Meta Neural Band
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| Meta Neural Band | |
|---|---|
| Basic Info | |
| VR/AR | Virtual Reality, Augmented Reality, Mixed Reality |
| Type | Input Device |
| Subtype | Electromyography Wristband, Gesture Tracker, Neural Interface |
| Platform | Meta Ray-Ban Display, Meta Orion |
| Creator | Thomas Reardon, Patrick Kaifosh |
| Developer | Meta Platforms, Reality Labs, CTRL Labs |
| Manufacturer | Meta Platforms |
| Announcement Date | September 17, 2025 |
| Release Date | September 30, 2025 |
| Price | $799 USD in the US; £749 (UK) and CA$1,149 (Canada) from September 23, 2026; €899 (France, Italy, Germany) from October 13, 2026 (all bundled with Meta Ray-Ban Display glasses); replacement band alone US$199 (US) or £179 (UK), including charger |
| Website | https://www.meta.com/emerging-tech/emg-wearable-technology/ |
| AI Wiki | Meta Neural Band |
| Versions | Consumer version (2025) |
| Requires | Meta Ray-Ban Display, compatible smartphone, Meta AI |
| Predecessor | CTRL Labs research prototypes |
| System | |
| Operating System | Works with iOS, Android |
| Storage | |
| SD Card Slot | No |
| Display | |
| Display | N/A |
| Precision | High-precision finger tracking via sEMG |
| Tracking | |
| Tracking | Electromyography (EMG) muscle signal tracking |
| Base Stations | Not required |
| Eye Tracking | No |
| Face Tracking | No |
| Hand Tracking | Yes (via muscle signals) |
| Body Tracking | Wrist/hand only |
| Rotational Tracking | Yes (wrist rotation) |
| Positional Tracking | Limited (hand position inference) |
| Latency | Response times measured in milliseconds (Meta) |
| Audio | |
| Microphone | No |
| 3.5mm Audio Jack | No |
| Camera | No |
| Connectivity | |
| Connectivity | Bluetooth |
| Ports | Proprietary magnetic charging port |
| WiFi | No |
| Bluetooth | Yes |
| Power | Rechargeable battery |
| Battery Life | Up to 18 hours |
| Device | |
| Weight | 42 g (Tom's Guide) |
| Material | Vectran (fiber also used in NASA Mars landing airbags) |
| Haptics | Yes (haptic feedback for gesture recognition) |
| Color | Black, Sand |
| Sensors | sEMG sensors |
| Input | Gesture-based input via muscle signals |
| Compliance | IPX7 water resistance |
| Size | Three sizes available (Size 1, 2, 3) |
The Meta Neural Band is a wrist-worn electromyography (EMG) input device developed by Meta Platforms through its Reality Labs division. The device uses surface electromyography (sEMG) technology to detect electrical signals from muscle activity in the user's wrist and forearm, translating subtle finger movements and hand gestures into digital commands for controlling augmented reality (AR) and virtual reality (VR) devices.[1]
Announced by Meta CEO Mark Zuckerberg at Meta Connect 2025 on September 17, 2025, and released on September 30, 2025, the Meta Neural Band grew out of the wrist-based EMG research Meta continued after acquiring CTRL Labs in 2019; Meta describes it as the product of years of surface EMG research.[2][3] The band comes with every pair of Meta Ray-Ban Display AI glasses, priced from $799 USD for the combined package in the United States.[2] Meta's store also sells a replacement band without glasses, with its charger, for US$199 in the United States and £179 in the United Kingdom.[4][5] At Meta Connect 2026 on September 23, 2026, Meta opened online ordering for the bundle and began selling it in the UK and Canada, with pre-orders in France, Italy and Germany ahead of availability on October 13, 2026; sales in those three countries began on that date.[6][7][8]
Overview
The Meta Neural Band is positioned as a neural interface accessory for augmented reality eyewear, providing low-friction, wrist-based control via sEMG. Meta describes the band as translating "signals created by your muscles (like subtle finger movements) into commands," allowing users to scroll, click, and perform other interactions with minimal motion.[2] The device enables discreet interaction without touching the glasses, using voice input, or requiring hands to be visible to cameras.[1][2]
History and Development
CTRL Labs Acquisition
The foundation for the Meta Neural Band traces back to September 2019, when Facebook (later renamed Meta) acquired CTRL Labs, a New York-based startup;[9] Facebook did not disclose the price, which Bloomberg reported at between $500 million and $1 billion.[10][3] CTRL-labs, co-founded in 2015, made a wristband that turned the electrical signals sent from the brain to the hand into computer input; after the deal it became part of Facebook Reality Labs.[10][3]
Thomas Reardon, the co-founder and CEO of CTRL Labs, who had led development of the Internet Explorer browser, joined Facebook with the acquisition.[10][3] According to Lux Capital, he then served as VP and Head of Neuromotor Interfaces and Input and Interactions for Reality Labs at Meta.[11] MIXED, citing The Information, reported in April 2024 that he would leave Meta that May and remain an adviser,[12] and Lux Capital announced him as a venture partner in December 2024.[11] The New York Times still described him in July 2025 as the Meta vice president of research leading the project.[13]
Research and Development Timeline
Facebook Reality Labs first described its wrist-based EMG research publicly in March 2021, saying the signals at the wrist were clear enough for EMG to understand "finger motion of just a millimeter".[14] Meta says the Meta Neural Band is the product of years of sEMG research with nearly 200,000 research participants, which lets it work "right out of the box for nearly anyone".[2] The 2025 Nature paper describes generic models that work for new users without person-specific training or calibration, trained on data from thousands of consenting participants (between 162 and 6,627 depending on the task).[15]
