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How the Brain Balances Excitation and Inhibition

Inhibitory neurons have “often been ascribed support roles,” said Annabelle Singer, a neuroscientist and neuroengineer at the Georgia Institute of Technology and Emory University. That’s likely because it’s simply easier to study excitatory neurons. For example, an excitatory place cell in the hippocampus can fire when an animal is in a particular location. When this happens, its excitation of other cells can be observed. “It’s very clear-cut,” she said. But an inhibitory neuron “fires a lot eve

ML on Apple ][+

Wait. Does k-means count as machine learning? Yes. Yes, it does. CS229 is the graduate-level machine learning course I took at Stanford as part of the Graduate Certificate in AI which I received back in 2021. While k-means is my choice as the easiest to understand algorithm in machine learning, it was taught as the introductory clustering algorithm for unsupervised learning. As a TA for XCS229, which I have been doing since 2022 and most recently did this Spring, I know that it is still being t

Topics: cluster ds km nx rem

Subtleties of SQLite Indexes

Subtleties of SQLite Indexes Sep 29, 2025 In the last 6 months, Scour has gone from ingesting 330,000 pieces of content per month to over 1.4 million this month. The massive increase in the number of items slowed down the ranking for users' feeds and sent me looking for ways to speed it up again. After spending too many hours trying in vain to squeeze more performance out of my queries and indexes, I dug into how SQLite's query planner uses indexes, learned some of the subtleties that explain

ESA will pay an Italian company nearly $50 million to design a mini-Starship

The European Space Agency signed a contract Monday with Avio, the Italian company behind the small Vega rocket, to begin designing a reusable upper stage capable of flying into orbit, returning to Earth, and launching again. This is a feat more difficult than recovering and reusing a rocket's booster stage, something European industry has also yet to accomplish. SpaceX's workhorse Falcon 9 rocket has a recoverable booster, and several companies in the United States, China, and Europe are trying

Microsoft is trying to make 'vibe working' a thing

Microsoft is taking inspiration from the AI-driven workflows of "vibe coding" and has now set out to make "vibe working" a thing (yes, those are the words the company chose.) Does AI in the workplace even lead to worthwhile outputs ? Does it mortgage our brains' ability to learn ? There are many seemingly critical question unanswered. But in the meantime, sure: vibe working it is. Using Office Agent within Office apps or Copilot chat, users can begin a document with a single prompt and then wor

I install these 11 apps on every new Linux system, and you should, too - here's why

ZDNET Some Linux distributions ship with plenty of pre-installed apps, whereas others tend to be a bit leaner. Even those distributions that include a host of applications don't always get the collection of pre-installed apps quite right. From my experience, there are certain apps that should be considered "must haves" for every new user, and it often confuses me why they aren't included in many of the major distributions. Also: How to create system restore points on Linux with Timeshift - an

New LG UltraFine 6K going up for pre-order soon, pricing revealed

Back at CES in January, LG caught the attention of Mac users by teasing a new UltraFine 6K Display with Thunderbolt 5. The company, however, was ultra tight-lipped on details about the display, including pricing and availability. If a new product listing from B&H is to be believed, the highly anticipated LG UltraFine 32U990A will be available for pre-order tomorrow for $1,999.99. LG’s website, however, suggests that pre-orders begin in October 10. It’s always possible that B&H has a period of e

Apple AirPods Pro 3 vs. Samsung Galaxy Buds 3 Pro: I compared both, and here's the winner

Christian de Looper/ZDNET Follow ZDNET: Add us as a preferred source on Google. The first-party advantage is real. The most obvious example of why first-party products are worth considering is the AirPods lineup, led by the new AirPods Pro 3. These headphones offer way more features when connected to an Apple device than when connected to other devices. But Apple isn't the only one to take advantage of its multi-device ecosystem. Samsung does it too, with its Galaxy Buds 3 Pro earbuds headin

No, Dedicated AI Buttons on Laptops Are Not Going to Sell More PCs

We’ll be waiting until next year for the first round of PCs sporting Qualcomm’s new Snapdragon X2 Elite Extreme chip, plus whatever Intel and AMD have in store for lightweight laptops. As a hint of what to expect, in stepped a company nobody had ever heard of, offering a laptop few people wanted. Humain (no, not that AI wearable company that bricked its wonky AI Pin and sold itself to HP for peanuts), a Saudi Arabian company, debuted a laptop at Qualcomm’s Snapdragon Summit in Hawaii (full discl

