Four rig families and what each captures
A teleoperation rig is the equipment between the operator's body and the robot's joint targets. The documented rigs fall into four families: a headset that tracks head and hands and streams a stereo view back; leader arms that the operator moves while follower arms copy them; a wearable cockpit of exoskeleton arms, gloves and pedals; and full-body capture suits with instrumented gloves. The concept article on this site explains command rate, latency and retargeting; this one lists the parts. [1] [2] [3] [4]
How humanoid robot teleoperation works: rates, delays and retargeting
Headsets and web streaming: Open-TeleVision and Unitree's stack
Open-TeleVision, from UC San Diego and MIT, uses an Apple Vision Pro as the headset, streams the operator's head, wrist and hand poses to a web server built on Vuer, and returns a stereo image from a ZED Mini at 480 by 640 pixels per eye. The whole loop runs at 60 Hz. The robots were a Unitree H1 with Inspire hands, six actuated joints per hand, and a Fourier GR-1 with a one-joint gripper. Arm retargeting is closed-loop inverse kinematics on Pinocchio; hand retargeting uses dex-retargeting. The paper shows the same web interface on a Quest, a laptop and a phone, and reports an operator in Boston driving a robot in San Diego, without a latency figure. [1]
The repository adds the networking detail: an Ubuntu server on the same router as the headset, an HTTPS certificate from mkcert, port 8012, and ngrok for operation over the internet with Vision Pro or Quest 3. The README's example is a simulated robot. [5]
Unitree's official avp_teleoperate repository is the production version of the same idea. It lists the G1 in 29 and 23 joint configurations, the H1 with a four-joint arm, the H1_2 and H2 with seven-joint arms and the R1 with five or seven joints, plus the Dex1-1 gripper, Dex3-1 hand, Inspire hand and BrainCo hand. Headsets are Apple Vision Pro, PICO 4 Ultra Enterprise and Meta Quest 3 or 3S, in hand or controller input modes. The default control and recording frequency is 30 Hz. Vuer serves the operator view on port 8012 and a WebRTC image service on the robot's second computer serves video on port 60001. The hardware page requires the G1's developer computing unit and a Wi-Fi 6 router, recommends an x86-64 PC without stating a processor or GPU, and lists a 60 fps stereo camera with a 60 mm baseline or the built-in RealSense D435i. [6] [7]
Headset prices are official. Apple Vision Pro with the M5 chip starts at 3,499 US dollars. Meta listed the Quest 3S from 299.99 dollars and the 512 GB Quest 3 at 499.99 dollars in September 2024; a press report of April 2026 gives 599 dollars for the Quest 3 and 349 dollars for the 128 GB Quest 3S after Meta's increase of 19 April 2026, which Meta announced but whose figures could not be read on Meta's page. [8] [9] [10]
Leader-follower arms: ALOHA, ALOHA 2, Mobile ALOHA and GELLO
ALOHA, from Stanford, maps two WidowX leader arms joint by joint to two ViperX follower arms, with teleoperation and recording at 50 Hz and four Logitech C922x webcams at 480 by 640. The paper states that the whole system costs under 20,000 US dollars, with each ViperX around 5,600 dollars and the WidowX leader 3,300 dollars, and reports that cutting the rate from 50 Hz to 5 Hz lengthened teleoperation time by 62 percent. [2]
ALOHA 2 keeps the layout and changes the parts: a low-friction rail gripper on the leader that needs about ten times less force, 0.84 N against 14.68 N, a follower gripper force raised from 12.8 N to 27.9 N, passive gravity compensation in place of rubber bands, an aluminium extrusion frame and four RealSense D405 cameras at 848 by 480. It states no cost. Mobile ALOHA puts the arms on an AgileX Tracer base at 7,000 dollars with a 1.26 kWh battery and a laptop with an RTX 3070 Ti, for a stated 32,000 dollars including power and compute; the operator walks behind it and backdrives the wheels. [11] [12]
GELLO is the low end: a 3D-printed kinematic copy of the target arm fitted with Dynamixel XL-330 servos whose 12-bit encoders give 0.088 degrees of resolution, for a bill of materials under 300 dollars per device. The paper used UR5, xArm7 and Franka Panda; the software repository adds I2RT YAM, Franka FR3 and FER under an MIT licence. Neither states a control rate. [13] [14]