On July 23, 2025, Meta researchers published peer-reviewed, open-access research in the scientific journal Nature, titled "A generic non-invasive neuromotor interface for human-computer interaction."[16][15] The paper describes a non-invasive neuromotor interface whose generic models work out of the box; in closed-loop tests, the median performance was 20.9 words per minute for handwriting and 0.88 gesture detections per second in a discrete-gesture task.[16]
Product Evolution
The neural wristband was first demonstrated publicly as a prototype paired with Meta's Orion AR glasses at Meta Connect 2024 in September 2024, where Meta said it let users "swipe, click, and scroll while keeping your arm resting comfortably by your side".[17] UploadVR described this wristband, codenamed "Ceres", as a seemingly productized version of Meta's research hardware.[18]
Mark Zuckerberg said in February 2024 that Meta was "kind of close to having something here that we're going to have in a product in the next few years"; the band went on sale in September 2025.[19][2]
Development Team
The two named authors of the 2025 Nature paper are Patrick Kaifosh and Thomas Reardon, credited as equal contributors; the paper credits the rest of the team under the collective author name "CTRL-labs at Reality Labs".[16] The members of that group are listed at the end of the paper.[15]
Technology
Electromyography (sEMG)
The Meta Neural Band employs surface electromyography (sEMG), which gathers electrical signals from muscles in the forearm; these signals come from alpha motor neurons in the spinal cord that connect to individual muscle fibers, and they are strong enough to be read from outside the skin.[13] Unlike hand tracking methods that rely on camera-based computer vision, EMG does not need the hands to be within a camera's field of view and works in low light.[1]
The research wristband described in the 2025 Nature paper (sEMG-RD) has 48 dry electrode pins configured into 16 bipolar channels around the wrist, samples at 2 kHz and streams its data over Bluetooth.[15] According to MIXED, an unofficial open-source tool called RawMeta, built for the Triton Neurotech student club at UC San Diego, turns the consumer band into an eight-channel, 2,048 Hz EMG recorder on a Mac.[20] This approach offers several advantages over optical tracking:
- Zero occlusion issues: Functions regardless of hand visibility; UploadVR reported that it works even in complete darkness[21]
- Low latency: Meta says EMG response times are measured in milliseconds, and Reardon told The New York Times that the band can see the electrical signal before the finger moves[1][13]
- Subtle input: Allows control with minimal movement, with the hand at the user's side, resting on the leg, or in a pocket[21]
- High precision: Facebook Reality Labs said in 2021 that EMG at the wrist can understand finger motion of just a millimeter[14]
Machine Learning and Generalization
Meta says the band works "right out of the box for nearly anyone", without individual calibration or training.[2][15] Meta says its sEMG research involved nearly 200,000 research participants, and the Nature paper describes deep learning models, including neural networks, trained on data from thousands of people to find signal patterns shared across individuals.[2][15]
The system's machine learning models process EMG signals locally on-device; Meta says EMG wristbands are "designed with user privacy in mind" and that only events such as a "click" are sent from the wristband to the glasses.[1][22] In the Nature study, personalizing the handwriting model with a user's own data improved its decoding performance by 16%.[16]
Design and Hardware
Physical Construction
The Meta Neural Band features a lightweight, flexible wristband design made from Vectran, a high-performance synthetic fiber that Meta describes as "the same material used on the crash pads of the Mars Rover to ensure a smooth landing".[2] NASA used Vectran fabric for the airbags that cushioned the landings of the Mars Pathfinder lander in 1997 and of the Mars Exploration Rovers in 2004.[23][24] Meta describes the material as "strong as steel when pulled, yet soft enough to bend easily" and says it built the band to be durable, lightweight and comfortable for all-day wear.[2]
The device is available in three sizes to accommodate different wrist dimensions.[2] Fit affects how well gestures are detected, and at launch buyers had to book an in-person fitting at a participating US retailer, where staff measured the wrist to choose one of the three band sizes.[25] Meta's help pages say to wear the band on the hand used for writing, just past the wrist bone with the compute module on top of the wrist, snug but comfortable with the clasp closed, and to check fit and size first if gestures are not working.[26] The band has a power button and a status LED; holding the button for two seconds turns it on, and it switches off after an hour without detected motion.[26] The wristband is offered in two colors: Black and Sand, matching the available color options for Meta Ray-Ban Display glasses.[2] When it introduced online ordering in September 2026, Meta added a digital sizing tool;[7] its help pages direct online buyers to complete a virtual demo with this tool to get the correct Neural Band size.[27]
Specifications
| Feature | Specification |
|---|---|
| Battery Life | Up to 18 hours (Meta figure)[2] |
| Battery Type | Rechargeable lithium-ion[28] |
| Water Resistance | IPX7 rating[2] |
| Charging | Proprietary charging cable (Meta Neural Band Charger, supplied with the band and sold separately for US$39)[29][30] |
| Connectivity | Bluetooth[31] |
| Haptic Feedback | Yes (confirms that a gesture was recognized)[1][21] |
| Sensors | sEMG sensors[2] |
| Weight | 42 g (Tom's Guide)[32] |
| Sizes Available | 3[2] |
| Latency | Response times measured in milliseconds (Meta)[1] |
| Operating Temperature | -10 to 45 °C (14 to 113 °F)[28] |
| Materials | Vectran[2] |
| Colors | Black, Sand[2] |
Gestures and Input Methods
Current Gesture Set
