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{{Device Infobox
{{Device Infobox
|image =  
|image = [[File:Meta Neural Band1.jpg|350px]]
|VR/AR = [[Virtual Reality]], [[Augmented Reality]], [[Mixed Reality]]
|VR/AR = [[Virtual Reality]], [[Augmented Reality]], [[Mixed Reality]]
|Type = [[Input Device]]
|Type = [[Input Device]]
|Subtype = [[Electromyography]] Wristband, [[Gesture Tracker]], Neural Interface
|Subtype = [[Electromyography Wristband]], [[Gesture Tracker]], [[Neural Interface]]
|Platform = [[Meta Ray-Ban Display]], [[Meta Orion]] (prototype)
|Platform = [[Meta Ray-Ban Display]], [[Meta Orion]]
|Creator = [[Thomas Reardon]], [[Patrick Kaifosh]]
|Creator = [[Thomas Reardon]], [[Patrick Kaifosh]], [[Viswanath Sivakumar]]
|Developer = [[Meta Platforms]], [[Reality Labs]], [[CTRL Labs]]
|Developer = [[Meta Platforms]], [[Reality Labs]], [[CTRL Labs]]
|Manufacturer = [[Meta Platforms]]
|Manufacturer = [[Meta Platforms]]
|Announcement Date = September 17, 2025
|Announcement Date = September 17, 2025
|Release Date = September 30, 2025
|Release Date = September 30, 2025
|Price = $799 USD (bundled with [[Meta Ray-Ban Display]] glasses)
|Price = $799 USD (bundled with Meta Ray-Ban Display glasses)
|Website = https://www.meta.com/emerging-tech/emg-wearable-technology/
|Website = https://www.meta.com/emerging-tech/emg-wearable-technology/
|Versions = Consumer version (2025)
|Versions = Consumer version (2025)
|Requires = [[Meta Ray-Ban Display]] glasses, compatible smartphone, [[Meta AI]] mobile app
|Requires = [[Meta Ray-Ban Display]], compatible smartphone, [[Meta AI]]
|Predecessor = CTRL Labs research prototypes
|Predecessor = CTRL Labs research prototypes
|Successor =  
|Successor =  
Line 31: Line 31:
|Pixel Density =  
|Pixel Density =  
|Persistence =  
|Persistence =  
|Precision = High-precision finger tracking via [[sEMG]]
|Precision = High-precision finger tracking via sEMG
|Field of View =  
|Field of View =  
|Horizontal FoV =   
|Horizontal FoV =   
Line 46: Line 46:
|Adjustable Diopter =  
|Adjustable Diopter =  
|Passthrough =  
|Passthrough =  
|Tracking = [[Electromyography]] (EMG) muscle signal tracking
|Tracking = Electromyography (EMG) muscle signal tracking
|Tracking Frequency =  
|Tracking Frequency =  
|Base Stations = Not required
|Base Stations = Not required
Line 56: Line 56:
|Positional Tracking = Limited (hand position inference)
|Positional Tracking = Limited (hand position inference)
|Update Rate =  
|Update Rate =  
|Tracking Volume = N/A
|Tracking Volume =  
|Play Space = N/A
|Play Space =
|Latency = Very low (can detect signals before visible movement)
|Latency = Very low (can detect signals before visible movement)
|Audio = N/A
|Audio =
|Microphone = No
|Microphone = No
|3.5mm Audio Jack = No
|3.5mm Audio Jack = No
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|Connectivity = [[Bluetooth]]
|Connectivity = [[Bluetooth]]
|Ports = Proprietary magnetic charging port
|Ports = Proprietary magnetic charging port
|Wired Video = N/A
|Wired Video =  
|Wireless Video = N/A
|Wireless Video =  
|WiFi = No
|WiFi = No
|Bluetooth = Yes
|Bluetooth = Yes
Line 75: Line 75:
|Dimensions =  
|Dimensions =  
|Weight = Lightweight (exact weight unspecified)
|Weight = Lightweight (exact weight unspecified)
|Material = [[Vectran]] (same material used in Mars Rover crash pads)
|Material = Vectran (same material used in Mars Rover crash pads)
|Headstrap = N/A
|Headstrap =  
|Haptics = Yes (haptic feedback for gesture recognition)
|Haptics = Yes (haptic feedback for gesture recognition)
|Color = Black, Sand
|Color = Black, Sand
|Sensors = [[sEMG]] sensors (16 channels), [[IMU]] (accelerometer, gyroscope)
|Sensors = sEMG sensors (16 channels), IMU (accelerometer, gyroscope)
|Input = Gesture-based input via muscle signals
|Input = Gesture-based input via muscle signals
|Compliance = [[IPX7]] water resistance
|Compliance = IPX7 water resistance
|Size = Three sizes available (Size 1, 2, 3)
|Size = Three sizes available (Size 1, 2, 3)
|Cable Length = N/A
|Cable Length =  
}}
}}


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.<ref>meta_official_emg</ref>
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.<ref>https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology | Meta</ref>


Announced at [[Meta Connect]] 2025 on September 17, 2025, and released on September 30, 2025, the Meta Neural Band represents the first consumer product to emerge from Meta's acquisition of [[CTRL Labs]] in 2019.<ref>meta_connect_2025</ref> The device is exclusively bundled with [[Meta Ray-Ban Display]] glasses, priced at $799 USD for the combined package.<ref>uploadvr_handson</ref>
Announced by Meta CEO [[Mark Zuckerberg]] at [[Meta Connect]] 2025 on September 17, 2025, and released on September 30, 2025, the Meta Neural Band represents the first consumer product to emerge from Meta's acquisition of [[CTRL Labs]] in 2019.<ref>https://about.fb.com/news/2025/09/meta-ray-ban-display-ai-glasses-emg-wristband/ Meta Ray-Ban Display: AI Glasses With an EMG Wristband</ref> The device is exclusively bundled with [[Meta Ray-Ban Display]] AI glasses, priced at $799 USD for the combined package.<ref>https://www.uploadvr.com/meta-ray-ban-display-hands-on-meta-neural-band/ Meta Ray-Ban Display Hands-On: A Flawless Wristband For Flawed Glasses | UploadVR</ref>
 
==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.<ref>https://about.fb.com/news/2025/09/meta-ray-ban-display-ai-glasses-emg-wristband/ Meta Ray-Ban Display: AI Glasses With an EMG Wristband</ref> The device enables discrete, always-available interaction without touching the glasses, using voice input, or requiring hands to be visible to cameras.<ref>https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology - Discrete Interaction | Meta</ref>


