neurosock's Avatar

neurosock

@neurosock

#BrainChips monthly recap. I make #neuro papers easy to understand. To make #Neuralink possible. Neuro PhD. AI๐Ÿค–ML๐Ÿ‘พData Sci ๐Ÿ“Š Monkeys๐ŸตFuture๐Ÿš€Cyberpunkโšก๐Ÿฆพ๐ŸŒŒ

175
Followers
19
Following
527
Posts
02.09.2023
Joined
Posts Following

Latest posts by neurosock @neurosock

Post image

Every year, I put together a year's review of what's going on in the crazily evolving world of brain chips, #Neuralink and #BCI's.

2025 was huge for BCIs, but we saw many other trends.

Here are my top-10 trends of the year and what to watch for in 2026:

#neuroskyence #NeuroAI #NeuroTech

18.12.2025 13:51 ๐Ÿ‘ 9 ๐Ÿ” 2 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 0

True! First was language, second motor AFAIK?

18.12.2025 17:28 ๐Ÿ‘ 2 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

Give a follow so I can keep you updated about this process.

If you can, please like or repost the first post to support the growth of the brain chips community.

18.12.2025 13:51 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

I hope you found this thread helpful.

In 2026, I'll keep updating you on the world of brain chips and expand operations with informative posts about top brain understanding research.

In the long term, I am dedicated to understanding the brain to help improve brain chips.

18.12.2025 13:51 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

not merely temporary experiments. They are poised to become reliable, lifelong solutions.

Thanks for this, folks.

x.com/WillettNeur...

18.12.2025 13:51 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

#1 Patients and Participants:

2025 was undoubtedly the year of patients.

With Neuralink nearing 20 participants, and leveraging on 20 years of industry experience (14 BrainGate participants, plus at least 20 others), brain-computer interfaces are beginning to prove they're ...

18.12.2025 13:51 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Preview
Paradromics gets FDA approval for Connexus BCI clinical study | Paradromics posted on the topic | LinkedIn Paradromics is thrilled to share that weโ€™ve received FDA IDE approval to begin a clinical study with the Connexusยฎ Brain-Computer Interface (BCI). This milestone marks the moment our world-class #neurotech moves from engineering into real-world evaluation with people who need it most. ย  This study will evaluate the long-term use of our fully implantable #BCI for safely restoring speech and enabling computer control for individuals with severe motor impairment. ย  The Connect-One Study will recruit from three leading clinical centers: University of California, Davis, led by David Brandman, MD, PhD, Mass General Hospital led by Daniel Rubin, MD, PhD, and the University of Michigan led by Matthew Willsey MD, PhD. These sites form the starting point of a Connect-One Study roadmap that will eventually include more participants and explore new BCI applications. ย  #Paradromics is focused on proving the safety and performance of the Connexus BCI, while building toward a world where the brain co

#2 Paradromics:

Paradromics really stole the show this year.

With NEOM funding, great communications, and securing IDE approval for the Connexus BCI, Paradromics proves that high-data-rate implants are moving steadily long-term.

www.linkedin.com/feed/update...

18.12.2025 13:51 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Neuralink Overview, Fall 2025
Neuralink Overview, Fall 2025 DJ and our recruiting team visited several schools to provide an overview of Neuralink, including recent progress updates and an outline for the companyโ€™s pa...

#3 Neuralink's Employees:

We wouldn't be here if it weren't for Neuralink's talent.

Not only have they expanded their clinical trial massively, but also, their 2025 tour shows the industry is now focused on building a long-term force to scale operations.

www.youtube.com/watch?v=QJd...

18.12.2025 13:51 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Preview
Connecting the Blind to Groundbreaking BCI Vision Restoration Technology Through Science Corporationโ€™s Patient Registry for Retinal Diseases | Science Corporation Science Corporation is a clinical-stage medical technology company.

#4 Science Corp:

Science surprised this year with their light-speed clinical trials, and demonstrated how close they are to commercial availability.

Science Corp's Vision Patient Registry is now open!

science.xyz/news/scienc...

18.12.2025 13:51 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Preview
Computer Chips in Our Bodies Could Be the Future of Medicine The brain-computer interface is real. It's changing livesโ€”and could soon change the world.

#5 Mainstream Acceptance as "Transformative Medicine":

The "sci-fi" stigma evaporated in 2025.

As reported by TIME, the medical establishment and the public now officially recognize BCIs as a real, life-changing pillar of future medical treatment.

time.com/7330887/bra...

