#Brain2Qwerty
We’re happy to announce 2 releases today:
- 🧠Brain2qwerty v1 is published at @Nature Neuroscience
- 🚀 Brain2Qwerty v2 is now publicly released

Explore how we decode sentences from non-invasive brain recordings: facebookresearch.github.io/brain2qwerty/

Code, papers, data below:
June 29, 2026 at 12:40 PM
Noninvasive neuroprosthesis breakthrough: Brain2Qwerty decodes sentences from brainwaves in 35 volunteers. High potential with no surgery needed! #Neurotech PMID:42374156, Nat Neurosci 2026, @NatureNeuro https://doi.org/10.1038/s41593-026-02303-2 #Medsky #Pharmsky #RNA #ASHG #ESHG 🧪
Noninvasive decoding of typed sentences from human brain activity | Nature Neuroscience
Modern neuroprostheses can now restore communication in patients who have lost the ability to speak or move. However, implanting these invasive devices comes with risks inherent to neurosurgery. Here we introduce a noninvasive method to decode the production of sentences from brain activity and demonstrate its efficacy in a cohort of 35 healthy volunteers. For this, we present Brain2Qwerty, a new deep learning architecture trained to decode sentences from either electro- or magnetoencephalography, while participants typed briefly memorized sentences on a QWERTY keyboard. With magnetoencephalography, Brain2Qwerty reaches, on average, a character error rate of 29% and substantially outperforms electroencephalography (character error rate: 65%). For the best participants, the model achieves a character error rate of 18%, and can perfectly decode a variety of sentences outside of the training set. Overall, these results narrow the gap between invasive and noninvasive methods and thus open
doi.org
September 30, 2026 at 9:00 PM
Metas KI-Modell Brain2Qwerty rekonstruiert getippte Sätze aus EEG- und MEG-Hirnströmen – ohne Implantate. Die KI erreicht im Schnitt 61 Prozent Wortgenauigkeit. #Künstliche Intelligenz
Meta dekodiert getippte Sätze aus Hirnströmen – ohne Operation
Metas KI-Modell Brain2Qwerty rekonstruiert getippte Sätze aus EEG- und MEG-Hirnströmen – ohne Implantate. Die KI erreicht im Schnitt 61 Prozent Wortgenauigkeit.
www.heise.de
July 2, 2026 at 4:50 PM
🔥”Brain-to-Text Decoding” is now out on ArXiv: arxiv.org/abs/2502.17480
Our paper from AI at Meta and @bcbl.bsky.social presents Brain2Qwerty, an AI model that decodes text from non-invasive recordings of the brain.

Below a detailed thread 🧵1/7
February 26, 2025 at 1:58 PM
Is AI an #exoskeleton for the mind, leading to atrophy? 🧠 🤖 🏃‍♂️

#ai #developer #creativity #brain2qwerty #dev #tech #llm #anthropic #claude #meta #google #grok
giftarticle.ft.com
July 2, 2026 at 2:49 AM
Meta AI Introduces Brain2Qwerty: A New Deep Learning Model for Decoding Sentences from Brain Activity with EEG or MEG while Participants Typed Briefly Memorized Sentences on a QWERTY Keyboard
Meta AI Introduces Brain2Qwerty: A New Deep Learning Model for Decoding Sentences from Brain Activity with EEG or MEG while Participants Typed Briefly Memorized Sentences on a QWERTY Keyboard
Meta AI Introduces Brain2Qwerty: A New Deep Learning Model for Decoding Sentences from Brain Activity with EEG and MEG
www.marktechpost.com
February 10, 2025 at 5:55 AM
🚀 #Brain-to-Text Decoding just got non-invasive! A groundbreaking study by .
@JeanRemiKing
introduces Brain2Qwerty: a deep learning model decoding sentences from brain activity using EEG/MEG. 🧠⌨️
ai.meta.com/research/pub...

#BCI #Neuroprostheses #AI #DeepLearning #EEG #MEG #MedicalInnovation
February 8, 2025 at 11:10 PM
RP
Metaが深層学習「Brain2Qwerty」を発表、脳波から文章解読 - ITmedia NEWS www.itmedia.co.jp/news/article...
Metaが深層学習「Brain2Qwerty」を発表、脳波から文章解読
Metaは、新しい深層学習アーキテクチャ「Brain2Qwerty」を発表した。人間がQWERTYキーボードで文章を入力している際の脳波または脳磁図から文章を解読する技術だ。
www.itmedia.co.jp
February 10, 2025 at 3:28 AM
Meta vient d'ouvrir Brain2Qwerty v2 : une IA qui décode vos pensées en texte via un casque non-invasif, sans implant chirurgical. 78% de précision mot-à-mot pour le meilleur participant (61% en moyenne).
Code et dataset en open source.

go.thibaud.dev/qSIM

#AI #Neurotech #OpenSource
From Brain Waves to Words: Brain2Qwerty Offers a New Path to Communication Without Surgery
Last year, we introduced Brain2Qwerty v1, research that uses AI to decode brain activity into text without any surgical implant. Now we're sharing the next step: Brain2Qwerty v2, the…
ai.meta.com
July 2, 2026 at 9:05 AM
From Brain Waves to Words: Brain2Qwerty Offers a New Path to Communication Without Surgery

ai.meta.com/blog/brain2q...