UploadVR's launch hands-on described four primary gestures, and Meta's help documentation lists further gestures for Meta AI, the app switcher and scrolling:[21][26]
| Gesture | Function | Description |
|---|---|---|
| Thumb-to-Index Pinch | Click/Select | Primary selection gesture for activating buttons, links, viewing messages, and selecting photos/videos[21][2] |
| Thumb-to-Middle Pinch | Back/Menu | Single tap goes back or returns to the system menu; double tap wakes or sleeps the display[21][26] |
| Thumb Swipe | Scroll/Navigation | Swiping the thumb across the side of the index finger makes up, down, left and right selections; Meta describes side-to-side swipes for stepping through instructions and navigating music[33][2] |
| Pinch-and-Twist | Volume/Zoom | Holding the thumb and index finger together while rotating the wrist adjusts volume or camera zoom; Tom's Guide also used it to change display brightness[21][26][30] |
| Thumb Double Tap on Index Finger | Meta AI | Double-tapping the thumb on the side of the index finger activates or exits Meta AI[26] |
| Thumb-to-Middle Hold | App Switcher | Holding the middle finger to the thumb opens or closes the app switcher[26] |
| Thumb-to-Index Hold and Arm Movement | Scroll | Holding the index finger to the thumb and moving the arm scrolls[26] |
All gestures can be performed with the hand at rest, at the user's side, in a pocket, or on the lap, without requiring the hand to be raised or visible to cameras.[33][21][26] The device provides haptic feedback to confirm that a gesture was performed.[1] A March 2026 software update for Meta Ray-Ban Display added two games controlled through the band, GOAT (a thumb-to-index tap makes the goat jump and swipes move it) and a version of 2048, alongside the existing Hypertrail game; the same update let users scroll Instagram Reels by swiping the thumb against the side of the index finger.[34]
Handwriting and future input methods
At launch, Meta said a software update planned for December 2025 would enable handwriting recognition by allowing users to trace letters on a physical surface (such as their leg) with their index finger.[21] The feature, which Meta calls Neural Handwriting, began rolling out on January 6, 2026, announced alongside CES 2026. It started in Early Access in the United States, in English only, for sending messages on WhatsApp and Messenger by writing with a finger on any surface.[35][36] Meta's Neural Band release notes list later expansions for Early Access participants: handwriting for Instagram Direct and Android phone messages in the week of March 4, 2026, and replies to message notifications (including iPhone messages) in the week of April 13, 2026; the Neural Band v5 notes for the week of May 14, 2026 then state that "Now everyone can use neural handwriting across Instagram, WhatsApp, Messenger, and your phone message notifications".[37] In its January 2026 review of Meta Ray-Ban Display, Tom's Guide found that handwriting, done on a surface or in mid-air, accepts letters, numbers and some punctuation and is much slower than dictation.[30] In the Nature study, participants using the research handwriting decoder reached a median of 20.9 words per minute, and personalization improved decoding performance by 16%.[16]
UploadVR reported in February 2024 that Meta had earlier said the wristband, used with a flat surface, would become precise enough to emulate a keyboard by around 2028.[19]
Compatibility and Requirements
Primary Platform
The Meta Neural Band is designed to work with Meta Ray-Ban Display glasses; Meta's store lists the replacement band as compatible with Meta Ray-Ban Display.[4] Using the glasses requires:
- Meta Ray-Ban Display glasses (included in purchase)
- Compatible smartphone running Android 10 or later with location services enabled, or iOS 14.4 or later
- Meta AI mobile app installed
- Active Meta account
- Wireless internet access, which Meta says is needed for Meta AI, importing captures and installing updates[38]
Third-party developer access
On May 14, 2026, Meta began letting third-party developers build for the display of Meta Ray-Ban Display, in developer preview, through two paths: the Wearables Device Access Toolkit for extending iOS and Android apps to the display, and web apps built with HTML, CSS and JavaScript. Meta's announcement said the glasses support EMG gesture controls through the Meta Neural Band that developers can design experiences around, and listed Neural Band input among the data available to web apps.[39] According to UploadVR, extended smartphone apps are navigated with the same finger swipe gestures used in the rest of the glasses' interface, while web apps can read Meta Neural Band swipes and taps.[40]
At Meta Connect 2026, Meta announced Wearables Device Access Toolkit 1.0 as a stable release after a year in developer preview. Meta's developer recap says users can "steer with a subtle swipe on Meta Neural Band" in toolkit apps, and that web apps for Meta Ray-Ban Display can use wrist motion from the band and accept text input through dictation, handwriting or an on-screen keyboard; it states that the updates it describes begin rolling out on September 30, 2026.[41]
Meta's developer FAQ lists "navigation and selection from Meta Neural Band and captouch" as inputs for Web Apps on the glasses, and wrist motion from the band among Web App capabilities.[42]
In October 2026, MIXED reported on Rokid Lumen, an unofficial project, not affiliated with Meta or Rokid, that drives Rokid RG glasses with the band over a Bluetooth protocol worked out by reverse engineering. The project warns that claiming the band on a phone through a Meta account sign-in unlinks it from Meta's glasses and app, and that a band firmware update could change the protocol; its author also says the band carries its own handwriting model, a claim MIXED noted no one else had checked.[31] On October 13, 2026, MIXED described RawMeta, the UC San Diego student tool that streams the band's raw EMG samples to a Mac for research recording.[20]
