Nature-Inspired Computers Are Shockingly Good At Math

An R&D lab under America’s Energy Department annnounced this week that “Neuromorphic computers, inspired by the architecture of the human brain, are proving surprisingly adept at solving complex mathematical problems that underpin scientific and engineering challenges.”

Phys.org publishes the announcement from Sandia National Lab:

In a paper published in Nature Machine Intelligence, Sandia National Laboratories computational neuroscientists Brad Theilman and Brad Aimone describe a novel algorithm that enables neuromorphic hardware to tackle partial differential equations, or PDEs — the mathematical foundation for modeling phenomena such as fluid dynamics, electromagnetic fields and structural mechanics. The findings show that neuromorphic computing can not only handle these equations, but do so with remarkable efficiency. The work could pave the way for the world’s first neuromorphic supercomputer, potentially revolutionizing energy-efficient computing for national security applications and beyond…

“We’re just starting to have computational systems that can exhibit intelligent-like behavior. But they look nothing like the brain, and the amount of resources that they require is ridiculous, frankly,” Theilman said.For decades, experts have believed that neuromorphic computers were best suited for tasks like recognizing patterns or accelerating artificial neural networks. These systems weren’t expected to excel at solving rigorous mathematical problems like PDEs, which are typically tackled by traditional supercomputers. But for Aimone and Theilman, the results weren’t surprising. The researchers believe the brain itself performs complex computations constantly, even if we don’t consciously realize it. “Pick any sort of motor control task — like hitting a tennis ball or swinging a bat at a baseball,” Aimone said. “These are very sophisticated computations. They are exascale-level problems that our brains are capable of doing very cheaply…”

Their research also raises intriguing questions about the nature of intelligence and computation. The algorithm developed by Theilman and Aimone retains strong similarities to the structure and dynamics of cortical networks in the brain. “We based our circuit on a relatively well-known model in the computational neuroscience world,” Theilman said. “We’ve shown the model has a natural but non-obvious link to PDEs, and that link hasn’t been made until now — 12 years after the model was introduced.” The researchers believe that neuromorphic computing could help bridge the gap between neuroscience and applied mathematics, offering new insights into how the brain processes information. “Diseases of the brain could be diseases of computation,” Aimone said. “But we don’t have a solid grasp on how the brain performs computations yet.” If their hunch is correct, neuromorphic computing could offer clues to better understand and treat neurological conditions like Alzheimer’s and Parkinson’s.


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Elon Musk says X’s new algorithm will be made open source next week

X may soon provide more insight into how its algorithm works. On Saturday, Elon Musk posted on the platform to say that the company “will make the new X algorithm, including all code used to determine what organic and advertising posts are recommended to users, open source in 7 days.” 

X’s recommendation algorithm has been the subject of investigations by France and the European Commission, the latter of which recently extended through 2026 a retention order that it sent to the company at the beginning of last year. And scrutiny into the platform, along with demands for accountability, have only increased after its chatbot, Grok, was caught generating CSAM at users’ requests and continues to be used to digitally undress women nonconsensually. 

A screenshot of an X post by Elon Musk that reads, "We will make the new X algorithm, including all code used to determine what organic and advertising posts are recommended to users, open source in 7 days. This will be repeated every 4 weeks, with comprehensive developer notes, to help you understand what changed.
Elon Musk’s X post about open-sourcing the algorithm.
Screenshot/X

Musk has been making promises of open-sourcing the algorithm since his takeover of Twitter, and in 2023 published the code for the site’s “For You” feed on GitHub. But the code wasn’t all that revealing, leaving out key details, according to analyses at the time. And it hasn’t been kept up to date. Of the making the new algorithm open source, Musk said in his post, “This will be repeated every 4 weeks, with comprehensive developer notes, to help you understand what changed.”

This article originally appeared on Engadget at https://www.engadget.com/big-tech/elon-musk-says-xs-new-algorithm-will-be-made-open-source-next-week-225721656.html?src=rss

Four More Tech Bloggers are Switching to Linux

Is there a trend? This week four different articles appeared on various tech-news sites with an author bragging about switching to Linux.

