The robot stays in your lab or your test homes. We agree the input device with you, whether Galaxea's teleoperation device, leader arms or VR, and train a dedicated group of operators on your unit and task protocol before they record anything. See our home and hospitality page for how this fits home-robot programs.