==History and Development==
==History and Development==


===CTRL Labs Acquisition===
===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, for an estimated $500 million to $1 billion.<ref>ctrl_labs_acquisition</ref> CTRL Labs had been developing wrist-based EMG technology since at least 2015, pioneering the use of muscle signal detection for computer input.<ref>techspot_emg</ref>
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, for an estimated $500 million to $1 billion.<ref>https://www.theverge.com/2019/9/23/20881032/facebook-ctrl-labs-acquisition-neural-interface-armband-ar-vr-deal Facebook acquires neural interface startup CTRL-Labs for its mind-reading wristband | The Verge</ref> CTRL Labs had been developing wrist-based EMG technology since at least 2015, pioneering the use of muscle signal detection for computer input.<ref>https://www.techspot.com/news/108797-meta-builds-wristband-can-control-devices-flick-wrist.html Meta builds wristband that can control devices with a flick of the wrist | TechSpot</ref>


[[Thomas Reardon]], the co-founder and CEO of CTRL Labs and former architect of [[Internet Explorer]], joined Meta as the director of Neuromotor Interfaces at [[Facebook Reality Labs]] following the acquisition.<ref>reardon_meta</ref> Under his leadership, the project evolved from early research prototypes into a consumer-ready product.
[[Thomas Reardon]], the co-founder and CEO of CTRL Labs and former architect of [[Internet Explorer]], joined Meta as the director of Neuromotor Interfaces at [[Facebook Reality Labs]] following the acquisition.<ref>https://mixed-news.com/en/thomas-reardon-meta-departure/ A key figure in Meta's AR research is stepping down | Mixed News</ref> Under his leadership, the project evolved from early research prototypes into a consumer-ready product.


===Research and Development Timeline===
===Research and Development Timeline===
Meta first publicly demonstrated its EMG wristband technology in March 2021, showcasing research prototypes capable of detecting individual neuron activity.<ref>meta_2021_demo</ref> The company invested four years of development involving nearly 200,000 research participants to create machine learning models that could generalize across different users without requiring per-person calibration.<ref>nature_paper</ref>
Meta first publicly demonstrated its EMG wristband technology in March 2021, showcasing research prototypes capable of detecting millimeter-scale finger motions and individual neuron activity.<ref>https://about.fb.com/news/2021/03/inside-facebook-reality-labs-wrist-based-interaction-for-the-next-computing-platform/ Inside Facebook Reality Labs: Wrist-Based Interaction for the Next Computing Platform | Meta</ref> The company invested four years of development involving nearly 200,000 research participants to create machine learning models that could generalize across different users without requiring per-person calibration.<ref>https://www.nature.com/articles/s41586-025-09255-w A generic non-invasive neuromotor interface for human-computer interaction | Nature</ref>


In July 2025, Meta published peer-reviewed research in the scientific journal ''[[Nature]]'', titled "A generic non-invasive neuromotor interface for human-computer interaction."<ref>nature_publication</ref> The paper detailed the technical achievements in creating a high-bandwidth neuromotor interface with out-of-the-box functionality, demonstrating handwriting input at 20.9 words per minute and gesture detection at 0.88 gestures per second.<ref>nature_metrics</ref>
In July 2025, Meta published peer-reviewed research in the scientific journal ''[[Nature]]'', titled "A generic non-invasive neuromotor interface for human-computer interaction."<ref>https://pubmed.ncbi.nlm.nih.gov/40702190/ A generic non-invasive neuromotor interface for human-computer interaction | PubMed</ref> The paper detailed the technical achievements in creating a high-bandwidth neuromotor interface with out-of-the-box functionality, demonstrating handwriting input at 20.9 words per minute and gesture detection at 0.88 gestures per second.<ref>https://techxplore.com/news/2025-07-meta-wristband-breakthrough-digital-devices.html Meta's wristband breakthrough lets you use digital devices without touching them | TechXplore</ref>


===Product Evolution===
===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.<ref>orion_demo</ref> This prototype, internally codenamed "Ceres," served as a proof of concept for the technology that would later ship with the Meta Ray-Ban Display glasses.<ref>ceres_codename</ref>
The neural wristband was first demonstrated publicly as a prototype paired with Meta's [[Orion AR glasses]] at [[Meta Connect 2024]] in September 2024.<ref>https://www.xrtoday.com/augmented-reality/zuckerberg-unveils-orion-ar-smart-glasses-with-neural-interface-at-meta-connect-2024/ Zuckerberg Unveils 'Orion' AR Smart Glasses with Neural Interface, at Meta Connect 2024 | XR Today</ref> This prototype, internally codenamed "Ceres," served as a proof of concept for the technology that would later ship with the Meta Ray-Ban Display glasses.<ref>https://www.uploadvr.com/meta-semg-wristband-gestures-nature-paper/ Meta Details EMG Wristband Gestures You'll Use To Control Its HUD & AR Glasses | UploadVR</ref>


[[Mark Zuckerberg]] indicated in early 2024 that the neural wristband would ship as a consumer product "in the next few years," with the actual release occurring in September 2025.<ref>zuckerberg_timeline</ref>
[[Mark Zuckerberg]] indicated in early 2024 that the neural wristband would ship as a consumer product "in the next few years," with the actual release occurring in September 2025.<ref>https://www.uploadvr.com/zuckerberg-neural-wristband-will-ship-in-the-next-few-years/ Zuckerberg: Neural Wristband To Ship In 'Next Few Years' | UploadVR</ref>
 
===Development Team===
The development team included key contributors such as [[Thomas Reardon]] (Vice President of Neuromotor Interfaces), [[Patrick Kaifosh]] (Director of Research Science), and [[Viswanath Sivakumar]], who co-created the device during his tenure at Meta's Reality Labs.<ref>https://x.com/viswanathgs/status/1977179351969153489 Viswanath Sivakumar on X</ref> The ''Nature'' paper featured a three-page contributor list indicating the extensive collaborative effort behind the project's development.<ref>https://www.from-the-interface.com/ctrl-labs-neural-interface-beyong-handwriting/ Beyond Handwriting: Speculating on what is next for Ctrl Labs' Wristband Neural Interface | From the Interface</ref>


==Technology==
==Technology==


===Electromyography (sEMG)===
===Electromyography (sEMG)===
The Meta Neural Band employs [[surface electromyography]] (sEMG) technology, which measures electrical activity produced by [[skeletal muscles]].<ref>emg_technology</ref> Unlike traditional [[hand tracking]] methods that rely on [[camera]]-based [[computer vision]], sEMG detects the electrical signals transmitted from the [[brain]] through the [[nervous system]] to control muscle movement in the fingers and hand.<ref>semg_explanation</ref>
The Meta Neural Band employs [[surface electromyography]] (sEMG) technology, which measures electrical activity produced by [[skeletal muscles]].<ref>https://blogs.expandreality.io/meta-are-enhancing-vr-experiences-with-neural-wristbands Meta are Enhancing VR Experiences with Neural Wristbands | Expand Reality</ref> Unlike traditional [[hand tracking]] methods that rely on [[camera]]-based [[computer vision]], sEMG detects the electrical signals transmitted from the [[brain]] through the [[nervous system]] to control muscle movement in the fingers and hand.<ref>https://www.roadtovr.com/hands-on-meta-ray-ban-display-glasses-neural-band-offer-a-glimpse-of-future-ar-glasses/ Hands-on: Meta Ray-Ban Display Glasses & Neural Band Offer a Glimpse of Future AR Glasses | Road to VR</ref>