“Greetings from the year of Linux on my desktop,” quipped the Verge’s senior reviews editor, who finally “got fed up and said screw it, I’m installing Linux.

They switched to CachyOS — just like this writer for the videogame magazine Escapist:

I’ve had a fantastic time gaming on Linux. Valve’s Windows-to-Linux translation layer, Proton, and even CachyOS’ bundled fork have been working just fine. Of course, it’s not perfect, and there’s been a couple of instances where I’ve had to problem-solve something, but most of the time, any issues gaming on Linux have been fixed by swapping to another version of Proton. If you’re deep in online games like Fortnite, Call of Duty, Destiny 2, GTAV or Battlefield 6, it might not be the best option to switch. These games feature anti-cheats that look for versions of Windows or even the heart of the OS, the kernel, to verify the system isn’t going to mess up someone’s game….

CachyOS is thankfully pre-packed with Nvidia drivers, meaning I didn’t have to dance around trying to find them…. Certain titles will perform worse than their counterparts, simply due to how the bods at Nvidia are handling the drivers for Linux. This said, I’m still not complaining when I’m pushing nearly 144fps or more in newer games. The performance hit is there, but it’s nowhere near enough to stave off even an attempt to mess about with Linux.

Do you know how bizarre it is to say it’s “nice to have a taskbar again”? I use macOS daily for a lot of my work, which uses a design baked back in the 1990s through NeXT. Seeing just a normal taskbar that doesn’t try to advertise to me or crash because an update killed it for some reason is fantastic. That’s how bad it is out there right now for Windows.

“I run Artix, by the way,” joked a senior tech writer at Notebookcheck (adding “There. That’s out of the way…”)

I dual-booted a Linux partition for a few weeks. After a Windows update (that I didn’t choose to do) wiped that partition and, consequently, the Linux installation, I decided to go whole-hog: I deleted Windows 11 and used the entire drive for Linux…

Artix differs from Arch in that it does not use SystemD as its init system. I won’t go down the rabbit hole of init systems here, but suffice it to say that Artix boots lightning quick (less than 10 seconds from a cold power on) and is pretty light on system resources. However, it didn’t come “fully assembled…” The biggest problem I ran into after installing Artix on the [MacBook] Air was the lack of wireless drivers, which meant that WiFi did not work out of the box. The resolution was simple: I needed to download the appropriate WiFi drivers (Broadcom drivers, to be exact) from Artix’s main repository. This is a straightforward process handled by a single command in the Terminal, but it requires an internet connection… which my laptop did not have. Ultimately, I connected a USB-to-Ethernet adapter, plugged the laptop directly into my router, and installed the WiFi drivers that way. The whole process took about 10 minutes, but it was annoying nonetheless.

For the record, my desktop (an AMD Ryzen 7 6800H-based system) worked flawlessly out-of-the-box, even with my second monitor’s uncommon resolution (1680×1050, vertical orientation). I did run into issues with installing some packages on both machines. Trying to install the KDE desktop environment (essentially a different GUI for the main OS) resulted in strange artifacts that put white text on white backgrounds in the menus, and every resolution I tried failed to correct this bug. After reverting to XFCE4 (the default desktop environment for my Artix install), the WiFi signal indicator in the taskbar disappeared. This led to me having to uninstall a network manager installed by KDE and re-linking the default network manager to the runit services startup folder. If that sentence sounds confusing, the process was much more so. It has been resolved, and I have a WiFi indicator that lets me select wireless networks again, but only after about 45 minutes of reading manuals and forum posts.