Keychron mechanical keyboards are up to 62 percent off

Google’s Pixel Watch 4 is on the horizon, launching October 9th at $349.99 for the 41mm size and $399.99 for the 45mm size. There are always going to be people who want the latest gadgets, and those who take advantage of the moment to score a deal on the last-gen product. If you find yourself if the latter bucket, head over to Amazon where you can get the 41mm Wi-Fi version of thein the champagne gold aluminum case for $199.99. It’s a good smartwatch, even though it’s missing out on some new har

Alexa Plus is smarter — but it’s not yet smart enough

is a senior reviewer focused on smart home and connected tech, with over twenty years of experience. She has written previously for Wirecutter, Wired, Dwell, BBC, and US News. Posts from this author will be added to your daily email digest and your homepage feed. This week, Amazon will launch new Echo hardware designed to supercharge Alexa Plus, the AI-powered upgrade to its voice assistant. I’ve been using Alexa Plus for the last few months as part of its Early Access program, and while the n

Topics: alexa home new plus smart

Today’s Pixel phones owe a lot to the amazing Nexus 6P

It’s been 10 years since Google released the Nexus 6P, the last phone to bear the Nexus name before the Google Pixel followed it in 2016. Usually, a phone turning 10 is nothing more than an opportunity to wax nostalgic about a beloved device from the past. I think the Nexus 6P is different because a decade later, we’re still feeling the ripples of the splash this phone made, from its incredible camera to its timeless design. The Nexus 6P isn’t any old Google phone. It’s the start of where Googl

Galaxy Z Fold 5 and Flip 5 are next up for the stable One UI 8 rollout

Ryan Haines / Android Authority TL;DR Samsung is rolling out One UI 8 for the Galaxy Z Fold 5 and Flip 5. The stable version is arriving in South Korea first, with other countries to follow. The update is also starting to land for the Galaxy A55 5G. It looks like Samsung is picking up the pace with the rollout of stable One UI 8. Earlier today, the company began releasing the Android 16 skin for the Galaxy S23 series. Now, owners of the Galaxy Z Fold 5, Galaxy Z Flip 5, and Galaxy A55 5G are

What is your idea of the perfect Google Pixel phone?

Ryan Haines / Android Authority 🗣️ This is an open thread. We want to hear from you! Share your thoughts in the comments and vote in the poll below — your take might be featured in a future roundup. As the proud user of the aging but still golden Google Pixel 8, I’ve had plenty of fun using this handset. It snaps tremendous pictures in various conditions and, thanks to its tiny form, easily fits within a single hand. But, despite its pros, some elements annoy me. I’m not sure why Google made t

New LG UltraFine 6K going up for pre-order tomorrow, pricing revealed

Back at CES in January, LG caught the attention of Mac users by teasing a new UltraFine 6K Display with Thunderbolt 5. The company, however, was ultra tight-lipped on details about the display, including pricing and availability. If a new product listing from B&H is to be believed, the highly anticipated LG UltraFine 32U990A will be available for pre-order tomorrow for $1,999.99. Here are some of the highlights from the product listing about the LG UltraFine 32U990A: 31.5″ 16:9 IPS Black Pane

ChatGPT tests free trial for paid plans, rolls out cheaper Go in more regions

OpenAI is offering some users a free trial for ChatGPT Plus, which costs $20. In addition, $4 GPT Go is now available in Indonesia. As spotted on X, some users see a "start free trial" nudge when they visit the pricing page on ChatGPT.com. It's rolling out and may not appear on newer accounts to prevent abuse, but if you've been using GPT for a while, you might see the alert. In addition, OpenAI released $4 GPT Go in Indonesia. Previously, it was limited to just India. Now, OpenAI is expandin

Scientists Might Be Looking for Consciousness in the Wrong Part of the Brain

What gives rise to human consciousness? Are some parts of the brain more important than others? Scientists began tackling these questions in more depth about 35 years ago. Researchers have made progress, but the mystery of consciousness remains very much alive. In a recently published article, I reviewed over 100 years of neuroscience research to see if some brain regions are more important than others for consciousness. What I found suggests scientists who study consciousness may have been und

Ford’s CEO isn’t impressed with Apple CarPlay Ultra

is transportation editor with 10+ years of experience who covers EVs, public transportation, and aviation. His work has appeared in The New York Daily News and City & State. Posts from this author will be added to your daily email digest and your homepage feed. The list of car companies looking askance at Apple’s newly release, all-encompassing version of CarPlay is growing longer. In an interview on Decoder, Ford CEO Jim Farley said he is taking a wait-and-see approach about whether to autho

Qualcomm’s Snapdragon X2 Elite Extreme Performance Puts Pressure Back on Intel and Apple