The wristband contains multiple [[sEMG]] sensors embedded around the circumference of the band, allowing it to capture muscle activation patterns as the user intends to move their fingers.<ref>sensor_array</ref> This approach offers several advantages over optical tracking:
The wristband contains multiple [[sEMG]] sensors (16 channels) embedded around the circumference of the band, allowing it to capture muscle activation patterns as the user intends to move their fingers.<ref>https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology - Technical Details | Meta</ref> This approach offers several advantages over optical tracking:


* '''Zero occlusion issues''': Functions regardless of hand visibility or lighting conditions, including complete darkness<ref>darkness_functionality</ref>
* '''Zero occlusion issues''': Functions regardless of hand visibility or lighting conditions, including complete darkness<ref>https://www.uploadvr.com/meta-ray-ban-display-hands-on-meta-neural-band/ Meta Ray-Ban Display Hands-On: A Flawless Wristband For Flawed Glasses | UploadVR</ref>
* '''Low latency''': Can detect neural signals before fingers visibly move, potentially achieving negative latency<ref>negative_latency</ref>
* '''Low latency''': Can detect neural signals before fingers visibly move, potentially achieving negative latency<ref>https://www.thestar.com.my/tech/tech-news/2025/07/24/meta-unveils-wristband-for-controlling-computers-with-hand-gestures Meta unveils wristband for controlling computers with hand gestures | The Star</ref>
* '''Subtle input''': Allows control with minimal movement, enabling interaction while hands rest at the user's side, in pockets, or on lap<ref>subtle_gesture</ref>
* '''Subtle input''': Allows control with minimal movement, enabling interaction while hands rest at the user's side, in pockets, or on lap<ref>https://www.techbuzz.ai/articles/meta-launches-ray-ban-display-glasses-with-neural-wristband Meta Launches Ray-Ban Display Glasses With Neural Wristband | TechBuzz.ai</ref>
* '''High precision''': Provides accurate finger tracking without the need for exaggerated movements<ref>precision_tracking</ref>
* '''High precision''': Provides accurate finger tracking without the need for exaggerated movements<ref>https://www.vrs.org.uk/zuckerberg-suggests-meta-neural-wristband-will-launch-in-next-few-years/ Zuckerberg Suggests Meta Neural Wristband Will Launch 'In Next Few Years' | Virtual Reality Society</ref>


===Machine Learning and Generalization===
===Machine Learning and Generalization===
A key breakthrough in the Meta Neural Band is its ability to work "out of the box" for new users without requiring individual calibration or training.<ref>no_calibration</ref> Meta's research team collected sEMG data from approximately 10,000 to 200,000 consenting research participants and used deep learning techniques, including [[neural networks]], to identify common patterns in electrical signals across different individuals.<ref>ml_training</ref>
A key breakthrough in the Meta Neural Band is its ability to work "out of the box" for new users without requiring individual calibration or training.<ref>https://about.fb.com/news/2025/09/meta-ray-ban-display-ai-glasses-emg-wristband/ Meta Ray-Ban Display: AI Glasses With an EMG Wristband | Meta</ref> Meta's research team collected sEMG data from approximately 200,000 consenting research participants and used deep learning techniques, including [[neural networks]], to identify common patterns in electrical signals across different individuals.<ref>https://about.fb.com/news/2025/09/meta-ray-ban-display-ai-glasses-emg-wristband/ Meta Ray-Ban Display: AI Glasses With an EMG Wristband - Machine Learning | Meta</ref>


The system's [[machine learning]] models process EMG signals locally on-device, ensuring [[privacy]] as the raw neural data never leaves the wristband.<ref>local_processing</ref> The models can be further personalized through continued use, potentially improving performance by 16% with user-specific adaptation.<ref>personalization_improvement</ref>
The system's [[machine learning]] models process EMG signals locally on-device, ensuring [[privacy]] as the raw neural data never leaves the wristband.<ref>https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology - Privacy | Meta</ref> The models can be further personalized through continued use, potentially improving performance by 16% with user-specific adaptation.<ref>https://www.nature.com/articles/s41586-025-09255-w A generic non-invasive neuromotor interface for human-computer interaction | Nature</ref>


==Design and Hardware==
==Design and Hardware==


===Physical Construction===
===Physical Construction===
The Meta Neural Band features a lightweight, flexible wristband design made from [[Vectran]], a high-performance synthetic fiber also used in the crash pads of the [[Mars Rover]].<ref>vectran_material</ref> This material provides exceptional strength when pulled while remaining soft and flexible for comfortable all-day wear.<ref>material_properties</ref>
The Meta Neural Band features a lightweight, flexible wristband design made from [[Vectran]], a high-performance synthetic fiber also used in the crash pads of the [[Mars Rover]] and Mars Rover landing systems.<ref>https://about.fb.com/news/2025/09/meta-ray-ban-display-ai-glasses-emg-wristband/ Meta Ray-Ban Display: AI Glasses With an EMG Wristband - Neural Band Design | Meta</ref> This material is described by Meta as "strong as steel when pulled, yet soft enough to bend," providing exceptional strength while remaining soft and flexible for comfortable all-day wear.<ref>https://about.fb.com/news/2025/09/meta-ray-ban-display-ai-glasses-emg-wristband/ Meta Ray-Ban Display: AI Glasses With an EMG Wristband - Materials | Meta</ref>


The device is available in three sizes (Size 1, 2, and 3) to accommodate different wrist dimensions.<ref>three_sizes</ref> Proper fit is critical for optimal sEMG signal detection, requiring professional fitting at authorized retailers before purchase.<ref>fitting_requirement</ref> The wristband is offered in two colors: Black and Sand, matching the available color options for Meta Ray-Ban Display glasses.<ref>color_options</ref>
The device is available in three sizes (Size 1, 2, and 3) to accommodate different wrist dimensions.<ref>https://www.meta.com/ai-glasses/meta-ray-ban-display/ New Meta Ray-Ban AI-Powered Display Glasses & Neural Band - Sizing | Meta Store</ref> Proper fit is critical for optimal sEMG signal detection, requiring professional fitting at authorized retailers before purchase.<ref>https://www.meta.com/ai-glasses/meta-ray-ban-display-glasses-and-neural-band/ Explore Meta Ray-Ban Display Glasses & Neural Band | Meta Store</ref> The wristband is offered in two colors: Black and Sand, matching the available color options for Meta Ray-Ban Display glasses.<ref>https://about.fb.com/news/2025/09/meta-ray-ban-display-ai-glasses-emg-wristband/ Meta Ray-Ban Display: AI Glasses With an EMG Wristband - Color Options | Meta</ref>