| Rig | Stated cost | Rate | Leader hardware | Follower hardware |
|---|---|---|---|---|
| ALOHA (2023) | Under 20,000 USD for the system | 50 Hz | 2 × WidowX, 3,300 USD each | 2 × ViperX 6-DoF, about 5,600 USD each |
| ALOHA 2 (2024) | Not stated | 50 Hz | Rail gripper, XC430-W150-T motors | Carbon-fibre nylon fingers, 27.9 N grip |
| Mobile ALOHA (2024) | 32,000 USD including base, power and compute | 50 Hz | ALOHA leaders on a tethered base | ALOHA followers on AgileX Tracer, 7,000 USD |
| GELLO (2023) | Under 300 USD per device | Not stated | 3D-printed arm, Dynamixel XL-330 | UR5, xArm7, Franka, YAM via repository |
Whole-body cockpits: HOMIE and TWIST
HOMIE, from Shanghai AI Laboratory and CUHK, drives a Unitree G1 with Dex3-1 hands from a seated cockpit: two seven-joint exoskeleton arms with Dynamixel XL330-M288-T servos, gloves that read up to 15 finger joints with Hall-effect sensors and magnets, and a three-pedal foot unit for walking commands. The paper's cost table lists the exoskeleton at 430 dollars, each glove at 30 and the pedals at 20, about 510 dollars in 3D-printed PLA. The locomotion policy runs at 50 Hz on a Jetson Orin, the cockpit samples the exoskeleton at 260 Hz and the gloves at 300 Hz, arm targets reach the G1 at 10 Hz and are interpolated, and the measured communication latency over Wi-Fi is 16 ms. The hardware files are released under CC BY-NC-SA 4.0 with commercial use forbidden. [3] [15]
TWIST, from Stanford, is the capture-suit alternative on the same robot: an OptiTrack system at 120 Hz feeds a retargeting step and a 50 Hz policy over a 1 kHz PD loop, with inference on an RTX 4090. The paper puts the total delay at about 0.9 s, roughly 0.7 s of target generation and 0.2 s of inference. It states no cost; optical capture volumes are quoted, not listed. [16]
Suits and gloves: specifications public, prices mostly not
| Product | Sensors | Rate | Latency | Price on the official page |
|---|---|---|---|---|
| Xsens Link | 17 inertial sensors plus one prop sensor | 240 Hz | 20 ms | By request |
| Xsens Awinda | 17 wireless sensors plus one prop sensor | 60 Hz output, 1,000 Hz internal | 30 ms | By request |
| Manus Metagloves Pro | 5 electromagnetic sensors, 6-DoF tracking per finger | 120 Hz | 30 ms wired, 50 ms wireless | By quote |
| SenseGlove Nova 2 | 4 flexion sensors, thumb abduction sensor, 4 brakes of up to 20 N, 2 vibrotactile actuators | Not stated | Not stated | 7,299 USD and 3,999 EUR excluding VAT, as listed |
The suit figures matter for one reason: a 240 Hz suit with 20 ms latency is faster than any of the robot-side loops above, so in a suit-driven rig the delay comes from retargeting and policy inference, as TWIST's 0.9 s shows, not from the capture hardware. [4] [17] [18] [19] [16]
Software: LeRobot, dex-retargeting, Vuer and WebRTC
Hugging Face's LeRobot is the common open-source layer for leader-follower data collection. Its README lists SO-100, LeKiwi, Koch, HopeJR, OMX, EarthRover, Reachy 2, OpenARM, Unitree G1 and reBot B601 as supported hardware, gamepads, keyboards and phones as teleoperators, and GELLO, SpaceMouse and Meta Quest as community plugins, under Apache-2.0. dex-retargeting, from the AnyTeleop authors, provides the vector, position and DexPilot optimisers that turn a tracked human hand into robot hand joint targets, under an MIT licence; both Open-TeleVision and Unitree's stack use it. [20] [21] [1] [6]
On the streaming side, both headset stacks serve the operator view with Vuer over HTTPS on port 8012; Unitree adds a WebRTC image service on port 60001. The Open-TeleVision paper itself does not mention WebRTC. [1] [5] [6]
Rates and latencies in one table
| Rig | Rate | Latency | Source |
|---|---|---|---|
| Open-TeleVision | 60 Hz loop | Not stated | arXiv 2407.01512 |
| Unitree avp_teleoperate | 30 Hz default | Not stated | Unitree README |
| ALOHA, ALOHA 2, Mobile ALOHA | 50 Hz | Not stated | arXiv 2304.13705, 2405.02292, 2401.02117 |
| HOMIE | 10 Hz policy loop; 263 Hz arm and 293 Hz hand output; 50 Hz locomotion | 16 ms communication | arXiv 2502.13013 |