Future Platforms
Meta has used EMG wristband input beyond Meta Ray-Ban Display and has discussed wider uses:
- Orion AR Glasses: Meta's prototype true AR glasses demonstrated at Connect 2024 with an EMG wristband for input; Meta claims a 70-degree diagonal field of view, and Orion is not sold as a product[17]
- Potential Standalone Use: In a June 2024 interview quoted by Laptop Mag, Mark Zuckerberg said the band might mostly be the input for glasses and mixed reality headsets "or it could end up being its own platform", and that "You could see a world where you use your neural wristband to control everything in your house or your computer"[43]
At CES 2026, Garmin and Meta announced an automotive proof of concept connecting the Meta Neural Band to Garmin's Unified Cabin in-vehicle system. It lets passengers control select infotainment functions with gestures of the thumb, index and middle fingers, such as scrolling to select an app and pinching to launch it; it was shown by invitation at Garmin's CES booth in Las Vegas on January 5-9, 2026.[44][35] Engadget reported that Garmin would also explore using the band to control vehicle functions such as rolling down windows or unlocking doors.[45]
Applications and Use Cases
Smart Glasses Control
The primary function of the Meta Neural Band is controlling Meta Ray-Ban Display glasses, which feature a monocular heads-up display (HUD) with 600×600 resolution and approximately 20-degree field of view.[25] When paired with the Meta Ray-Ban Display glasses, the band facilitates features such as:
- Displaying Meta AI responses with visuals and visual guidance
- Check notifications
- Hands-free messaging and video calling
- Real-time camera previews and media sharing
- Access navigation with turn-by-turn directions (beta in select cities)
- Live captions and translations in supported languages
- Music control with on-display cards and media playback management[2]
Accessibility
Meta presents the sEMG-based input method as an accessibility aid, saying muscle signals at the wrist can provide control signals for people who cannot produce large movements because of a spinal cord injury, stroke or another disabling event, who experience tremors, or who have fewer than five fingers on a hand.[2] The technology can detect intended movements even when users cannot produce large physical gestures, making it potentially useful for individuals with:
- Spinal cord injuries
- Stroke survivors with limited motor function
- Conditions causing tremors or involuntary movements
- Reduced hand dexterity
- Users with fewer than five fingers[2][1]
Meta's EMG page describes a partnership with Douglas Weber's lab at Carnegie Mellon University that aims to support people including those with hand paralysis.[1]
In January 2026, Meta announced a research collaboration with the University of Utah to evaluate consumer wrist wearables for people with different levels of hand mobility, including people with muscular dystrophy, ALS or stroke. The researchers also planned to study the band as a control for mobility devices such as the university's TetraSki program.[35][45] The project is led by Jacob A. George, director of the Utah NeuroRobotics Lab, and assesses whether people with neuromuscular conditions, including spinal cord injury and limb loss, can use the band for everyday tasks such as adjusting a smart thermostat or raising window blinds.[46]
Reception
Recognition and Awards
TIME included Meta Ray-Ban Display, which is sold with the Meta Neural Band, in its Best Inventions of 2025 list; the entry describes the EMG wristband and its 18-hour battery life.[47]
Hands-On Reviews
Early hands-on reviews from Meta Connect 2025 praised the Meta Neural Band's performance; UploadVR wrote that it "works so well it feels like magic".[21] UploadVR reported that the band picked up every gesture during its short demo sessions, a 100% success rate, with immediate haptic feedback confirming each detected gesture.[21]
Road to VR noted that the wristband allows "subtle inputs while your hand is down at your side" and called it "just as important to these new glasses as the display itself."[33]
In its January 2026 review of Meta Ray-Ban Display, Tom's Guide called the glasses "perhaps the most complete smart glasses we've tested" while saying they are not the best smart glasses overall, and wrote that "the neural band works well". The reviewer needed a few days of practice to learn the gestures, and during testing the band stopped working once or twice a day until it was switched off and on again.[30]
Technical Achievement
The Nature paper presents the band's technology as a non-invasive alternative for human-computer interaction (HCI), noting that high-bandwidth communication had previously been shown only with invasive brain-computer interfaces (BCI) whose decoders were built for single individuals.[16] Dario Farina, a professor of bioengineering at Imperial College London who had tested the technology but was not involved in the research, told The New York Times: "This idea - this kind of technology - is not new, it is decades old. The breakthrough here is that Meta has used artificial intelligence to analyse very large amounts of data, from thousands of individuals, and make this technology robust. It now performs at a level it has never reached before."[13]
Challenges
UploadVR's hands-on found that while the Neural Band itself performed flawlessly, the initial Meta Ray-Ban Display glasses had limitations, including:
- Monocular display causing eyestrain for the reviewer
- Limited field of view (20 degrees)
- Performance issues with the Qualcomm Snapdragon AR1 Gen 1 chipset
- Weight increase compared to non-display Ray-Ban Meta glasses (69 grams versus 52 grams)[21]
Availability and Pricing
Initial Release