Other issues are inherent to Linux. Not all games on Steam that are deemed Linux compatible actually are. Civilization III Complete is a good example: launching the game results in the map turning completely black. (Running the game through an application called Lutris resolved this issue.) Not all the software I used on Windows is available in Linux, such as Greenshot for screenshots or uMark for watermarking photos in bulk. There are alternatives to these, but they don’t have the same features or require me to relearn workflows… Linux is not a “one and done” silver bullet to solve all your computer issues. It is like any other operating system in that it will require users to learn its methods and quirks. Admittedly, it does require a little bit more technical knowledge to dive into the nitty-gritty of the OS and fully unlock its potential, but many distributions (such as Mint) are ready to go out of the box and may never require someone to open a command line…

[T]he issues I ran into on Linux were, for the most part, my fault. On Windows or macOS, most problems I run into are caused by a restriction or bug in the OS. Linux gives me the freedom to break my machine and fix it again, teaching me along the way. With Microsoft’s refusal (either from pride or ignorance) to improve (or at least not crapify) Windows 11 despite loud user outrage, switching to Linux is becoming a popular option. It’s one you should consider doing, and if you’ve been thinking about it for any length of time, it’s time to dive in.

And tinkerer Kevin Wammer switched from MacOS to Linux, saying “Linux has come a long way” after more than 30 years — but “Windows still sucks…”


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AI-Powered Social Media App Hopes To Build More Purposeful Lives

A founder of Twitter and a founder of Pinterest are now working on
“social media for people who hate social media,” writes a Washington Post columnist.

“When I heard that this platform would harness AI to help us live more meaningful lives, I wanted to know more…”

Their bid for redemption is West Co. — the Workshop for Emotional and Spiritual Technology Corporation — and the platform they’re testing is called Tangle, a “purpose discovery tool” that uses AI to help users define their life purposes, then encourages them to set intentions toward achieving those purposes, reminds them periodically and builds a community of supporters to encourage steps toward meeting those intentions. “A lot of people, myself included, have been on autopilot,” Stone said. “If all goes well, we’ll introduce a lot of people to the concept of turning off autopilot.”

But will all go well? The entrepreneurs have been at it for two years, and they’ve scrapped three iterations before even testing them. They still don’t have a revenue model. “This is a really hard thing to do,” Stone admitted. “If we were a traditional start-up, we would have probably been folded by now.” But the two men, with a combined net worth of at least hundreds of millions, and possibly billions, had the luxury of self-funding for a year, and now they have $29 million in seed funding led by Spark Capital…

[T]he project revolves around training existing AI models in “what good intentions and helpful purposes look like,” explained Long Cheng, the founding designer. When you join Tangle, which is invitation-only until this spring at the earliest, the AI peruses your calendar, examines your photos, asks you questions and then produces “threads,” or categories that define your life purpose. You’re free to accept, reject or change the suggestions. It then encourages you to make “intentions” toward achieving your threads, and to add “reflections” when you experience something meaningful in your life. Users then receive encouragement from friends, or “supporters.” A few of the “threads” on Tangle are about personal satisfaction (traveler, connoisseur), but the vast majority involve causes greater than self: family (partner, parent, sibling), community (caregiver, connector, guardian), service (volunteer, advocate, healer) and spirituality (seeker, believer). Even the work-related threads (mentor, leader) suggest a higher purpose.

The column includes this caveat. “I have no idea whether they will succeed. But as a columnist writing about how to keep our humanity in the 21st century, I believe it’s important to focus on people who are at least trying…”

“Quite possibly, West Co. and the various other enterprises trying to nudge technology in a more humane direction will find that it doesn’t work socially or economically — they don’t yet have a viable product, after all — but it would be a noble failure.”


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GameStop reportedly shuts down more than 400 US stores

Your neighborhood GameStop might be on the chopping block, along with more than 400 other retail locations across the US. As first reported by Polygon, the retailer is pursuing a severe cost-saving measure by closing up several hundred physical locations. According to a blog that keeps track of GameStop closures, there are 410 locations that are confirmed to be closing or are already closed, along with another 11 that are reportedly also on their way, as of January 10. 