===Specifications===
===Specifications===
Line 136: Line 142:
! Feature !! Specification
! Feature !! Specification
|-
|-
| Battery Life || Up to 18 hours<ref>battery_life</ref>
| Battery Life || Up to 18 hours<ref>https://www.uploadvr.com/meta-ray-ban-display-hands-on-meta-neural-band/ Meta Ray-Ban Display Hands-On: A Flawless Wristband For Flawed Glasses | UploadVR</ref>
|-
|-
| Water Resistance || [[IPX7]] rating<ref>ipx7_rating</ref>
| Water Resistance || [[IPX7]] rating<ref>https://techpoint.africa/guide/meta-ray-ban-display-glasses/ Meta Ray-Ban display glasses (2025): AI features, specs & EMG explained | TechPoint Africa</ref>
|-
|-
| Charging || Proprietary magnetic charger (included)<ref>charging_method</ref>
| Charging || Proprietary magnetic charger (included)<ref>https://techpoint.africa/guide/meta-ray-ban-display-glasses/ Meta Ray-Ban display glasses (2025): AI features, specs & EMG explained - Charging | TechPoint Africa</ref>
|-
|-
| Connectivity || [[Bluetooth]]<ref>bluetooth_connectivity</ref>
| Connectivity || [[Bluetooth]]<ref>https://www.meta.com/ai-glasses/meta-ray-ban-display/ New Meta Ray-Ban AI-Powered Display Glasses & Neural Band - Connectivity | Meta Store</ref>
|-
|-
| Haptic Feedback || Yes (immediate gesture recognition feedback)<ref>haptic_feedback</ref>
| Haptic Feedback || Yes (immediate gesture recognition feedback)<ref>https://www.uploadvr.com/meta-ray-ban-display-hands-on-meta-neural-band/ Meta Ray-Ban Display Hands-On - Haptic Feedback | UploadVR</ref>
|-
|-
| Sensors || [[sEMG]] sensor array, [[IMU]] (accelerometer, gyroscope, orientation)<ref>sensor_types</ref>
| Sensors || [[sEMG]] sensor array (16 channels), [[IMU]] (accelerometer, gyroscope, orientation)<ref>https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology - Sensors | Meta</ref>
|-
|-
| Weight || Lightweight (exact weight not disclosed)<ref>lightweight_design</ref>
| Weight || Lightweight (exact weight not disclosed)<ref>https://www.techbuzz.ai/articles/meta-launches-ray-ban-display-glasses-with-neural-wristband Meta Launches Ray-Ban Display Glasses With Neural Wristband - Design | TechBuzz.ai</ref>
|-
|-
| Sizes Available || 3 (Small, Medium, Large)<ref>size_availability</ref>
| Sizes Available || 3 (Small, Medium, Large equivalents)<ref>https://www.meta.com/ai-glasses/meta-ray-ban-display/ New Meta Ray-Ban AI-Powered Display Glasses & Neural Band - Sizes | Meta Store</ref>
|-
| Latency || Milliseconds (very low)<ref>https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology - Latency | Meta</ref>
|-
| Materials || [[Vectran]] (durable and flexible)<ref>https://about.fb.com/news/2025/09/meta-ray-ban-display-ai-glasses-emg-wristband/ Meta Ray-Ban Display: AI Glasses With an EMG Wristband - Materials Specification | Meta</ref>
|-
| Colors || Black, Sand<ref>https://about.fb.com/news/2025/09/meta-ray-ban-display-ai-glasses-emg-wristband/ Meta Ray-Ban Display: AI Glasses With an EMG Wristband - Colors | Meta</ref>
|}
|}


Line 156: Line 168:


===Current Gesture Set===
===Current Gesture Set===
The Meta Neural Band recognizes four primary gestures in its initial consumer release:<ref>four_gestures</ref>
The Meta Neural Band recognizes four primary gestures in its initial consumer release:<ref>https://www.uploadvr.com/meta-ray-ban-display-hands-on-meta-neural-band/ Meta Ray-Ban Display Hands-On - Gesture Set | UploadVR</ref>


{| class="wikitable"
{| class="wikitable"
! Gesture !! Function !! Description
! Gesture !! Function !! Description
|-
|-
| Thumb-to-Index Pinch || Click/Select || Primary selection gesture for activating buttons and links<ref>pinch_click</ref>
| Thumb-to-Index Pinch || Click/Select || Primary selection gesture for activating buttons, links, viewing messages, and selecting photos/videos<ref>https://www.uploadvr.com/meta-ray-ban-display-hands-on-meta-neural-band/ Meta Ray-Ban Display Hands-On - Click Gesture | UploadVR</ref>
|-
|-
| Thumb-to-Middle Pinch || Back/Menu || Single tap returns to previous screen; double tap toggles display on/off<ref>middle_pinch</ref>
| Thumb-to-Middle Pinch || Back/Menu || Single tap returns to previous screen; double tap toggles display on/off<ref>https://www.uploadvr.com/meta-ray-ban-display-hands-on-meta-neural-band/ Meta Ray-Ban Display Hands-On - Menu Gesture | UploadVR</ref>
|-
|-
| Thumb Swipe || Scroll || Swiping thumb against side of index finger acts as virtual D-pad for scrolling content<ref>thumb_swipe</ref>
| Thumb Swipe || Scroll/Navigation || Swiping thumb against side of index finger acts as virtual D-pad for scrolling content, navigating through recipe steps, or music playback<ref>https://www.uploadvr.com/meta-semg-wristband-gestures-nature-paper/ Meta Details EMG Wristband Gestures You'll Use To Control Its HUD & AR Glasses | UploadVR</ref>
|-
|-
| Pinch-and-Twist || Volume/Zoom || Pinching with thumb and index finger while rotating wrist adjusts volume or camera zoom<ref>pinch_twist</ref>
| Pinch-and-Twist || Volume/Zoom || Pinching with thumb and index finger while rotating wrist adjusts volume or camera zoom<ref>https://www.uploadvr.com/meta-ray-ban-display-hands-on-meta-neural-band/ Meta Ray-Ban Display Hands-On - Volume Gesture | UploadVR</ref>
|}
|}


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.<ref>hands_down_interaction</ref>
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.<ref>https://www.roadtovr.com/hands-on-meta-ray-ban-display-glasses-neural-band-offer-a-glimpse-of-future-ar-glasses/ Hands-on: Meta Ray-Ban Display Glasses & Neural Band Offer a Glimpse of Future AR Glasses | Road to VR</ref> The device provides haptic feedback to confirm successful gesture recognition, enhancing user confidence in interactions.<ref>https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology - Haptic Feedback | Meta</ref>