The Meta Neural Band launched on September 30, 2025, bundled with Meta Ray-Ban Display glasses at a combined starting price of $799 USD.[2] It was introduced only as part of that bundle; Meta's store now also sells a replacement band, without glasses and with its charger, for US$199 in the United States and £179 in the United Kingdom, and the charger alone for US$39.[4][5][29] At launch it was sold only through authorized retailers in the United States, including:
- Best Buy
- LensCrafters
- Sunglass Hut
- Ray-Ban stores
- Select Verizon stores (announced to follow soon after launch)[2]
At launch, purchase required booking an in-person fitting, during which staff measured the wrist to select the band size; UploadVR reported that appointments at many locations were booked out until late October 2025 or later.[25]
International Expansion
Meta announced plans to expand availability to Canada, France, Italy, and the United Kingdom in early 2026.[2] The company also said it would eventually sell the product online.[25]
On January 6, 2026, Meta paused that expansion, citing "unprecedented demand and limited inventory" and saying it would focus on fulfilling US orders while it re-evaluated international availability.[35][36]
At Meta Connect 2026 on September 23, 2026, Meta announced that the glasses and band would be sold in the UK, Canada, France, Italy and Germany, and introduced online ordering in the United States and the five new markets.[48][7] Every published price covers the glasses together with the Meta Neural Band.[49]
| Market | Starting price | Availability |
|---|---|---|
| United States | $799 USD | Retail since September 30, 2025; online ordering from September 23, 2026[7] |
| United Kingdom | £749 | Online and retail (London) from September 23, 2026[48][7] |
| Canada | CA$1,149 | Online and retail (Vancouver, Toronto) from September 23, 2026[48][7] |
| France, Italy, Germany | €899 | Pre-orders from September 23, 2026; online and retail (Paris, Milan, Rome, Frankfurt, Hamburg, Munich) from October 13, 2026[48][8][6] |
Competing Technologies
Mudra Link
At CES 2025, UploadVR tried a competing wristband called Mudra Link, which claims similar gesture control for $199 using what its makers call Surface Nerve Conducting (SNC) sensors.[50] The Mudra Link claims cross-platform compatibility with AR and XR devices; a representative demonstrated it with TCL RayNeo X3 Pro glasses, and the company pitches it as also measuring the pressure applied between the fingers.[50]
Traditional Input Methods
The Meta Neural Band competes with several established input methods for AR/VR:
- Optical hand tracking: Used by Meta Quest headsets and Apple Vision Pro, relies on cameras and needs the hands within the cameras' view[1][33]
- Controllers: Handheld input devices; Road to VR called them too cumbersome for glasses worn in public[33]
- Voice input: Speech-based control, which Road to VR described as problematic for privacy and in social settings where talking is not appropriate[33]
- Eye tracking: Gaze-based selection used in devices like Apple Vision Pro, combined with a pinch; Road to VR noted that Vision Pro sometimes misses pinches when its cameras cannot see the hand[33]
Scientific Contributions
Published Research
Meta released documentation of its EMG research to the scientific community:[15]
- Nature Paper: "A generic non-invasive neuromotor interface for human-computer interaction" (published online July 23, 2025, open access)[15]
- Public Dataset: 1,060 sEMG recordings from 300 participants, 100 for each of three tasks: 74 hours of wrist data, 63 hours of discrete-gesture data and 126 hours of handwriting data[15]
- Open Source Code: GitHub repository containing model implementations for the wrist, handwriting and discrete-gesture tasks, with a framework for training and evaluating models on the released data[15][51]
In March 2026, Road to VR reported that Meta was funding six external university studies on sEMG input, chosen from 70 submissions, with US$150,000 for each research group. The studies cover topics such as how users learn sEMG controls, onboarding, and assistive uses for stroke survivors and prosthetic limb users.[52]
The research demonstrated three key tasks:
- Discrete Gesture Recognition: 0.88 gesture detections per second (median performance)[16]
- Continuous Navigation: 0.66 target acquisitions per second in a wrist-based continuous navigation task (median performance)[16]
- Handwriting Recognition: 20.9 words per minute (median performance)[16]
Contributors
The Nature paper lists Patrick Kaifosh and Thomas Reardon as equal-contribution lead authors, with the rest of the team credited as "CTRL-labs at Reality Labs", whose members are listed at the end of the paper.[16][15]
Impact on Computing
Next-Generation Input Paradigm
Meta presents the Neural Band as a new input method for human-computer interaction, saying it "replaces the touchscreens, buttons, and dials of today's technology with a sensor on your wrist".[2] Mark Zuckerberg said in 2024, "I think the neural wristband is going to be a pretty big deal", and suggested it could be used to control devices in the home or a computer.[43]
Privacy and Safety
The band reads the electrical signals that motor neurons send to the muscles rather than thoughts; The New York Times reported that merely thinking about a movement is not enough, although intending a movement can register even without physically moving.[13] Thomas Reardon told the newspaper: "It feels like the device is reading your mind, but it is not. It is just translating your intention. It sees what you are about to do."[13] According to Meta, "All processing of raw EMG data happens on-device", and only events such as a "click" are sent from the wristband to the glasses.[22][1]
See Also
References
- ↑ 1.00 1.01 1.02 1.03 1.04 1.05 1.06 1.07 1.08 1.09 1.10 1.11 "EMG Wristbands and Technology". Meta Emerging Tech. Meta Platforms. https://www.meta.com/emerging-tech/emg-wearable-technology/. Retrieved 2026-10-17.