As Polygon indicated, these closings aren’t much of a surprise considering GameStop’s SEC filing for December 2025 indicated that it would “anticipate closing a significant number of additional stores in fiscal 2025,” which ends on January 31, 2026. The same filing detailed that the company’s board would pay out the GameStop CEO, Ryan Cohen, up to $35 billion in stock options, given that he increases the retailer’s market cap to $100 billion.

While the blog covers only closures in the US, the SEC filing also noted that GameStop is planning to reduce its presence in several other European countries and Canada. Even though GameStop saw a historic spike in market value in 2021, it has struggled with the brand’s direction, as seen with failed attempts at offering a crypto locker and an NFT marketplace.

This article originally appeared on Engadget at https://www.engadget.com/gaming/gamestop-reportedly-shuts-down-more-than-400-us-stores-210632743.html?src=rss

AI Fails at Most Remote Work, Researchers Find

A new study “compared how well top AI systems and human workers did at hundreds of real work assignments,” reports the Washington Post.

They add that at least one example “illustrates a disconnect three years after the release of ChatGPT that has implications for the whole economy.”

AI can accomplish many impressive tasks involving computer code, documents or images. That has prompted predictions that human work of many kinds could soon be done by computers alone. Bentley University and Gallup found in a survey [PDF] last year that about three-quarters of Americans expect AI to reduce the number of U.S. jobs over the next decade. But economic data shows the technology largely has not replaced workers.

To understand what work AI can do on its own today, researchers collected hundreds of examples of projects posted on freelancing platforms that humans had been paid to complete. They included tasks such as making 3D product animations, transcribing music, coding web video games and formatting research papers for publication. The research team then gave each task to AI systems such as OpenAI’s ChatGPT, Google’s Gemini and Anthropic’s Claude. The best-performing AI system successfully completed only 2.5 percent of the projects, according to the research team from Scale AI, a start-up that provides data to AI developers, and the Center for AI Safety, a nonprofit that works to understand risks from AI. “Current models are not close to being able to automate real jobs in the economy,” said Jason Hausenloy, one of the researchers on the Remote Labor Index study…

The results, which show how AI systems fall short, challenge predictions that the technology is poised to soon replace large portions of the workforce… The AI systems failed on nearly half of the Remote Labor Index projects by producing poor-quality work, and they left more than a third incomplete. Nearly 1 in 5 had basic technical problems such as producing corrupt files, the researchers found.

One test involved creating an interactive dashboard for data from the World Happiness Report, according to the article. “At first glance, the AI results look adequate. But closer examination reveals errors, such as countries inexplicably missing data, overlapping text and legends that use the wrong colors — or no colors at all.”

The researchers say AI systems are hobbled by a lack of memory, and are also weak on “visual” understanding.


Read more of this story at Slashdot.

NVIDIA GeForce RTX 60 Series May Tap Rubin GPU Architecture But When?

NVIDIA GeForce RTX 60 Series May Tap Rubin GPU Architecture But When?
Remember back in September when NVIDIA announced the existence of the Rubin CPX processor at the AI Technology Conference? We theorized at that time that Rubin CPX could be the chip destined to eventually appear in next-generation GeForce cards. The theory made sense, but apparently it’s incorrect, at least according to long-time NVIDIA leaker

ASRock Makes A Splash At CES With Its First AIO Liquid Coolers

ASRock Makes A Splash At CES With Its First AIO Liquid Coolers
ASRock is entering bold new territory at CES 2026, expanding its portfolio of products to include six distinct AIO liquid coolers. On a surface glance, these AIOs do look highly similar due to them all having 360mm radiators, but there are distinct features for each series that set them apart. One of the most interesting is the ASRock WS Series

Amazon Plans Massive Superstore Larger Than a Walmart Supercenter Near Chicago

Amazon “has submitted plans for a large-format store near Chicago that would be larger than a Walmart Supercenter,” reports CNBC:

As part of the plans, Amazon has proposed building a one-story, 229,000-square-foot building [on a 35-acre lot] in Orland Park, Illinois, that would offer a range of products, such as groceries, household essentials and general merchandise, the city said on Saturday. By comparison, Walmart’s U.S. Supercenters typically average 179,000 square feet… The Orland Park Plan Commission approved Amazon’s proposal on Tuesday, and it will now proceed to a vote from the full village board. That meeting is scheduled for January 19.