===Future Input Methods===
===Future Input Methods===
Meta announced plans to release a software update in December 2025 that will enable [[handwriting recognition]] by allowing users to trace letters on a physical surface (such as their leg) with their index finger.<ref>handwriting_update</ref> Research demonstrations have shown the system capable of recognizing handwritten input at approximately 20.9 words per minute, with potential for improvement through personalization.<ref>handwriting_speed</ref>
Meta announced plans to release a software update in December 2025 that will enable [[handwriting recognition]] by allowing users to trace letters on a physical surface (such as their leg) with their index finger.<ref>https://www.uploadvr.com/meta-ray-ban-display-hands-on-meta-neural-band/ Meta Ray-Ban Display Hands-On - Text Entry | UploadVR</ref> Research demonstrations have shown the system capable of recognizing handwritten input at approximately 20.9 words per minute, with potential for improvement through personalization.<ref>https://www.nature.com/articles/s41586-025-09255-w A generic non-invasive neuromotor interface for human-computer interaction - Handwriting Performance | Nature</ref>


Future capabilities may include virtual keyboard emulation, with Meta previously demonstrating prototypes capable of typing speeds approaching traditional keyboard input by around 2028.<ref>keyboard_future</ref>
Future capabilities may include virtual keyboard emulation and typing messages using subtle finger movements on any surface, with Meta previously demonstrating prototypes capable of typing speeds approaching traditional keyboard input by around 2028.<ref>https://www.uploadvr.com/zuckerberg-neural-wristband-will-ship-in-the-next-few-years/ Zuckerberg: Neural Wristband To Ship In 'Next Few Years' - Future Capabilities | UploadVR</ref>


==Compatibility and Requirements==
==Compatibility and Requirements==


===Primary Platform===
===Primary Platform===
The Meta Neural Band is designed to work exclusively with [[Meta Ray-Ban Display]] glasses in its first consumer release.<ref>rayban_exclusive</ref> The device requires:
The Meta Neural Band is designed to work exclusively with [[Meta Ray-Ban Display]] glasses in its first consumer release.<ref>https://www.meta.com/ai-glasses/meta-ray-ban-display/ New Meta Ray-Ban AI-Powered Display Glasses & Neural Band - Compatibility | Meta Store</ref> The device requires:


* Meta Ray-Ban Display glasses (included in purchase)
* Meta Ray-Ban Display glasses (included in purchase)
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* [[Meta AI]] mobile app installed
* [[Meta AI]] mobile app installed
* Active [[Meta account]]
* Active [[Meta account]]
* Internet connection for [[cloud]]-enabled features<ref>system_requirements</ref>
* Internet connection for [[cloud]]-enabled features<ref>https://www.meta.com/ai-glasses/meta-ray-ban-display/ New Meta Ray-Ban AI-Powered Display Glasses & Neural Band - Requirements | Meta Store</ref>


===Future Platforms===
===Future Platforms===
Meta has confirmed the Neural Band will serve as the primary input method for future AR products, including:
Meta has confirmed the Neural Band will serve as the primary input method for future AR products, including:


* '''[[Orion]] AR Glasses''': Meta's prototype true AR glasses demonstrated at Connect 2024, featuring 70-degree field of view<ref>orion_compatibility</ref>
* '''[[Orion]] AR Glasses''': Meta's prototype true AR glasses demonstrated at Connect 2024, featuring 70-degree field of view<ref>https://www.uploadvr.com/meta-connect-2024-orion-prototype-ar-glasses/ Meta's 'Orion' Prototype AR Glasses Have 70 Degree FOV | UploadVR</ref>
* '''Future AR Glasses''': Consumer versions of true AR glasses planned for release around 2027<ref>future_ar_glasses</ref>
* '''Future AR Glasses''': Consumer versions of true AR glasses planned for release around 2027<ref>https://www.uploadvr.com/meta-hud-glasses-price-features-input-device-reportedly-revealed/ Meta HUD Glasses Price, Features & Input Device Reportedly Revealed | UploadVR</ref>
* '''Potential Standalone Use''': [[Mark Zuckerberg]] has suggested the wristband could evolve into its own platform, potentially controlling devices beyond Meta's ecosystem<ref>standalone_potential</ref>
* '''Potential Standalone Use''': [[Mark Zuckerberg]] has suggested the wristband could evolve into its own platform, potentially controlling devices beyond Meta's ecosystem, including [[smart home]] systems, [[gaming consoles]], and [[computers]]<ref>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 This Meta Connect reveal could change AR and gaming forever | Laptop Mag</ref>


==Applications and Use Cases==
==Applications and Use Cases==


===Smart Glasses Control===
===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.<ref>display_specs</ref> Users can navigate the glasses' interface to:
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.<ref>https://www.uploadvr.com/meta-ray-ban-display-now-available-in-us-stores/ Meta Ray-Ban Display Is Now On Sale, But Only In Select US Stores | UploadVR</ref> 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
* Check notifications
* View [[Meta AI]] responses with visual guidance
* Hands-free messaging and video calling
* Access navigation with turn-by-turn directions
* Real-time camera previews and media sharing
* Control camera and preview photos
* Access navigation with turn-by-turn directions (beta in select cities)
* View real-time translations
* Live captions and translations in supported languages
* Manage media playback<ref>glasses_features</ref>
* Music control with on-display cards and media playback management<ref>https://about.fb.com/news/2025/09/meta-ray-ban-display-ai-glasses-emg-wristband/ Meta Ray-Ban Display: AI Glasses With an EMG Wristband - Features | Meta</ref>


===Accessibility===
===Accessibility===
The sEMG-based input method offers significant accessibility benefits for individuals with limited mobility.<ref>accessibility_benefits</ref> The technology can detect intended movements even when users cannot produce large physical gestures, making it potentially useful for individuals with:
The sEMG-based input method offers significant accessibility benefits for individuals with limited mobility.<ref>https://virtual.reality.news/news/meta-ray-ban-display-glasses-neural-interface-revolution/ Meta Ray-Ban Display Glasses: Neural Interface Revolution | Next Reality</ref> The technology can detect intended movements even when users cannot produce large physical gestures, making it potentially useful for individuals with:


* [[Spinal cord injuries]]
* [[Spinal cord injuries]]
* [[Stroke]] survivors with limited motor function
* [[Stroke]] survivors with limited motor function
* Conditions causing [[tremors]] or involuntary movements
* Conditions causing [[tremors]] or involuntary movements
* Users with fewer than five fingers<ref>accessibility_applications</ref>
* Reduced hand dexterity
* Users with fewer than five fingers<ref>https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology - Accessibility | Meta</ref>


The ability to control devices with minimal movement while hands rest comfortably addresses challenges faced by users who experience pain or fatigue from traditional input methods.<ref>reduced_movement_benefit</ref>
Meta has collaborated with research institutions like [[Carnegie Mellon University]] to develop and refine accessibility features.<ref>https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology - Research Collaboration | Meta</ref> The ability to control devices with minimal movement while hands rest comfortably addresses challenges faced by users who experience pain or fatigue from traditional input methods.<ref>https://virtual.reality.news/news/meta-ray-ban-display-glasses-neural-interface-revolution/ Meta Ray-Ban Display Glasses: Neural Interface Revolution - Benefits | Next Reality</ref>