- ↑ 2.00 2.01 2.02 2.03 2.04 2.05 2.06 2.07 2.08 2.09 2.10 2.11 2.12 2.13 2.14 2.15 2.16 2.17 2.18 2.19 2.20 2.21 2.22 2.23 2.24 2.25 2.26 "Meta Ray-Ban Display: AI Glasses With an EMG Wristband". Meta Newsroom. Meta Platforms. 2025-09-17. https://about.fb.com/news/2025/09/meta-ray-ban-display-ai-glasses-emg-wristband/. Retrieved 2026-10-17.
- ↑ 3.0 3.1 3.2 3.3 Lucas Matney (2019-09-23). "Facebook buys startup building neural monitoring armband". TechCrunch. https://techcrunch.com/2019/09/23/facebook-buys-startup-building-neural-monitoring-armband/. Retrieved 2026-10-17.
- ↑ 4.0 4.1 4.2 "Buy Meta Neural Band: EMG Wrist Band for AI Glasses". Meta Store. Meta Platforms. https://www.meta.com/ai-glasses/accessories/neural-band/. Retrieved 2026-10-17.
- ↑ 5.0 5.1 "Buy Meta Neural Band: EMG wristband for AI glasses". Meta Store (United Kingdom). Meta Platforms. https://www.meta.com/gb/ai-glasses/accessories/neural-band/. Retrieved 2026-10-17.
- ↑ 6.0 6.1 Tomislav Bezmalinovic (2026-10-13). "Meta's first smart glasses with display come to Germany". heise online. https://www.heise.de/en/news/Meta-s-first-smart-glasses-with-display-come-to-Germany-11486732.html. Retrieved 2026-10-17.
- ↑ 7.0 7.1 7.2 7.3 7.4 7.5 "Making Meta Ray-Ban Display More Useful to More People". Meta Quest Blog. Meta Platforms. 2026-09-23. https://www.meta.com/blog/meta-ray-ban-display-more-useful-more-people/. Retrieved 2026-09-25.
- ↑ 8.0 8.1 Scott Hayden (2026-09-23). "Meta Ray-Ban Display is Finally Rolling Out Internationally Starting Today". Road to VR. https://roadtovr.com/meta-ray-ban-display-int-launch-connect-2026/. Retrieved 2026-09-25.
- ↑ Amrita Khalid (2019-09-23). "Facebook acquires neural monitoring startup CTRL-labs". Engadget. https://www.engadget.com/2019-09-23-facebook-cntrl-labs-acquisition-emg-bracelet.html. Retrieved 2026-10-17.
- ↑ 10.0 10.1 10.2 Nick Statt (2019-09-23). "Facebook acquires neural interface startup CTRL-Labs for its mind-reading wristband". The Verge. https://www.theverge.com/2019/9/23/20881032/facebook-ctrl-labs-acquisition-neural-interface-armband-ar-vr-deal. Retrieved 2026-10-17.
- ↑ 11.0 11.1 "Announcing Thomas Reardon as Lux's Newest Venture Partner". Lux Capital. 2024-12-18. https://luxcapital.com/news/announcing-thomas-reardon-as-luxs-newest-venture-partner. Retrieved 2026-10-17.
- ↑ Tomislav Bezmalinovic (2024-04-29). "A key figure in Meta's AR research is stepping down". MIXED. https://mixed-news.com/en/thomas-reardon-meta-departure/. Retrieved 2026-10-17.
- ↑ 13.0 13.1 13.2 13.3 13.4 13.5 Cade Metz (2025-07-24). "Meta unveils wristband for controlling computers with hand gestures". The Star (from The New York Times). https://www.thestar.com.my/tech/tech-news/2025/07/24/meta-unveils-wristband-for-controlling-computers-with-hand-gestures. Retrieved 2026-10-17.
- ↑ 14.0 14.1 "Inside Facebook Reality Labs: Wrist-Based Interaction for the Next Computing Platform". Meta Newsroom. Meta Platforms. 2021-03-18. https://about.fb.com/news/2021/03/inside-facebook-reality-labs-wrist-based-interaction-for-the-next-computing-platform/. Retrieved 2026-10-17.
- ↑ 15.00 15.01 15.02 15.03 15.04 15.05 15.06 15.07 15.08 15.09 15.10 Patrick Kaifosh, Thomas R. Reardon, CTRL-labs at Reality Labs (2025-07-23). "A generic non-invasive neuromotor interface for human-computer interaction". Nature, vol. 645, no. 8081, pp. 702-711. https://doi.org/10.1038/s41586-025-09255-w. Retrieved 2026-10-17.
- ↑ 16.00 16.01 16.02 16.03 16.04 16.05 16.06 16.07 16.08 16.09 Patrick Kaifosh, Thomas R. Reardon, CTRL-labs at Reality Labs (2025). "A generic non-invasive neuromotor interface for human-computer interaction". Nature, vol. 645, no. 8081, pp. 702-711. doi:10.1038/s41586-025-09255-w. https://pubmed.ncbi.nlm.nih.gov/40702190/. Retrieved 2026-10-13.
