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Meta Neural Band

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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]

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, Viswanath Sivakumar
Developer Meta Platforms, Reality Labs, CTRL Labs
Manufacturer Meta Platforms
Announcement Date September 17, 2025
Release Date September 30, 2025
Price $799 USD (bundled with Meta Ray-Ban Display glasses)
Website https://www.meta.com/emerging-tech/emg-wearable-technology/
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
Image
Optics
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 Very low (can detect signals before visible movement)
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 Lightweight (exact weight unspecified)
Material Vectran (same material used in Mars Rover crash pads)
Haptics Yes (haptic feedback for gesture recognition)
Color Black, Sand
Sensors sEMG sensors (16 channels), IMU (accelerometer, gyroscope)
Input Gesture-based input via muscle signals
Compliance IPX7 water resistance
Size Three sizes available (Size 1, 2, 3)

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.[2] The device is exclusively bundled with Meta Ray-Ban Display AI glasses, priced at $799 USD for the combined package.[3]

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.[4] The device enables discrete, always-available interaction without touching the glasses, using voice input, or requiring hands to be visible to cameras.[5]

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, for an estimated $500 million to $1 billion.[6] CTRL Labs had been developing wrist-based EMG technology since at least 2015, pioneering the use of muscle signal detection for computer input.[7]

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.[8] Under his leadership, the project evolved from early research prototypes into a consumer-ready product.

Research and Development Timeline

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.[9] 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.[10]

In July 2025, Meta published peer-reviewed research in the scientific journal Nature, titled "A generic non-invasive neuromotor interface for human-computer interaction."[11] 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.[12]

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.[13] 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.[14]

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.[15]

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.[16] The Nature paper featured a three-page contributor list indicating the extensive collaborative effort behind the project's development.[17]

Technology

Electromyography (sEMG)

The Meta Neural Band employs surface electromyography (sEMG) technology, which measures electrical activity produced by skeletal muscles.[18] 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.[19]

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.[20] This approach offers several advantages over optical tracking:

  • Zero occlusion issues: Functions regardless of hand visibility or lighting conditions, including complete darkness[21]
  • Low latency: Can detect neural signals before fingers visibly move, potentially achieving negative latency[22]
  • Subtle input: Allows control with minimal movement, enabling interaction while hands rest at the user's side, in pockets, or on lap[23]
  • High precision: Provides accurate finger tracking without the need for exaggerated movements[24]

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.[25] 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.[26]

The system's machine learning models process EMG signals locally on-device, ensuring privacy as the raw neural data never leaves the wristband.[27] The models can be further personalized through continued use, potentially improving performance by 16% with user-specific adaptation.[28]

Design and Hardware

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 and Mars Rover landing systems.[29] 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.[30]

The device is available in three sizes (Size 1, 2, and 3) to accommodate different wrist dimensions.[31] Proper fit is critical for optimal sEMG signal detection, requiring professional fitting at authorized retailers before purchase.[32] The wristband is offered in two colors: Black and Sand, matching the available color options for Meta Ray-Ban Display glasses.[33]

Specifications

Feature Specification
Battery Life Up to 18 hours[34]
Water Resistance IPX7 rating[35]
Charging Proprietary magnetic charger (included)[36]
Connectivity Bluetooth[37]
Haptic Feedback Yes (immediate gesture recognition feedback)[38]
Sensors sEMG sensor array (16 channels), IMU (accelerometer, gyroscope, orientation)[39]
Weight Lightweight (exact weight not disclosed)[40]
Sizes Available 3 (Small, Medium, Large equivalents)[41]
Latency Milliseconds (very low)[42]
Materials Vectran (durable and flexible)[43]
Colors Black, Sand[44]

Gestures and Input Methods

Current Gesture Set

The Meta Neural Band recognizes four primary gestures in its initial consumer release:[45]

Gesture Function Description
Thumb-to-Index Pinch Click/Select Primary selection gesture for activating buttons, links, viewing messages, and selecting photos/videos[46]
Thumb-to-Middle Pinch Back/Menu Single tap returns to previous screen; double tap toggles display on/off[47]
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[48]
Pinch-and-Twist Volume/Zoom Pinching with thumb and index finger while rotating wrist adjusts volume or camera zoom[49]

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.[50] The device provides haptic feedback to confirm successful gesture recognition, enhancing user confidence in interactions.[51]

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.[52] Research demonstrations have shown the system capable of recognizing handwritten input at approximately 20.9 words per minute, with potential for improvement through personalization.[53]

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.[54]

Compatibility and Requirements

Primary Platform

The Meta Neural Band is designed to work exclusively with Meta Ray-Ban Display glasses in its first consumer release.[55] The device requires:

Future Platforms

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[57]
  • Future AR Glasses: Consumer versions of true AR glasses planned for release around 2027[58]
  • 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[59]

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.[60] 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[61]

Accessibility

The sEMG-based input method offers significant accessibility benefits for individuals with limited mobility.[62] The technology can detect intended movements even when users cannot produce large physical gestures, making it potentially useful for individuals with:

Meta has collaborated with research institutions like Carnegie Mellon University to develop and refine accessibility features.[64] 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.[65]

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.[66]

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."[67] UploadVR reported a 100% gesture recognition success rate during their testing session, with immediate haptic feedback confirming each detected gesture.[68]

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."[69]

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.[70]