==Reception==
==Reception==
===Recognition and Awards===
The Meta Neural Band's recognition as one of [[TIME Magazine]]'s Best Inventions of 2025 highlights its innovative approach to human-computer interaction.<ref>https://time.com/collections/best-inventions-2025/7318319/meta-ray-ban-display/ TIME's Best Inventions of 2025: Meta Ray-Ban Display | TIME Magazine</ref>


===Hands-On Reviews===
===Hands-On Reviews===
Early hands-on reviews from [[Meta Connect 2025]] praised the Meta Neural Band's performance, with several reviewers describing it as working "like magic."<ref>magic_reviews</ref> ''[[UploadVR]]'' reported a 100% gesture recognition success rate during their testing session, with immediate haptic feedback confirming each detected gesture.<ref>uploadvr_success_rate</ref> ''[[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."<ref>roadtovr_review</ref>
Early hands-on reviews from [[Meta Connect 2025]] praised the Meta Neural Band's performance, with several reviewers describing it as working "like magic."<ref>https://www.uploadvr.com/meta-ray-ban-display-hands-on-meta-neural-band/ Meta Ray-Ban Display Hands-On: A Flawless Wristband For Flawed Glasses - Reception | UploadVR</ref> ''[[UploadVR]]'' reported a 100% gesture recognition success rate during their testing session, with immediate haptic feedback confirming each detected gesture.<ref>https://www.uploadvr.com/meta-ray-ban-display-hands-on-meta-neural-band/ Meta Ray-Ban Display Hands-On: A Flawless Wristband For Flawed Glasses - Performance | UploadVR</ref>
 
''[[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."<ref>https://www.roadtovr.com/hands-on-meta-ray-ban-display-glasses-neural-band-offer-a-glimpse-of-future-ar-glasses/ Hands-on: Meta Ray-Ban Display Glasses & Neural Band Offer a Glimpse of Future AR Glasses | Road to VR</ref>
 
''[[Tom's Guide]]'' described the Meta Ray-Ban Display glasses as "the best smart glasses" they had tested, highlighting the "intuitive wrist gestures" as a key feature.<ref>https://techpoint.africa/guide/meta-ray-ban-display-glasses/ Meta Ray-Ban display glasses (2025): AI features, specs & EMG explained - Reviews | TechPoint Africa</ref>
 
===User Feedback===
Early user feedback highlights the band's intuitive control and precision.<ref>https://x.com/NoahH789_/status/1976758242169831434 Noah Nathaniel on X</ref> Some users noted occasional needs for readjustment during extended use to maintain optimal signal detection.<ref>https://x.com/NoahH789_/status/1976758242169831434 Noah Nathaniel on X - User Feedback</ref> Comparisons have been drawn to similar devices like the [[Mudra Link]], emphasizing the Neural Band's EMG precision and haptic feedback.<ref>https://x.com/tom_krikorian/status/1976718103519043707 Tom Krikorian on X</ref>


''[[Tom's Guide]]'' described the Meta Ray-Ban Display glasses as "the best smart glasses" they had tested, highlighting the "intuitive wrist gestures" as a key feature.<ref>tomsguide_review</ref>
Suggestions from users include potential integrations with fitness trackers like [[WHOOP]] for multifunctional wearables, combining health monitoring with gesture control capabilities.<ref>https://x.com/VaibhavGunner/status/1977239633403543707 Vaibhav Tyagi on X</ref>


===Technical Achievement===
===Technical Achievement===
The ''Nature'' publication of Meta's research was recognized as a significant milestone in [[brain-computer interface]] (BCI) and [[human-computer interaction]] (HCI) fields.<ref>nature_significance</ref> Dario Farina, a professor of bioengineering at [[Imperial College London]], stated: "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."<ref>farina_quote</ref>
The ''Nature'' publication of Meta's research was recognized as a significant milestone in [[brain-computer interface]] (BCI) and [[human-computer interaction]] (HCI) fields.<ref>https://techxplore.com/news/2025-07-meta-wristband-breakthrough-digital-devices.html Meta's wristband breakthrough lets you use digital devices without touching them | TechXplore</ref> Dario Farina, a professor of bioengineering at [[Imperial College London]], stated: "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."<ref>https://www.thestar.com.my/tech/tech-news/2025/07/24/meta-unveils-wristband-for-controlling-computers-with-hand-gestures Meta unveils wristband for controlling computers with hand gestures | The Star</ref>


===Challenges===
===Challenges===
Line 233: Line 257:
* Limited field of view (20 degrees)
* Limited field of view (20 degrees)
* Performance issues with the [[Qualcomm Snapdragon AR1 Gen 1]] chipset
* Performance issues with the [[Qualcomm Snapdragon AR1 Gen 1]] chipset
* Weight increase compared to non-display Ray-Ban Meta glasses<ref>glasses_limitations</ref>
* Weight increase compared to non-display Ray-Ban Meta glasses<ref>https://www.uploadvr.com/meta-ray-ban-display-hands-on-meta-neural-band/ Meta Ray-Ban Display Hands-On: A Flawless Wristband For Flawed Glasses - Limitations | UploadVR</ref>


==Availability and Pricing==
==Availability and Pricing==


===Initial Release===
===Initial Release===
The Meta Neural Band launched on September 30, 2025, exclusively bundled with Meta Ray-Ban Display glasses at a combined price of $799 USD.<ref>launch_price</ref> The device cannot be purchased separately and is only available through authorized retailers in the [[United States]], including:
The Meta Neural Band launched on September 30, 2025, exclusively bundled with Meta Ray-Ban Display glasses at a combined price of $799 USD.<ref>https://about.fb.com/news/2025/09/meta-ray-ban-display-ai-glasses-emg-wristband/ Meta Ray-Ban Display: AI Glasses With an EMG Wristband - Pricing | Meta</ref> The device cannot be purchased separately and is only available through authorized retailers in the [[United States]], including:


* [[Best Buy]]
* [[Best Buy]]
Line 244: Line 268:
* Sunglass Hut
* Sunglass Hut
* [[Ray-Ban]] stores
* [[Ray-Ban]] stores
* Select [[Verizon]] stores<ref>retail_locations</ref>
* Select [[Verizon]] stores<ref>https://www.hollywoodreporter.com/lifestyle/shopping/buy-meta-ray-ban-display-neural-band-ai-smart-glasses-1236378557/ How To Buy Meta Ray-Ban Display & Neural Band AI Smart Glasses | The Hollywood Reporter</ref>


Purchase requires scheduling an in-person demonstration and professional fitting to ensure proper wristband size selection.<ref>demo_requirement</ref>
Purchase requires scheduling an in-person demonstration and professional fitting to ensure proper wristband size selection.<ref>https://www.meta.com/ai-glasses/meta-ray-ban-display/ New Meta Ray-Ban AI-Powered Display Glasses & Neural Band - Purchase | Meta Store</ref>