- ↑ 17.0 17.1 David Heaney (2024-09-25). "Meta's 'Orion' Prototype AR Glasses Have 70 Degree FOV And A Wireless Compute Puck". UploadVR. https://www.uploadvr.com/meta-connect-2024-orion-prototype-ar-glasses/. Retrieved 2026-10-17.
- ↑ David Heaney (2025-07-24). "Meta Details EMG Wristband Gestures You'll Use To Control Its HUD & AR Glasses". UploadVR. https://www.uploadvr.com/meta-semg-wristband-gestures-nature-paper/. Retrieved 2026-10-17.
- ↑ 19.0 19.1 David Heaney (2024-02-19). "Zuckerberg: Neural Wristband For AR/VR Input Will Ship 'In The Next Few Years'". UploadVR. https://www.uploadvr.com/zuckerberg-neural-wristband-will-ship-in-the-next-few-years/. Retrieved 2026-10-17.
- ↑ 20.0 20.1 Chris Steven (2026-10-13). "A student club turned Meta's Neural Band into an 8-channel, 2048Hz EMG recorder". MIXED. https://mixed-news.com/en/rawmeta-meta-neural-band-eight-channel-2048hz-emg-recorder/. Retrieved 2026-10-17.
- ↑ 21.00 21.01 21.02 21.03 21.04 21.05 21.06 21.07 21.08 21.09 21.10 21.11 David Heaney (2025-09-20). "Meta Ray-Ban Display Hands-On: A Flawless Wristband For Flawed Glasses". UploadVR. https://www.uploadvr.com/meta-ray-ban-display-hands-on-meta-neural-band/. Retrieved 2026-10-17.
- ↑ 22.0 22.1 "Meta Ray-Ban Display: Breakthrough AI Glasses Available Now". Meta Quest Blog. Meta Platforms. 2025-09-17. https://www.meta.com/blog/meta-ray-ban-display-ai-glasses-connect-2025/. Retrieved 2026-10-17.
- ↑ "How to Land Softly on a Hard Planet". NASA Jet Propulsion Laboratory. 2002-03-25. https://www.jpl.nasa.gov/news/how-to-land-softly-on-a-hard-planet. Retrieved 2026-10-13.
- ↑ "Tough Textiles Protect Payloads and Public Safety Officers". NASA Spinoff. NASA. 2009. https://spinoff.nasa.gov/node/10613. Retrieved 2026-10-13.
- ↑ 25.0 25.1 25.2 25.3 David Heaney (2025-09-30). "Meta Ray-Ban Display Is Now On Sale, But Only In Select US Stores". UploadVR. https://www.uploadvr.com/meta-ray-ban-display-now-available-in-us-stores/. Retrieved 2026-10-17.
- ↑ 26.0 26.1 26.2 26.3 26.4 26.5 26.6 26.7 26.8 "How to use Meta Neural Band". AI Glasses Help. Meta Platforms. https://www.meta.com/help/ai-glasses/764536076119235/. Retrieved 2026-10-17.
- ↑ "How to Order Meta Ray-Ban Display". AI Glasses Help. Meta Platforms. https://www.meta.com/help/ai-glasses/1245203704035543/. Retrieved 2026-09-25.
- ↑ 28.0 28.1 "Health And Safety Warnings - Meta Neural Band". Meta. Meta Platforms. https://www.meta.com/legal/ai-glasses/health-and-safety-warnings/neural-band/. Retrieved 2026-10-17.
- ↑ 29.0 29.1 "Meta Neural Band Charger Replacement". Meta Store. Meta Platforms. https://www.meta.com/ai-glasses/accessories/meta-neural-band-charger/. Retrieved 2026-10-17.
- ↑ 30.0 30.1 30.2 30.3 Mike Prospero (2026-01-31). "I've been wearing the Meta Ray-Ban Display smart glasses for a week - they're great, but they could be so much more". Tom's Guide. https://www.tomsguide.com/computing/smart-glasses/meta-ray-ban-display-review. Retrieved 2026-10-17.
- ↑ 31.0 31.1 Chris Steven (2026-10-07). "Unofficial project drives Rokid glasses with Meta's Neural Band and its handwriting model". MIXED. https://mixed-news.com/en/rokid-lumen-meta-neural-band-handwriting-model-reverse-engineered/. Retrieved 2026-10-17.
- ↑ Mike Prospero (2025-09-17). "Meta Ray-Ban Display glasses announced - release date, price, features, neural link band and more". Tom's Guide. https://www.tomsguide.com/computing/smart-glasses/meta-ray-ban-display-glasses-features-neural-link-price-and-availability. Retrieved 2026-10-17.
- ↑ 33.0 33.1 33.2 33.3 33.4 33.5 33.6 Ben Lang (2025-09-17). "Hands-on: Meta Ray-Ban Display Glasses & Neural Band Offer a Glimpse of Future AR Glasses". Road to VR. https://www.roadtovr.com/hands-on-meta-ray-ban-display-glasses-neural-band-offer-a-glimpse-of-future-ar-glasses/. Retrieved 2026-10-17.