In a statement cited by CNBC, an Amazon spokesperson called it “a new concept that we think customers will be excited about.”


Read more of this story at Slashdot.

An Instagram data breach reportedly exposed the personal info of 17.5 million users

If you received a bunch of password reset requests from Instagram recently, you’re not alone. As reported by Malwarebytes, an antivirus software company, there was a data breach revealing the “sensitive information” of 17.5 million Instagram users. Malwarebytes added that the leak included Instagram usernames, physical addresses, phone numbers, email addresses and more.

The company added that the “data is available for sale on the dark web and can be abused by cybercriminals.” Malwarebytes noted in an email to its customers that it discovered the breach during its routine dark web scan and that it’s tied to a potential incident related to an Instagram API exposure from 2024.

The reported breach has resulted in users receiving several emails from Instagram about password reset requests. According to Malwarebytes, the leaked information could lead to more serious attacks, like phishing attempts or account takeovers. Meta hasn’t released an official statement about the latest incident, but it’s not the first time Instagram’s parent company has been in hot water for data breaches. If you haven’t already, it’s always a good idea to turn on two-factor authentication and change your password. Even better, you can review what devices are logged into your Instagram account in Meta’s Accounts Center.

This article originally appeared on Engadget at https://www.engadget.com/cybersecurity/an-instagram-data-breach-reportedly-exposed-the-personal-info-of-175-million-users-192105616.html?src=rss

China’s ‘Artificial Sun’ Breaks Nuclear Fusion Limit Thought to Be Impossible

“Scientists in China have made a breakthrough with fusion energy that could finally overcome one of the most stubborn barriers to realising the next-generation energy source,” reports the Independent:

A team from the Chinese Academy of Sciences (CAS) said its experimental nuclear reactor, dubbed the ‘artificial Sun’, achieved a plasma density that was previously thought impossible… Through a new process called plasma-wall self organisation, the CAS researchers were able to keep the plasma stable at unprecedented density levels. By pushing plasma density well past long-standing empirical limits, the researchers said fusion ignition can be achieved with far higher energy outputs. “The findings suggest a practical and scalable pathway for extending density limits in tokamaks and next-generation burning plasma fusion devices,” said Professor Ping Zhu from Huazhong University of Science and Technology, who so-led the research.
Professor Zhu’s team now plan to apply this new method on the EAST reactor to confirm that it will work under high-performance plasma conditions. The latest breakthrough was detailed in the journal Science Advances in a study titled ‘Accessing the density-free regime with ECRH-assisted ohmic start-up on EAST’.


Read more of this story at Slashdot.

Don’t count on Baldur’s Gate 3 coming to Switch 2, as least for now

Nintendo Switch 2 owners can forget about seeing Baldur’s Gate 3 in the Nintendo Store, at least as of now. In a Reddit AMA, Larian Studio’s CEO, Swen Vicke, said that the team would have loved to bring the title to Switch 2, but “it wasn’t our decision to make.”

As cryptic as that may sound, Vicke’s response hints that either Wizards of the Coast, which owns the Dungeons and Dragons IP that Baldur’s Gate 3 is set in, or Nintendo is behind the lack of a port. When it comes to Wizards of the Coast, rumors have circulated that the game studio and Wizards of the Coast may have a strained relationship. On the other hand, Larian Studios’ technical director, Bert van Semmertier, revealed in a response to another AMA question that the studio just released Divinity: Original Sin 2 on the Switch 2, adding that “we love the platform and we will certainly consider Switch 2 for the next Divinity game.”