===International Expansion===
===International Expansion===
Meta announced plans to expand availability to [[Canada]], [[France]], [[Italy]], and the [[United Kingdom]] in early 2026.<ref>international_expansion</ref> The company stated it would eventually sell the product online after gathering feedback from the initial retail-only launch.<ref>online_future</ref>
Meta announced plans to expand availability to [[Canada]], [[France]], [[Italy]], and the [[United Kingdom]] in early 2026.<ref>https://mobilesyrup.com/2025/09/17/meta-ray-ban-display-reveal-canada-launch-early-2026/ Meta Ray-Ban Display announced, coming to Canada in early 2026 | Mobile Syrup</ref> The company stated it would eventually sell the product online after gathering feedback from the initial retail-only launch.<ref>https://www.uploadvr.com/meta-ray-ban-display-now-available-in-us-stores/ Meta Ray-Ban Display Is Now On Sale, But Only In Select US Stores - Future Availability | UploadVR</ref>


==Competing Technologies==
==Competing Technologies==


===Mudra Link===
===Mudra Link===
At [[Consumer Electronics Show|CES]] 2025, a competing device called [[Mudra Link]] was demonstrated, offering similar EMG-based gesture control for $199.<ref>mudra_link</ref> The Mudra Link claims cross-platform compatibility with various AR and XR devices, including [[TCL RayNeo X3 Pro]] and [[Apple Vision Pro]], and includes pressure detection features not present in the initial Meta Neural Band release.<ref>mudra_features</ref>
At [[Consumer Electronics Show|CES]] 2025, a competing device called [[Mudra Link]] was demonstrated, offering similar EMG-based gesture control for $199.<ref>https://www.uploadvr.com/mudra-link-is-a-200-meta-neural-wristband-alternative-for-any-device/ Mudra Link Is A $200 Meta Neural Wristband Alternative | UploadVR</ref> The Mudra Link claims cross-platform compatibility with various AR and XR devices, including [[TCL RayNeo X3 Pro]] and [[Apple Vision Pro]], and includes pressure detection features not present in the initial Meta Neural Band release.<ref>https://www.uploadvr.com/mudra-link-is-a-200-meta-neural-wristband-alternative-for-any-device/ Mudra Link Is A $200 Meta Neural Wristband Alternative - Features | UploadVR</ref>


===Traditional Input Methods===
===Traditional Input Methods===
The Meta Neural Band competes with several established input methods for AR/VR:
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 has occlusion limitations<ref>optical_comparison</ref>
* '''[[Optical hand tracking]]''': Used by [[Meta Quest]] headsets and [[Apple Vision Pro]], relies on cameras and has occlusion limitations<ref>https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology - Comparison | Meta</ref>
* '''[[Controllers]]''': Traditional handheld input devices offering precise control but requiring users to hold and manipulate physical objects<ref>controller_comparison</ref>
* '''[[Controllers]]''': Traditional handheld input devices offering precise control but requiring users to hold and manipulate physical objects<ref>https://www.vrs.org.uk/zuckerberg-suggests-meta-neural-wristband-will-launch-in-next-few-years/ Zuckerberg Suggests Meta Neural Wristband Will Launch 'In Next Few Years' - Comparison | Virtual Reality Society</ref>
* '''[[Voice input]]''': Speech-based control that may be socially awkward or impractical in certain environments<ref>voice_comparison</ref>
* '''[[Voice input]]''': Speech-based control that may be socially awkward or impractical in certain environments<ref>https://www.roadtovr.com/hands-on-meta-ray-ban-display-glasses-neural-band-offer-a-glimpse-of-future-ar-glasses/ Hands-on: Meta Ray-Ban Display Glasses & Neural Band Offer a Glimpse of Future AR Glasses - Input Methods | Road to VR</ref>
* '''[[Eye tracking]]''': Gaze-based selection used in devices like [[Apple Vision Pro]], often combined with hand gestures<ref>eye_tracking_comparison</ref>
* '''[[Eye tracking]]''': Gaze-based selection used in devices like [[Apple Vision Pro]], often combined with hand gestures<ref>https://mudra-band.com/blogs/trends/using-neural-wristband-gestures-to-interact-with-ar-glasses Using Neural Wristband Gestures to Interact with AR Glasses | Mudra Band</ref>


==Scientific Contributions==
==Scientific Contributions==


===Published Research===
===Published Research===
Meta released extensive documentation of its EMG research to the scientific community:<ref>scientific_release</ref>
Meta released extensive documentation of its EMG research to the scientific community:<ref>https://www.hackster.io/news/meta-shows-off-its-promised-mind-reading-wristband-after-canceling-its-brain-computer-interface-de62076fe61b Meta Shows Off Its Promised Mind-Reading Wristband, After Canceling Its Brain-Computer Interface | Hackster.io</ref>


* '''Nature Paper''': "A generic non-invasive neuromotor interface for human-computer interaction" (July 2025)<ref>nature_paper_full</ref>
* '''Nature Paper''': "A generic non-invasive neuromotor interface for human-computer interaction" (July 2025)<ref>https://www.nature.com/articles/s41586-025-09255-w A generic non-invasive neuromotor interface for human-computer interaction | Nature</ref>
* '''Public Dataset''': Over 100 hours of sEMG recordings from 100 participants per task type (discrete gestures, handwriting, wrist movements)<ref>dataset_release</ref>
* '''Public Dataset''': Over 100 hours of sEMG recordings from 100 participants per task type (discrete gestures, handwriting, wrist movements)<ref>https://github.com/facebookresearch/generic-neuromotor-interface Generic Neuromotor Interface Dataset | GitHub</ref>
* '''Open Source Code''': GitHub repository containing model implementations, training code, and evaluation tools<ref>github_repo</ref>
* '''Open Source Code''': GitHub repository containing model implementations, training code, and evaluation tools<ref>https://github.com/facebookresearch/generic-neuromotor-interface generic-neuromotor-interface: Code for exploring surface electromyography (sEMG) data | GitHub</ref>


The research demonstrated three key tasks:
The research demonstrated three key tasks:
* '''Discrete Gesture Recognition''': 0.88 gesture detections per second<ref>gesture_metric</ref>
* '''Discrete Gesture Recognition''': 0.88 gesture detections per second<ref>https://www.nature.com/articles/s41586-025-09255-w A generic non-invasive neuromotor interface for human-computer interaction - Performance Metrics | Nature</ref>
* '''Continuous Navigation''': 0.66 target acquisitions per second<ref>navigation_metric</ref>
* '''Continuous Navigation''': 0.66 target acquisitions per second<ref>https://www.researchgate.net/publication/393955605_A_generic_non-invasive_neuromotor_interface_for_human-computer_interaction A generic non-invasive neuromotor interface for human-computer interaction | ResearchGate</ref>
* '''Handwriting Recognition''': 20.9 words per minute (median performance)<ref>handwriting_metric</ref>
* '''Handwriting Recognition''': 20.9 words per minute (median performance)<ref>https://techxplore.com/news/2025-07-meta-wristband-breakthrough-digital-devices.html Meta's wristband breakthrough lets you use digital devices without touching them - Performance | TechXplore</ref>