- 수술이 필요 없는 비침습적 뇌 신호(MEG)와 엔드투엔드 딥러닝 기술을 활용하여 실시간으로 문장을 복원하는 'Brain2Qwerty v2'가 개발되었음

- LLM 기반의 미세조정을 통해 평균 61% (최대 78%) 의 단어 정확도를 달성하여 기존 비침습적 방식 대비 성능을 높였음 (🧵1/2)
From Brain Waves to Words: Brain2Qwerty Offers a New Path to Communication Without Surgery
ai.meta.com
July 1, 2026 at 2:45 PM
えっ。怖いです。好奇心より恐怖心がまさる。

手術不要で脳活動から文章を読み取るAIモデル「Brain2Qwerty v2」がMetaによって開発される - GIGAZINE
gigazine.net/news/2026063...
手術不要で脳活動から文章を読み取るAIモデル「Brain2Qwerty v2」がMetaによって開発される
Metaが外科手術不要で脳活動からのテキスト読み取りを可能とするAIモデル「Brain2Qwerty v2」を開発しました。Brain2Qwerty v2は外科手術を伴う侵襲的な手法と同等のテキスト予測精度を達成しているとのことです。
gigazine.net
June 30, 2026 at 2:57 AM
Kann KI bereits Gedanken lesen? 🧠 Die Unstatistik des Monats analysiert die Schlagzeilen zur Deep-Learning-Architektur Brain2Qwerty von Meta. Neue Technik, interessante Fortschritte – aber die Realität sieht (noch) anders aus. www.rwi-essen.de/presse/wisse...
Kann KI bereits Gedanken lesen?
Die Unstatistik des Monats Februar ist die Berichterstattung zahlreicher Technologie-Medien über eine Studie zur Vorhersagegenauigkeit der Deep-Learning-Architektur Brain2Qwerty.
www.rwi-essen.de
February 28, 2025 at 9:41 AM
🤖 Meta AI Unveils Improved Non-Invasive Brain-To-Text Decoder

Meta AI's Brain2Qwerty v2 non invasive brain to text decoder achieves a 61% average word accuracy, significantly improving over prior non invasive...

#DeepLearning #RealTimePrediction #AIInference #AI #AIPulse
Read the full article →
www.synestesia.uk
June 30, 2026 at 2:31 PM
Французские исследователи разработали неинвазивный интерфейс для декодирования набираемого на клавиатуре текста по активности головного мозга. Для сбора используется магнитоэнцефалография и электроэнцефалография

https://nplus1.ru/news/2026/07/03/brain2qwerty
July 6, 2026 at 11:50 AM
Meta’s Brain2Qwerty: Turning Brainwaves into Text with 80% Accuracy securityonline.info/metas-brain2...
Meta's Brain2Qwerty: Turning Brainwaves into Text with 80% Accuracy
Unlock the power of brain activity with Meta's Brain2Qwerty. Read about the technology that enables communication for those with speech loss.
securityonline.info
February 10, 2025 at 3:58 AM
Brain2Qwerty: Meta's Mind-Reading Typing Leap - #Brain2Qwerty is #Meta's non-invasive #AI system that decodes typed sentences from brain activity, hinting at new tools for people who cannot speak or type - www.disabled-world.com/assistivedev...
Brain2Qwerty: Meta's Mind-Reading Typing Leap
Brain2Qwerty is Meta's non-invasive AI system that decodes typed sentences from brain activity, hinting at new tools for people who cannot speak or type.
www.disabled-world.com
June 30, 2026 at 8:55 PM
Here’s the full article if you want to nerd out open.substack.com/pub/mlvangua...
The mind’s keyboard: How Brain2Qwerty is transforming thoughts into text
A deep dive into the most exciting research yet, turning brainwaves into text
open.substack.com
February 21, 2025 at 5:05 PM
Meta FAIR's Brain2Qwerty v2 reconstructs typed sentences from brain activity with a non-invasive MEG scanner, no implant. A real leap (~8% to ~61% word accuracy), but the limits are honest: a 39% word error rate, and MEG is a room-sized lab machine. Assistive-comms research, not a product.
Meta can now reconstruct what you are typing from your brain activity, with no surgery and a lot of caveats
Meta FAIR's Brain2Qwerty v2 decodes typed sentences from brain activity using a non-invasive MEG scanner, no implant. A real leap for non-invasive brain-to-text (~8% to ~61% word accuracy), but with honest limits: a 39% word error rate and a room-sized lab scanner. Aimed at assis
zubnet.ai
June 30, 2026 at 8:34 AM
Meta Just Let Your Brain Type.
Meta's Brain2Qwerty V2: Mind reading AI without Surgery
Meta's unveils Brain2Qwerty v2, non-invasive AI that decodes typed sentences from brain waves using MEG scanners, hitting 61% word accuracy without implants.
thetweaks.com
July 2, 2026 at 8:30 PM