- ↑ David Heaney (2026-03-13). "Meta Ray-Ban Display Major OS Update Brings Widgets, Minigames & New Features". UploadVR. https://www.uploadvr.com/meta-ray-ban-display-first-major-os-update-new-app-minigames-features/. Retrieved 2026-09-25.
- ↑ 35.0 35.1 35.2 35.3 "CES 2026: Meta Ray-Ban Display Teleprompter, Neural Handwriting, Industry & Research Collaborations, & More". Meta Quest Blog. Meta Platforms. 2026-01-06. https://www.meta.com/blog/ces-2026-meta-ray-ban-display-teleprompter-emg-handwriting-garmin-unified-cabin-university-of-utah-tetraski/. Retrieved 2026-09-25.
- ↑ 36.0 36.1 Ian Hamilton (2026-01-06). "Meta Rolls Out Neural Band Handwriting Recognition, Delays International Plan". UploadVR. https://www.uploadvr.com/neural-band-handwriting-recognition-start/. Retrieved 2026-09-25.
- ↑ "AI glasses release notes". AI Glasses Help. Meta Platforms. https://www.meta.com/help/ai-glasses/1809764829519902/. Retrieved 2026-09-25.
- ↑ "What you need to use Meta Ray-Ban Display". AI Glasses Help. Meta Platforms. https://www.meta.com/help/ai-glasses/945177908177116/. Retrieved 2026-10-17.
- ↑ "The wait is over: Build for display glasses starting today". Meta for Developers. Meta Platforms. 2026-05-14. https://developers.meta.com/blog/build-for-display-glasses/. Retrieved 2026-09-25.
- ↑ David Heaney (2026-06-11). "Developers Are Building Impressive Apps For Meta Ray-Ban Display's HUD & Neural Band". UploadVR. https://www.uploadvr.com/meta-ray-ban-display-amazing-hud-apps/. Retrieved 2026-09-25.
- ↑ "Meta Connect Recap: How To Build For AI Glasses And Reach an Audience". Meta for Developers. Meta Platforms. 2026-09-24. https://developers.meta.com/blog/meta-connect-recap-ai-glasses/. Retrieved 2026-09-25.
- ↑ "Frequently Asked Questions". Meta for Developers. Meta Platforms. https://developers.meta.com/wearables/faq/. Retrieved 2026-10-17.
- ↑ 43.0 43.1 Rael Hornby (2024-09-12). "This Meta Connect reveal could change AR and gaming forever, and it's not a VR headset or smart glasses". Laptop Mag. https://www.laptopmag.com/gaming/vr/this-meta-connect-2024-reveal-could-change-ar-and-gaming-forever-and-its-not-a-vr-headset-or-smart-glasses. Retrieved 2026-10-17.
- ↑ "Garmin and Meta announce automotive OEM proof of concept with Garmin Unified Cabin and Meta Neural Band". Garmin Newsroom. Garmin. 2026-01-06. https://www.garmin.com/en-US/newsroom/press-release/automotive/garmin-and-meta-announce-automotive-oem-proof-of-concept-with-garmin-unified-cabin-and-meta-neural-band/. Retrieved 2026-09-25.
- ↑ 45.0 45.1 Karissa Bell (2026-01-06). "Meta's EMG wristband is moving beyond its AR glasses". Engadget. https://www.engadget.com/wearables/metas-emg-wristband-is-moving-beyond-its-ar-glasses-120000503.html. Retrieved 2026-09-25.
- ↑ Lisa Brown Jaloza (2026-01-28). "A Look at the University of Utah's Accessibility Research Using Meta Neural Band". Meta Quest Blog. Meta Platforms. https://www.meta.com/blog/university-of-utah-accessibility-research-meta-neural-band/. Retrieved 2026-10-17.
- ↑ Chris Stokel-Walker (2025-10-09). "Meta Ray-Ban Display: The Best Inventions of 2025". TIME. https://time.com/collections/best-inventions-2025/7318319/meta-ray-ban-display/. Retrieved 2026-10-17.
- ↑ 48.0 48.1 48.2 48.3 "New Features for Meta Ray-Ban Display". About Meta. Meta Platforms. 2026-09-23. https://about.fb.com/news/2026/09/new-features-for-meta-ray-ban-display-navigation-hologram/. Retrieved 2026-09-25.
- ↑ Chris Steven (2026-09-24). "Meta Ray-Ban Display goes on sale in the UK at £749, with Germany at €899 on October 13". MIXED. https://mixed-news.com/en/meta-ray-ban-display-uk-749-germany-899-five-markets/. Retrieved 2026-09-25.
- ↑ 50.0 50.1 Don Hopper (2025-01-22). "Mudra Link Is A $200 Meta Neural Wristband Alternative For Any Device". UploadVR. https://www.uploadvr.com/mudra-link-is-a-200-meta-neural-wristband-alternative-for-any-device/. Retrieved 2026-10-17.
- ↑ "generic-neuromotor-interface". GitHub. Meta (facebookresearch). https://github.com/facebookresearch/generic-neuromotor-interface. Retrieved 2026-10-17.
- ↑ Scott Hayden (2026-03-20). "Meta Shows Confidence in EMG Input for Wearables by Funding Six External Studies". Road to VR. https://roadtovr.com/meta-emg-input-wearables-research-grant/. Retrieved 2026-09-25.