| TWIST | 120 Hz capture, 50 Hz policy, 1 kHz PD | About 0.9 s total | arXiv 2505.02833 |
| Xsens Link / Awinda | 240 Hz / 60 Hz | 20 ms / 30 ms | Movella pages |
| Manus Metagloves Pro | 120 Hz | 30 ms wired, 50 ms wireless | Manus page |
What commercial humanoids say about teleoperation
1X's NEO page says the robot works autonomously by default, that an owner can schedule a 1X Expert to supervise it remotely at agreed times, and that the owner can pilot it through the mobile app and a VR device. The order page lists 20,000 dollars for early access or 499 dollars per month with a 200 dollar deposit and US deliveries from 2026. The headset model used by 1X operators is reported by the press, not stated by 1X. [22] [23]
Figure's Helix post of February 2025 says the model was trained on about 500 hours of teleoperated behaviours with its S1 controller at 200 Hz. The Helix 02 post of January 2026 states that the videos shown are fully autonomous and not teleoperated and cites over 1,000 hours of retargeted human motion data. Agility's FAQ says Digit runs autonomously in production and that teleoperation is used only during initial site setup to map a facility and for off-site development. [24] [25] [26]
For Tesla, only press reports exist: a 2024 job listing for operators wearing motion-capture suits and VR headsets at 25.25 to 48 dollars per hour, and a November 2025 report of helmet cameras, a backpack rig and a shift away from suits toward camera-only collection. No Tesla page states any of it, so these are recorded as press reports. [27] [28]
Sources and verification
- Open-TeleVision: Teleoperation with Immersive Active Visual Feedback ↗arXiv · Read 19 October 2026
v2 of 8 July 2024. Apple Vision Pro as the headset, Vuer web server, 60 Hz loop, Unitree H1 with Inspire hands and Fourier GR-1. No latency or cost figure.
- Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware (ALOHA) ↗arXiv · Read 19 October 2026
2023. Whole system under 20,000 US dollars; ViperX follower arms around 5,600 dollars each, WidowX leader 3,300 dollars; teleoperation and recording at 50 Hz.
- HOMIE: Humanoid Loco-Manipulation with Isomorphic Exoskeleton Cockpit ↗arXiv · Read 19 October 2026
February 2025. Exoskeleton arms, gloves and pedals; cost table of about 510 US dollars; rates and a 16 ms communication latency.
- Xsens Link specifications ↗Movella · Read 19 October 2026
Undated product page. 17 sensors plus one prop, 240 Hz, 20 ms latency. Price by request.
- OpenTeleVision/TeleVision repository ↗GitHub · Read 19 October 2026
Undated README. Self-signed certificate through mkcert, port 8012, ngrok for remote use with Vision Pro and Quest 3.
- unitreerobotics/avp_teleoperate repository ↗Unitree Robotics · Read 19 October 2026
Undated README. Supported robots and end effectors, XR devices, 30 Hz default frequency, Vuer on port 8012 and WebRTC image service on port 60001.
- avp_teleoperate Device.md ↗Unitree Robotics · Read 19 October 2026
Undated hardware list: developer computing unit on the G1, Wi-Fi 6 router, x86-64 PC recommended, camera options. No PC processor or GPU specification.
- Apple Vision Pro upgraded with the M5 chip and Dual Knit Band ↗Apple Newsroom · Read 19 October 2026
October 2025. Starts at 3,499 US dollars; refresh rate up to 120 Hz. No hand-tracking rate stated.
- Meta Quest 3S: our most affordable mixed reality headset ↗Meta · Read 19 October 2026
25 September 2024. Quest 3S from 299.99 US dollars; Quest 3 512 GB cut to 499.99 US dollars.
- Meta Quest price increases of April 2026 ↗9to5Google · Read 19 October 2026
Press report of 16 April 2026. Meta's own post confirms an increase from 19 April 2026 but its text could not be retrieved; figures here are press-reported.
- ALOHA 2: An Enhanced Low-Cost Hardware for Bimanual Teleoperation ↗arXiv · Read 19 October 2026
2024. Gripper force figures, RealSense D405 cameras, 50 Hz data. No cost stated.
- Mobile ALOHA: Learning Bimanual Mobile Manipulation with Low-Cost Whole-Body Teleoperation ↗arXiv · Read 19 October 2026
January 2024. System cost 32,000 US dollars including power and compute; AgileX Tracer base at 7,000 dollars; 1.26 kWh battery.