There’s still a chance that Wizards of the Coast decides to hire another studio to pursue a port in the future, but there’s been no indication yet. As for why Larian Studios won’t be behind a potential Switch 2 port, the developer said in a statement last year that it would no longer develop any major content updates or expansions for Baldur’s Gate 3, nor work on a sequel.

This article originally appeared on Engadget at https://www.engadget.com/gaming/nintendo/dont-count-on-baldurs-gate-3-coming-to-switch-2-as-least-for-now-180538969.html?src=rss

SpaceX can deploy 7,500 more Starlink Gen2 satellites with FCC approval

The Federal Communications Commission has approved SpaceX’s request to deploy an additional 7,500 Gen2 Starlink satellites, allowing the company to launch 15,000 in all. It has also allowed SpaceX to upgrade its Gen2 satellites with “advanced form factors and cutting-edge technology,” to operate across more frequencies and to add more orbital shells to optimize coverage and performance. This approval will give the company’s fleet a boost and will allow it to offer internet and mobile services to more parts of the globe. The satellites will also enable SpaceX to offer “direct-to-cell connectivity outside the United States and supplemental coverage” within the US.

In the United States, SpaceX has a partnership with T-Mobile, which gives its subscribers access to satellite-to-phone services. It enables subscribers to send texts and access compatible apps even in remote locations. The companies are also planning to roll out voice calls over satellite in the future.

As Ars Technica notes, the FCC’s announcement comes after SpaceX revealed that it was moving 4,400 satellites from an altitude of 341 miles down to 298 miles to reduce the risk of collision. SpaceX originally asked for permission to deploy 29,988 second-generation Starlinks in 2020, but the FCC only granted it permission for 7,500 in 2022. Back then the commission said that it was giving SpaceX a limited approval to help maintain a safe space environment due to concerns about orbital debris.

This article originally appeared on Engadget at https://www.engadget.com/science/space/spacex-can-deploy-7500-more-starlink-gen2-satellites-with-fcc-approval-180000843.html?src=rss

The CES companies hoping your brain is the next big thing in computing

At every CES I’ve ever been to, there’s been one or two gadgets promising to boost your mental health. In recent years, the number of companies making forays into this space has grown, and will likely continue to do so in the future. Could it be, much like the number of people wearing heart-monitoring wearables today, everyone will be strapping an EEG to their skulls a decade or so down the line? It’s more likely than you think, so it’s worth asking what these devices are good for, what benefit they could bring, and where does the science end and the hype begin.

An Electroencephalogram (EEG) is a clinical tool to monitor the electrical activity of our brains. Put very simply, our minds are constantly moving ions around, and when they reach the scalp, it’s possible to measure those ions. By placing electrodes on the scalp, you can record the changes in voltages pushed out by our brains more or less in real time. These voltages are commonly grouped into categories, which are often described as brain waves. Each one represents a different state of mind: Gamma (hard thinking), Beta (anxious or active), Alpha (relaxed), Theta (creative, or dreaming) and Delta (asleep). 

Professor Karl Friston at University College London is one of the world’s most influential neuroscientists and an expert in brain imaging. He explained that these technologies can be used to diagnose issues both in the structure and function of the brain. And while there are many technologies which can look at how our brains work, “we’re a long way away from understanding the brain like we understand the heart.” Broadly speaking, EEGs are a fairly simple tool for looking at how our minds work, but they have one benefit over more complex methods such as fMRI (functional Magnetic Resonance Imaging), since they work in real time.

Consumer-use EEGs are nothing new — in 2011 I tested the Zeo Mobile, a small device which you stuck to your forehead and wore overnight. It monitored how well you slept and sounded an alarm when you were at the top of a sleep cycle, so you woke up pretty easily. It worked well but with one downside: It’s hard to sleep with a hard plastic puck stuck to your forehead.