18.12.2025 13:51 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Preview
#humanoid #dexterous_hand #robotics #robotdesign | Mehrdad Farimani | 72 comments As promised, here is a comprehensive representation of dexterous robotic hands as of 2025. It presents human-like, five finger, minimum six "active" degrees of freedom hands currently used in robotics or adjacent areas.โ€จ Important considerations: the goal is not to compare these systems but to represent what is recognized as the most notable dexterous robotic hands. โ€จ The source information is provided by the companies, while selection and inclusion are based on our independent research. If you have any comments or suggestions regarding the poster, feel free to reach out. We will upload the high quality (PDF) version to the website in a few days. If you want early access, please direct message Filip Sperr or me. #humanoid #dexterous_hand #robotics #robotdesign | 72 comments on LinkedIn

#6 The Renaissance of Dexterous Robotic Hardware:

Brain signals are only half the battle; 2025 was the year the hardware caught up.

Mehrdad Farimaniโ€™s mapping of five-finger robotic hands shows how humanoids are pushing the dexterity frontiers.

www.linkedin.com/posts/hmorv...

18.12.2025 13:51 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Preview
Launching UAE-PRIME trial in Abu Dhabi for neurological patients | Neuralink posted on the topic | LinkedIn ๐Ÿ‡ฆ๐Ÿ‡ช Weโ€™re launching our first clinical trial in the Middle East at Cleveland Clinic Abu Dhabi in partnership with the Department of Health Abu Dhabi! The UAE-PRIME trial explores how individuals with motor and speech impairment can use thought to control devices & communicate. This is an important step towards making our groundbreaking technology available worldwide to transform the lives of millions affected by debilitating neurological conditions. If you are interested in this trial, join our Patient Registry: https://lnkd.in/gBspcicx | 70 comments on LinkedIn

#7 Global Expansion of BCI Clinical Trials:

We saw more clinical trials move beyond the US this year.

The launch of the UAE-PRIME trial in Abu Dhabi marks the beginning of a global race to bring thought-controlled devices to patient populations.

www.linkedin.com/posts/neura...

18.12.2025 13:51 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Preview
NeurIPS Recap: Foundation Models in Neuroscience Boom | Patrick Mineault posted on the topic | LinkedIn Survived NeurIPS. Onwards to Montreal AI and Neuroscience Dec 11-13 โœˆ๏ธ Here's a quick download from the conference: I chatted with dozens of people in neuroAI and beyond, walking outside the conference center, gathering some precious photons that are so hard to find on the East Coast at this time of the year. The Foundation Models of the Brain and Body workshop was absolutely packed, with some strong representation from projects and startups supported by Amaranth Foundation and Starbloom Capital, including Constellation and Enigma. It's clear Foundation Models of Neuroscience are booming, with, by my count, more posters and papers this year than the cumulative sum of all years past. I will aggregate my notes to give a TL;DR on microtrends in that space. Walking around the posters on Friday afternoon, trying to take it all in, it seemed like about half of posters focused on LLMs, especially on insights about reasoning and agents. It felt a little one-sided, but there is a genuine e

#8 The Convergence of AI and Neuroscience:

The lines between "software" and "brain" continued to blur in 2025.

Patrickโ€™s report from NeurIPS shows how the AI community and neuro-labs are beginning to working as one cohesive ecosystem.

www.linkedin.com/posts/pmine...

18.12.2025 13:51 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Preview
#robotisinstitutegermany #robotics #ai | Munich Institute of Robotics and Machine Intelligence (MIRMI) at the Technical University of Munich AI-assisted brain-computer interfaces: Toward restored autonomy A recent Tagesthemen feature reported on a significant development in Munich, where microscale neural implants and AI are being trained to interpret brain activity, enabling a patient with complete cervical paralysis to potentially control a robotic arm through thought alone. The aim: supporting essential daily actions โ€” such as drinking independently โ€” through intuitive neural control. At TUM MIRMI, Melissa Zavaglia and Prof. Simon Jacob are among the researchers advancing the foundational technologies behind neural signal decoding and intelligent assistive systems, contributing to the scientific progress driving this emerging field forward. Learn more about MIRMIโ€™s work on brain-to-machine communication: ๐Ÿ”— https://lnkd.in/eUYvSp45 Watch the Tagesthemen segment: ๐Ÿ”— https://lnkd.in/ekQz4Mva Technical University of Munich #RobotisInstituteGermany #Robotics #AI

#9 Germany:

Went under the radar but Germany implanted its first BCI participant for motor recovery with penetrating electrodes this year. This is unique in Europe.