- GELLO: A General, Low-Cost, and Intuitive Teleoperation Framework for Robot Manipulators ↗arXiv · Read 19 October 2026
2023. Bill of materials under 300 US dollars per device; Dynamixel XL-330 servos; no control rate stated.
- wuphilipp/gello_software repository ↗GitHub · Read 19 October 2026
Undated README. Supported arms and MIT licence.
- OpenRobotLab/OpenHomie repository ↗GitHub · Read 19 October 2026
Undated. HomieRL, HomieHardware and HomieDeploy; CC BY-NC-SA 4.0 with commercial use forbidden.
- TWIST: Teleoperated Whole-Body Imitation System ↗arXiv · Read 19 October 2026
5 May 2025. OptiTrack capture at 120 Hz, 50 Hz policy, 1 kHz PD loop, total delay of about 0.9 s from video. No cost stated.
- Awinda characteristics ↗Movella / Xsens · Read 19 October 2026
Undated documentation. 60 Hz output, 1,000 Hz internal, 30 ms latency.
- Manus Metagloves Pro specifications ↗Manus · Read 19 October 2026
Undated product page. 120 Hz, 30 ms wired and 50 ms wireless latency. Price by quote.
- SenseGlove Nova 2 ↗SenseGlove · Read 19 October 2026
Undated product page. Four brakes of up to 20 N each; page lists 7,299 US dollars and 3,999 euros excluding VAT, two figures that do not agree at current exchange rates.
- huggingface/lerobot repository ↗Hugging Face · Read 19 October 2026
Undated README. Apache-2.0. Supported hardware list including SO-100, Koch, Unitree G1, gamepads, keyboards and phones; community plugins for GELLO, SpaceMouse and Meta Quest.
- dexsuite/dex-retargeting repository ↗GitHub · Read 19 October 2026
Undated README. Optimisers that map human hand motion to robot hands; MIT licence; originates from AnyTeleop.
- 1X NEO product page ↗1X Technologies · Read 19 October 2026
Undated. States that NEO works autonomously by default, that a 1X Expert can remotely supervise at scheduled times, and that the owner can pilot it through the app and a VR device.
- 1X NEO order page ↗1X Technologies · Read 19 October 2026
Undated. 20,000 US dollars early access or 499 dollars per month; 200 dollar deposit; US deliveries from 2026.
- Helix: a vision-language-action model for generalist humanoid control ↗Figure AI · Read 19 October 2026
20 February 2025. About 500 hours of teleoperated behaviours; S1 control at 200 Hz.
- Helix 02 ↗Figure AI · Read 19 October 2026
27 January 2026. States that the videos shown are fully autonomous and not teleoperated; S0 at 1 kHz, S1 at 200 Hz; over 1,000 hours of retargeted human motion data.
- Agility Robotics FAQ ↗Agility Robotics · Read 19 October 2026
Undated. Teleoperation used only during initial site setup to map a facility and for off-site development.
- Tesla is hiring workers to wear motion-capture suits to train Optimus ↗Fortune · Read 19 October 2026
19 August 2024. Press report on a job listing: motion-capture suits, VR headsets, 25.25 to 48 dollars per hour.
- Inside Tesla's Optimus training lab ↗Business Insider via AOL · Read 19 October 2026
2 November 2025. Press report: helmet cameras and a backpack; a stated shift away from motion-capture suits toward camera-only collection.
Evidence limits
- Xsens Link, Xsens Awinda and Manus Metagloves Pro prices are not public. No estimate is given.
- Open-TeleVision reports no end-to-end latency and no cost. Unitree's repository gives no latency and no PC processor or GPU requirement.
- ALOHA 2 states no cost. GELLO states no control rate.
- Meta Quest prices after 19 April 2026 are press-reported; Meta's own post could not be read.
- The SenseGlove page lists a dollar and a euro price that do not match; both are quoted as listed.
- Tesla's suits, helmet cameras and operator pay are press reports. No Tesla page states them. The Quest 3 headset for 1X operators is also press-reported.
Article history
Added a component-level article after repeated searches for teleoperation hardware and software reached the concept article. Papers, repositories and product pages checked on 19 October 2026.
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