===Contributors===
===Contributors===
The ''Nature'' paper listed contributions from Meta's Reality Labs team, with lead authors [[Patrick Kaifosh]] (Director of Research Science) and [[Thomas Reardon]] (Vice President of Neuromotor Interfaces).<ref>paper_authors</ref> The three-page contributor list indicated the extensive collaborative effort behind the project's development.<ref>contributor_list</ref>
The ''Nature'' paper listed contributions from Meta's Reality Labs team, with lead authors [[Patrick Kaifosh]] (Director of Research Science) and [[Thomas Reardon]] (Vice President of Neuromotor Interfaces).<ref>https://pubmed.ncbi.nlm.nih.gov/40702190/ A generic non-invasive neuromotor interface for human-computer interaction - Authors | PubMed</ref> The three-page contributor list indicated the extensive collaborative effort behind the project's development.<ref>https://www.from-the-interface.com/ctrl-labs-neural-interface-beyong-handwriting/ Beyond Handwriting: Speculating on what is next for Ctrl Labs' Wristband Neural Interface | From the Interface</ref>


==Impact on Computing==
==Impact on Computing==


===Next-Generation Input Paradigm===
===Next-Generation Input Paradigm===
Meta positions the Neural Band as representing a fundamental shift in [[human-computer interaction]], replacing touchscreens, buttons, and traditional input devices with direct neural signal interpretation.<ref>paradigm_shift</ref> [[Mark Zuckerberg]] described it as potentially becoming "a pretty big deal" and suggested it could evolve beyond AR glasses to become a universal input method for controlling all digital devices, including [[smart home]] systems, [[gaming consoles]], and [[computers]].<ref>zuckerberg_vision</ref>
Meta positions the Neural Band as representing a fundamental shift in [[human-computer interaction]], replacing touchscreens, buttons, and traditional input devices with direct neural signal interpretation.<ref>https://about.fb.com/news/2025/09/meta-ray-ban-display-ai-glasses-emg-wristband/ Meta Ray-Ban Display: AI Glasses With an EMG Wristband - Vision | Meta</ref> [[Mark Zuckerberg]] described it as potentially becoming "a pretty big deal" and suggested it could evolve beyond AR glasses to become a universal input method for controlling all digital devices.<ref>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 This Meta Connect reveal could change AR and gaming forever - Zuckerberg Vision | Laptop Mag</ref>


===Privacy and Safety===
===Privacy and Safety===
Meta emphasizes that the Neural Band only reads outgoing motor signals from the brain to muscles, and cannot "read minds" or access thoughts.<ref>not_mind_reading</ref> [[Thomas Reardon]] clarified: "This is coming from the part of the brain that controls motor information, not thought. It sees what you are about to do."<ref>reardon_clarification</ref> All signal processing occurs locally on the device, with no raw EMG data transmitted to Meta's servers.<ref>local_privacy</ref>
Meta emphasizes that the Neural Band only reads outgoing motor signals from the brain to muscles, and cannot "read minds" or access thoughts.<ref>https://blogs.expandreality.io/meta-are-enhancing-vr-experiences-with-neural-wristbands Meta are Enhancing VR Experiences with Neural Wristbands - Privacy | Expand Reality</ref> [[Thomas Reardon]] clarified: "This is coming from the part of the brain that controls motor information, not thought. It sees what you are about to do."<ref>https://www.thestar.com.my/tech/tech-news/2025/07/24/meta-unveils-wristband-for-controlling-computers-with-hand-gestures Meta unveils wristband for controlling computers with hand gestures - How It Works | The Star</ref> All signal processing occurs locally on the device, with no raw EMG data transmitted to Meta's servers.<ref>https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology - Privacy & Security | Meta</ref>


==See Also==
==See Also==
Line 299: Line 323:
* [[Human-computer interaction]]
* [[Human-computer interaction]]
* [[Gesture recognition]]
* [[Gesture recognition]]
* [[Surface electromyography]]


==References==
==References==
<references>
<references />
<ref name="meta_official_emg">Meta Platforms (2025). "EMG Wristbands and Technology". Meta.com. Retrieved October 13, 2025. https://www.meta.com/emerging-tech/emg-wearable-technology/</ref>
<ref name="meta_connect_2025">Meta Platforms (September 17, 2025). "Meta Ray-Ban Display: AI Glasses With an EMG Wristband". About.fb.com. Retrieved October 13, 2025. https://about.fb.com/news/2025/09/meta-ray-ban-display-ai-glasses-emg-wristband/</ref>
<ref name="uploadvr_handson">Lang, Ben (September 2025). "Meta Ray-Ban Display Hands-On: A Flawless Wristband For Flawed Glasses". UploadVR. Retrieved October 13, 2025. https://www.uploadvr.com/meta-ray-ban-display-hands-on-meta-neural-band/</ref>
<ref name="ctrl_labs_acquisition">Wagner, Kurt (September 23, 2019). "Facebook buys CTRL-Labs, which makes a bracelet that measures neuron activity". Bloomberg. Retrieved October 13, 2025. https://www.techmeme.com/190923/p32</ref>
<ref name="techspot_emg">Spencer, Allen (July 24, 2025). "Meta builds wristband that can control devices with a flick of the wrist". TechSpot. Retrieved October 13, 2025. https://www.techspot.com/news/108797-meta-builds-wristband-can-control-devices-flick-wrist.html</ref>
<ref name="reardon_meta">Mixed News (April 29, 2024). "A key figure in Meta's AR research is stepping down". Mixed-news.com. Retrieved October 13, 2025. https://mixed-news.com/en/thomas-reardon-meta-departure/</ref>
<ref name="meta_2021_demo">UploadVR (March 20, 2023). "Facebook AR/VR VP: CTRL Labs Wristbands Years, Not Decades, Away". UploadVR. Retrieved October 13, 2025. https://www.uploadvr.com/facebook-bosworth-ctrl-labs-years/</ref>
<ref name="nature_paper">Kaifosh, Patrick; Reardon, Thomas R.; et al. (July 23, 2025). "A generic non-invasive neuromotor interface for human-computer interaction". Nature. Retrieved October 13, 2025. https://www.nature.com/articles/s41586-025-09255-w</ref>
<ref name="nature_publication">Kaifosh, Patrick; Reardon, Thomas R.; CTRL-labs at Reality Labs (July 23, 2025). "A generic non-invasive neuromotor interface for human-computer interaction". PubMed. PMID 40702190. Retrieved October 13, 2025. https://pubmed.ncbi.nlm.nih.gov/40702190/</ref>
<ref name="nature_metrics">TechXplore (July 25, 2025). "Meta's wristband breakthrough lets you use digital devices without touching them". TechXplore.com. Retrieved October 13, 2025. https://techxplore.com/news/2025-07-meta-wristband-breakthrough-digital-devices.html</ref>
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</references>


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