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Yummers automation

Haters will say it’s AI

Advanced methods & tactics that explore elite levels of human performance
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It’s 2026 and you don’t have a Cyberdeck Protected by a Faraday Cage/Bag

Warlord my Ass!!!

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Meanwhile in Tasmania

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Berlin police turn water cannons into cooling mist as heatwave hits 39.9°C

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This is a magnetoencephalography (MEG) machine

Meta trained brain2qwerty v2 by having 9 volunteers wear one while typing for 10 hours each

Meta: We’re sharing the next major milestone in our non-invasive brain-to-text decoder research: Brain2Qwerty v2.

Building on v1, which was published today in Nature, Brain2Qwerty v2 is the highest-performing end-to-end pipeline capable of real-time sentence decoding from raw brain signals. It advances beyond character-level performance to decoding words and semantics, enabling accuracy for overall communication.

We believe this research has the potential to make a real difference for the millions of people who suffer from brain lesions or disorders that prevent them from communicating.

We trained Brain2Qwerty v2 on ~22,000 sentences from 9 volunteers, each recorded for 10 hours wearing an MEG device while typing.

By using end-to-end deep learning on raw brain signals from MEG devices and fine-tuning LLMs, the system effectively bridges the gap between noisy neural data and coherent language.

The results are promising:
- Avg word accuracy of 61% across participants
- 78% word accuracy and 50%+ of sentences decoded with ≤ 1 word error for the top-performing participant
- Performance scales log-linearly with data volume

To help accelerate neuroscience breakthroughs, we're releasing the full training code for Brain2Qwerty v1 and v2, and our partner, bcbl_, is releasing the v1 dataset.

🧠⌨️ Decode language from brain activity without surgery. 🧠⌨️

Brain2Qwerty V1 is officially published in Nature Neuroscience. Today, we're releasing Brain2Qwerty V2.
We achieve unprecedented performance for a non-invasive MEG setup.

We’re happy to announce 2 releases today:

- 🧠Brain2qwerty v1 is published at @NatureNeuro

- 🚀 Brain2Qwerty v2 is now publicly released

Explore how we decode sentences from non-invasive brain recordings:

Website

Vengaboys Up & Down 🚀🌎

Chip Chip

The Sky is Not the Limit 😋

The Black World has always been around you, hidden in plain sight

Be very careful which Neural Enhancements you get

If you go with Blue Faction (Elon) 🟦🧠 or Red Faction (Apple) 🟥🧠