EEGs are more recently used as part of brain computer interfaces, or for neurofeedback tools to help you calibrate the quality of your meditation. InteraXon, for instance, makes the Muse headbands which will monitor your brain waves, telling you when you shift states. Last year, EEG startup Neurable partnered with Master & Dynamic to launch the MW75S Neuro, a pair of high-end headphones designed to track your focus levels. When your attention starts to wane, the system will alert you, advising you to take a rest with the hope of alleviating burnout.

Neurable
Neurable
Daniel Cooper for Engadget

At CES this year, Neurable announced a partnership with HP’s gaming arm HyperX to produce EEG headsets with specific benefits for gamers. As gamers are looking for any way to improve their performance, the company has developed algorithms and training programs to help. You might already know that being in a place of high stress isn’t great for your concentration and focus. Consequently, Neurable research scientist Dr. Alicia Howell-Munson walked me through a system that encourages you to reach a state of calm focus with demonstrable improvements in reaction time and accuracy. It’s a system that was initially designed in partnership with Singapore’s Air Force to help ensure pilots remain in a state of calm focus. 

I sat through this demo myself, initially testing my skills in Aimlabs (a tool people use to test their reflexes) where my accuracy and reaction times were measured. Then, while wearing Neurable’s headset, I had to practice focusing my attention on a galaxy of dots, the greater my focus, the slower and closer together the dots got. That wasn’t an easy process, and it took me nearly five minutes to reach the point where I could push all of the dots to coalesce into a single point on the screen. But, when I had, I retook the shooting gallery, and saw dramatic spikes in my performance. My accuracy increased from 91.3 to 99.1 percent, while my reaction time fell from 623ms to 532ms. 

Neurable HyperX headset
Neurable HyperX headset
Daniel Cooper for Engadget

Neurable believes that its systems, which are designed to integrate with any manufacturer’s gear, has the potential to dramatically increase a person’s brain health and productivity. For instance, by taking a break when a person’s focus started to wane, they were able to bounce back and function for far longer than if they’d simply pushed harder. Similarly, the company can advise on your cognitive speed and brain age and guide you toward making healthy choices. The company says that this isn’t just about wellness, either, as being able to identify loss of focus is vital, for instance, to help reduce auto accidents when truck drivers feel fatigued. 

Co-founder Adam Molnar explained that the benefits of this technology compound over time, so the more practice a user has in finding that mental state of calm focus, the easier it will be to maintain it for longer. CEO Ramses Alcaide added the company’s aim is to enable people to visualize the often invisible symptoms of cognitive stress to ensure they’re looking after themselves. He added that one thing that separates Neurable from other companies is that it’s looking at far finer-grain detail from its EEG data. 

MyWaves
MyWaves
Daniel Cooper for Engadget

There are plenty of companies at CES that are using EEGs for more specific goals, such as MyWaves. It uses an EEG as part of its broader offering to use sound patterns to make it easier to go to sleep. It sells you a pricey forehead-worn EEG which you wear for a few nights over the course of a year. From there, the system produces a half hour audio file that will mirror the pattern of your delta brainwaves. It claims that, if you listen to the track before you go to bed, the experience of hearing your delta waves will help you fall asleep faster and experience more REM sleep.

And there are plenty of companies which are building EEGs for you to wear to keep an eye on your mental health. Brain-Life, for instance, showed off an early prototype of Focus+, a headband EEG with a companion app that can offer feedback on your cognitive load. It can also tell you how long you can sustain your attention and how well your mind relaxes and recovers. The company didn’t have details on when the hardware would be available or how much it cost, as it’s still early days.

BrainEULink.
BrainEULink.
Daniel Cooper for Engadget

There is broad potential to use an EEG as a brain computer interface, such as the one worked on by Braineulink. That company has combined an EEG with an AR headset to enable people to interact with the world just with their brains. For instance, in a demonstration in the show floor at CES, I was able to turn a light on and off by “focusing” on it, although it’s hard to know how useful that would be in, for instance, creating an assistive device for folks with limited mobility. Like Brain-Life, it’s early days, and so there’s no product that we can point to, but it’s clear we’re going to see more startups looking to enter this world. 