Also, Germany's CorTec had its first implant (in a US center.)

www.linkedin.com/posts/mirmi...

18.12.2025 13:51 ๐Ÿ‘ 3 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

#10 Massive Capital Influx:

2025 saw unprecedented investment confidence, headlined by Neuralinkโ€™s $650M Series E.

With ARK Invest and Sequoia joining in, itโ€™s clear the market now views brain chips as the next major tech platform.

x.com/neuralink/s...

18.12.2025 13:51 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Post image

Every year, I put together a year's review of what's going on in the crazily evolving world of brain chips, #Neuralink and #BCI's.

2025 was huge for BCIs, but we saw many other trends.

Here are my top-10 trends of the year and what to watch for in 2026:

#neuroskyence #NeuroAI #NeuroTech

18.12.2025 13:51 ๐Ÿ‘ 9 ๐Ÿ” 2 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 0

๐Ÿ˜‚

11.12.2025 20:46 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Post image

The new Titans architecture shows how badly Google wants to go back to recurrence.

Why? Recurrence is damn cheap.

This paper shows how the brain does it.

Striatum, cortex, HPC, BG, and thalamus, in recurrent loops with shortcuts.

A๐Ÿงตwith my toy model and notes:

#neuroskyence #compneuro #NeuroAI

11.12.2025 12:14 ๐Ÿ‘ 14 ๐Ÿ” 3 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 1

Disclaimers:

1) This is a simplification from a very complex paper. Sorry if I omitted some details, it is all for clarity ๐Ÿ˜ธ

2) As any paper, this study has to be further REPLICATED to know if its true.

11.12.2025 12:15 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Preview
Titans + MIRAS: Helping AI have long-term memory

Link to the paper:
doi.org/10.1016/j.t...

Link to the Titans blog post:
research.google/blog/titans...

11.12.2025 12:15 ๐Ÿ‘ 4 ๐Ÿ” 1 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

Limitations:

The precise anatomical routes for these shortcuts still need experimental verification.

It also remains unclear exactly how the brain governs the reliance on these shortcuts.

11.12.2025 12:15 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

Implications:

This reframes addiction and disorders not as broken systems, but as network pathologies.

It also suggests energy-efficient AI could be built using similar "lazy" shortcut architectures.

11.12.2025 12:15 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Post image

Finally, they propose behavior isn't binary but exists on a dynamic continuum.

The degree of shortcut usage determines where an action falls between goal and habit (Box 1).

11.12.2025 12:15 ๐Ÿ‘ 1 ๐Ÿ” 1 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Post image

They identified the hippocampus as the generator of potential future sequences.

These "preplay" sequences feed into the loops to initiate goal selection (Figure 1A).

11.12.2025 12:15 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Post image

They claim striatal hubs integrate context like AI self-attention mechanisms do.

Converging inputs allow the striatum to create new meaning from scattered signals (Figure 2B-D).

11.12.2025 12:15 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Post image

They proposed that habits arise when connections bypass the slow cognitive loops.

Their model showed these shortcuts connect limbic inputs directly to motor outputs (Figure 1B-D).

11.12.2025 12:15 ๐Ÿ‘ 2 ๐Ÿ” 1 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Post image

This is how we learned that from the paper:

They argue that limbic, cognitive, and motor loops are not isolated tracks.

Instead, they share information through mutual crosstalk and overlapping terminal fields (Figure 1A).

11.12.2025 12:15 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

That's the gist of it.

But why?

Previous dual-system models failed to explain how goals seamlessly blend with habits.

They investigated this to reconcile behavioral flexibility with the rigid anatomy of known circuits.

11.12.2025 12:15 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

Here is another way to put it: the striatum acts like a biological search engine.

It weighs massive inputs to find relevant context, just like "self-attention" mechanisms in modern AI.

11.12.2025 12:15 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Post image

What's the brain secret weapon?

The striatum (ST).

ST integration hubs ๐Ÿง  do the cross-talk, analog to the self-attention mechanism๐Ÿค–.

Both systems weigh converging context inputs to extract relevant meaning ๐Ÿ’ก.

But Brain does it in a single loop instead of 100x layers.

11.12.2025 12:15 ๐Ÿ‘ 1 ๐Ÿ” 1 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0