User Feedback

Early user feedback highlights the band's intuitive control and precision.[71] Some users noted occasional needs for readjustment during extended use to maintain optimal signal detection.[72] Comparisons have been drawn to similar devices like the Mudra Link, emphasizing the Neural Band's EMG precision and haptic feedback.[73]

Suggestions from users include potential integrations with fitness trackers like WHOOP for multifunctional wearables, combining health monitoring with gesture control capabilities.[74]

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.[75] 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."[76]

Challenges

Some reviewers noted that while the Neural Band itself performed flawlessly, the initial Meta Ray-Ban Display glasses had limitations, including:

  • Monocular display causing disorientation for some users
  • 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[77]

Availability and Pricing

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.[78] The device cannot be purchased separately and is only available through authorized retailers in the United States, including:

Purchase requires scheduling an in-person demonstration and professional fitting to ensure proper wristband size selection.[80]

International Expansion

Meta announced plans to expand availability to Canada, France, Italy, and the United Kingdom in early 2026.[81] The company stated it would eventually sell the product online after gathering feedback from the initial retail-only launch.[82]

Competing Technologies

Mudra Link

At CES 2025, a competing device called Mudra Link was demonstrated, offering similar EMG-based gesture control for $199.[83] 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.[84]

Traditional Input Methods

The Meta Neural Band competes with several established input methods for AR/VR:

Scientific Contributions

Published Research

Meta released extensive documentation of its EMG research to the scientific community:[89]

  • Nature Paper: "A generic non-invasive neuromotor interface for human-computer interaction" (July 2025)[90]
  • Public Dataset: Over 100 hours of sEMG recordings from 100 participants per task type (discrete gestures, handwriting, wrist movements)[91]
  • Open Source Code: GitHub repository containing model implementations, training code, and evaluation tools[92]

The research demonstrated three key tasks:

  • Discrete Gesture Recognition: 0.88 gesture detections per second[93]
  • Continuous Navigation: 0.66 target acquisitions per second[94]
  • Handwriting Recognition: 20.9 words per minute (median performance)[95]

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).[96] The three-page contributor list indicated the extensive collaborative effort behind the project's development.[97]

Impact on Computing

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.[98] 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.[99]

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.[100] 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."[101] All signal processing occurs locally on the device, with no raw EMG data transmitted to Meta's servers.[102]

See Also

References

  1. ↑ https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology | Meta
  2. ↑ 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
  3. ↑ 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
  4. ↑ 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
  5. ↑ https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology - Discrete Interaction | Meta
  6. ↑ 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
  7. ↑ 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
  8. ↑ https://mixed-news.com/en/thomas-reardon-meta-departure/ A key figure in Meta's AR research is stepping down | Mixed News
  9. ↑ 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
  10. ↑ https://www.nature.com/articles/s41586-025-09255-w A generic non-invasive neuromotor interface for human-computer interaction | Nature
  11. ↑ https://pubmed.ncbi.nlm.nih.gov/40702190/ A generic non-invasive neuromotor interface for human-computer interaction | PubMed
  12. ↑ 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
  13. ↑ 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
  14. ↑ 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
  15. ↑ https://www.uploadvr.com/zuckerberg-neural-wristband-will-ship-in-the-next-few-years/ Zuckerberg: Neural Wristband To Ship In 'Next Few Years' | UploadVR
  16. ↑ https://x.com/viswanathgs/status/1977179351969153489 Viswanath Sivakumar on X
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  18. ↑ https://blogs.expandreality.io/meta-are-enhancing-vr-experiences-with-neural-wristbands Meta are Enhancing VR Experiences with Neural Wristbands | Expand Reality
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  75. ↑ 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
  76. ↑ 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
  77. ↑ 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
  78. ↑ 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
  79. ↑ 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
  80. ↑ https://www.meta.com/ai-glasses/meta-ray-ban-display/ New Meta Ray-Ban AI-Powered Display Glasses & Neural Band - Purchase | Meta Store
  81. ↑ 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
  82. ↑ 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
  83. ↑ 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
  84. ↑ 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
  85. ↑ https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology - Comparison | Meta
  86. ↑ 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
  87. ↑ 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
  88. ↑ 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
  89. ↑ 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
  90. ↑ https://www.nature.com/articles/s41586-025-09255-w A generic non-invasive neuromotor interface for human-computer interaction | Nature
  91. ↑ https://github.com/facebookresearch/generic-neuromotor-interface Generic Neuromotor Interface Dataset | GitHub
  92. ↑ https://github.com/facebookresearch/generic-neuromotor-interface generic-neuromotor-interface: Code for exploring surface electromyography (sEMG) data | GitHub
  93. ↑ https://www.nature.com/articles/s41586-025-09255-w A generic non-invasive neuromotor interface for human-computer interaction - Performance Metrics | Nature
  94. ↑ 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
  95. ↑ 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
  96. ↑ https://pubmed.ncbi.nlm.nih.gov/40702190/ A generic non-invasive neuromotor interface for human-computer interaction - Authors | PubMed
  97. ↑ 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
  98. ↑ 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
  99. ↑ 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
  100. ↑ https://blogs.expandreality.io/meta-are-enhancing-vr-experiences-with-neural-wristbands Meta are Enhancing VR Experiences with Neural Wristbands - Privacy | Expand Reality
  101. ↑ 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
  102. ↑ https://www.meta.com/emerging-tech/emg-wearable-technology/ EMG Wristbands and Technology - Privacy & Security | Meta
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