Brain-Life
Brain-Life
Daniel Cooper for Engadget

As EEGs become more commonplace, it’s likely they’ll be packaged in smaller devices which fit more seamlessly into our lives. One such example is NAOX, a French startup which has built a wearable, clinical-grade EEG into a pair of earbuds for the sort of longitudinal testing required to diagnose conditions like epilepsy. But the company is also planning on incorporating the technology into a pair of true wireless earbuds.These headphones won’t be arriving until the end of 2026, but Naox says the tech is small enough that it can be integrated with other companies earbuds. Consequently, it’s certainly plausible we could see plenty of earbuds that will keep an eye on our brain health as a side hustle. 

Naox
Naox
Daniel Cooper for Engadget

NAOX was co-founded by Dr. Michel Le Van Quyen who, at a talk in London in December 2025, talked about the rationale for creating an in-ear ECG. Essentially, he was looking to build a brain equivalent to the Apple Watch’s continuous heart rate monitoring (and ECG). I was curious about the science behind an ear-mounted EEG given they commonly use the scalp. Professor Friston said that an ear-mounted EEG is potentially more useful as “you can get slightly closer to the sources of activity.” And that it makes a lot of sense for a consumer-grade EEG to be added to wireless earbuds given their utility in practices like meditation.

Naox's prototype TWS earbuds sensors.
Naox’s prototype TWS earbuds sensors.
Daniel Cooper for Engadget

One downside of the proliferation of wearable EEGs is that it could lead users to jump to the wrong conclusions about their mental health. For instance, if someone is to be diagnosed with a condition such as epilepsy, they need to undergo a 24-hour perambulatory EEG. As Professor Friston explained, the recording of that 24 hour EEG would be “carefully scrutinized by experts who are able to run a differential diagnosis … to specify what further investigations are required.” He, like a lot of clinicians, is concerned about ill-informed consumers using these devices to make medical interventions without consulting a professional. 

Friston added that people shouldn’t expect wearable EEGs to be magic bullets for their brain health or cognition. He said the best way for a consumer to approach them is by treating them with the same level of reverence as a household thermometer. “Are thermometers useful in managing the wellness of my children?, Yes,” he explained, “can your thermometer tell you what particular virus you have? Absolutely not.” “In the context of well-being and to augment or validate practices such as mindfulness and meditation, they can be fun and useful quantitative devices.” But, fundamentally, that is all he feels they can be, especially right now.

This article originally appeared on Engadget at https://www.engadget.com/wearables/the-ces-companies-hoping-your-brain-is-the-next-big-thing-in-computing-175048601.html?src=rss

Meta Announces New Smartglasses Features, Delays International Rollout Claiming ‘Unprecedented’ Demand’

This week Meta announced several new features for “Meta Ray-Ban Display” smartglasses:
– A new teleprompter feature for the smart glasses (arriving in a phased rollout)
– The ability to send messages on WhatsApp and Messenger by writing with your finger on any surface. (Available for those who sign up for an “early access” program).
– “Pedestrian navigation” for 32 cities. (“The 28 cities we launched Meta Ray-Ban Display with, plus Denver, Las Vegas, Portland, and Salt Lake City,” and with more cities coming soon.)
But they also warned Meta Ray-Ban Display “is a first-of-its-kind product with extremely limited inventory,” saying they’re delaying international expansion of sales due to inventory constraints — and also due to “unprecedented” demand in the U.S. CNBC reports:

“Since launching last fall, we’ve seen an overwhelming amount of interest, and as a result, product waitlists now extend well into 2026,” Meta wrote in a blog post. Due to “limited” inventory, the company said it will pause plans to launch in the U.K., France, Italy and Canada early this year and concentrate on U.S. orders as it reassesses international availability…

Meta is one of several technology companies moving into the smart glasses market. Alphabet announced a $150 million partnership with Warby Parker in May and ChatGPT maker OpenAI is reportedly working on AI glasses with Apple.


Read more of this story at Slashdot.