ROBOTICS FIELD NOTESENGLISH EDITION / 19 October 2026
Articles / 2026

Humanoid Teleoperation Hardware and Software: What the Rigs Contain and Cost

The headsets, leader arms, exoskeleton cockpits, capture suits and gloves used to teleoperate humanoids and arms, with the costs, rates and latencies their papers and product pages actually state, and the software that connects them.

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]

Leader-follower rigs with the cost and rate figures their papers state. A blank means the paper does not say.
RigStated costRateLeader hardwareFollower hardware
ALOHA (2023)Under 20,000 USD for the system50 Hz2 × WidowX, 3,300 USD each2 × ViperX 6-DoF, about 5,600 USD each
ALOHA 2 (2024)Not stated50 HzRail gripper, XC430-W150-T motorsCarbon-fibre nylon fingers, 27.9 N grip
Mobile ALOHA (2024)32,000 USD including base, power and compute50 HzALOHA leaders on a tethered baseALOHA followers on AgileX Tracer, 7,000 USD
GELLO (2023)Under 300 USD per deviceNot stated3D-printed arm, Dynamixel XL-330UR5, 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

Capture suits and gloves as described on their official pages. Where the page says request pricing, no figure is given here.
ProductSensorsRateLatencyPrice on the official page
Xsens Link17 inertial sensors plus one prop sensor240 Hz20 msBy request
Xsens Awinda17 wireless sensors plus one prop sensor60 Hz output, 1,000 Hz internal30 msBy request
Manus Metagloves Pro5 electromagnetic sensors, 6-DoF tracking per finger120 Hz30 ms wired, 50 ms wirelessBy quote
SenseGlove Nova 24 flexion sensors, thumb abduction sensor, 4 brakes of up to 20 N, 2 vibrotactile actuatorsNot statedNot stated7,299 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

Rates and latencies as stated by each source. Not stated means the paper or page gives no value.
RigRateLatencySource
Open-TeleVision60 Hz loopNot statedarXiv 2407.01512
Unitree avp_teleoperate30 Hz defaultNot statedUnitree README
ALOHA, ALOHA 2, Mobile ALOHA50 HzNot statedarXiv 2304.13705, 2405.02292, 2401.02117
HOMIE10 Hz policy loop; 263 Hz arm and 293 Hz hand output; 50 Hz locomotion16 ms communicationarXiv 2502.13013
TWIST120 Hz capture, 50 Hz policy, 1 kHz PDAbout 0.9 s totalarXiv 2505.02833
Xsens Link / Awinda240 Hz / 60 Hz20 ms / 30 msMovella pages
Manus Metagloves Pro120 Hz30 ms wired, 50 ms wirelessManus 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

  1. 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.

  2. 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.

  3. 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.

  4. 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.

  5. 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.

  6. 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.

  7. 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.

  8. 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.

  9. 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.

  10. 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.

  11. 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.

  12. 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.

  13. wuphilipp/gello_software repository ↗GitHub · Read 19 October 2026

    Undated README. Supported arms and MIT licence.

  14. OpenRobotLab/OpenHomie repository ↗GitHub · Read 19 October 2026

    Undated. HomieRL, HomieHardware and HomieDeploy; CC BY-NC-SA 4.0 with commercial use forbidden.

  15. 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.

  16. Awinda characteristics ↗Movella / Xsens · Read 19 October 2026

    Undated documentation. 60 Hz output, 1,000 Hz internal, 30 ms latency.

  17. 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.

  18. 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.

  19. 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.

  20. 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.

  21. 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.

  22. 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.

  23. 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.

  24. 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.

  25. 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.

  26. 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.

  27. 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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