Last week at Snapdragon Summit, Qualcomm announced its next-gen line of PC chips, Snapdragon X2. The chips will come in two flavors: the X2 Elite and X2 Elite Extreme. At a benchmarking session at the conference, held in Hawaii, I was given a closer look at just how the X2 Elite Extreme will perform across a variety of common tests, using reference laptops Qualcomm brought to the event. Here's what I learned in my short time with these devices and how they compare to their closest rivals, inclu

I know how Google could make the perfect Pixel phones, but it’ll never happen

Robert Triggs / Android Authority Google recently announced the Pixel 10 series, and these phones excel on the software front. This includes seven years of updates, a slew of AI tricks, and some nifty Pixel-only features. However, Pixel phones tend to lag behind rivals on the hardware front in several ways. I have a pie-in-the-sky solution that would allow smartphone buyers to pair the best software with the best hardware. There’s just one problem: it almost certainly won’t happen. Say hello t

After Galaxy phones, Samsung tablets are now getting One UI 8

Zac Kew-Denniss / Android Authority TL;DR Samsung has begun rolling out One UI 8 for the Galaxy Tab S10 Plus. The Galaxy Tab S10 Plus is the first Samsung tablet to be updated to One UI 8. The update is currently live in Korea, but we expect a global rollout to follow in the coming days. Earlier this month, Samsung began rolling out the stable One UI 8 update, starting with the Galaxy S25 series. In a matter of days, the update began to trickle down to the Galaxy S24 as well as the Galaxy Z

Here’s what to expect from this Android flagship’s Hasselblad camera add-on

TL;DR OPPO has confirmed that its Hasselblad-branded external lens for the Find X9 series is a telephoto extender. It revealed that this is a 3.28x telephoto extender, turning the Find X9 Pro’s 3x camera into a ~9.6x camera. Recent history suggests that this should deliver fantastic long-range shots, albeit in a cumbersome package. The OPPO Find X9 series is scheduled to launch in the coming weeks, and we’re expecting these devices to be among the best camera phones. OPPO already confirmed th

Galaxy S23 users, rejoice: Stable One UI 8 is now officially rolling out

Ryan Haines / Android Authority TL;DR The stable One UI 8 update is now rolling out to the Galaxy S23 series and the Galaxy S23 FE The update is currently available in South Korea, with a broader rollout to other regions expected soon. The Galaxy A36 also received One UI 8 stable release in South Korea last week, and the update is now rolling out in more regions globally. Samsung’s One UI 8 rollout is now in full swing for older devices in its portfolio. The update has already rolled out to

I teamed up two AI tools to solve a major bug - but they couldn't do it without me

monsitj/iStock/Getty Images Plus Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways Codex struggles with big-picture debugging in complex codebases. Deep Research excels at diagnosis when code context is large. Human testing and oversight still remain critical with AI coding. "Huh?!?" Sometimes, when I'm coding and something doesn't behave quite right, and I'm not entirely sure what's up, my brain fires off an internal "Huh?!?" I think it's my way of recognizing "t

These XR glasses gave me a 200-inch screen to work with - and effectively replaced my monitors

Xreal One Pro ZDNET's key takeaways The Xreal One Pro is available for $649, and the Xreal Eye accessory is priced at $99. Thanks to the X1 chip, no special software is required for advanced functionality, the FOV is the best available, the glasses are comfortable, and the display is bright and clear. The glasses are rather expensive, and two sizes for your eye width make them fit best for individuals. $649 at Amazon Follow ZDNET: Add us as a preferred source on Google. For the past several

Topics: eye glasses pro xr xreal

Users only care about 20% of your application

I often destroyed our home computer when I was a kid. Armed with only 2GB of storage, I'd constantly hunt for files to delete to save space. But I learned the hard way that .ini files are actually important. After the computer failed to boot, I would have to reinstall Windows and Office 97. My father spent countless hours in the Office Suite and always reminded me to make sure I installed MS Excel. I didn't understand what it was for. The interface looked very confusing to me. But then one day,

Topics: 20 didn excel users word

Can Vibration Plates Help You Lose Weight? Fitness Experts Reply

A vibration plate may seem like a fun, modern piece of exercise equipment, and many claim that the full-body vibrations it provides can help you get stronger while losing weight. But is this too good to be true? Are vibration plates a type of workout we should all try? To find the potential benefits and risks associated with vibration plates, along with who should avoid them and which exercises are best on vibration plates, we reached out to fitness experts to answer all of your questions. Don'

Former Microsoft execs launch AI agents to end Excel-led finance

Despite millions spent on financial software, many finance teams still rely on Excel to close their books and reconcile numbers while preparing them for audit. Two former Microsoft executives view it as a problem — and they have started Maximor to replace spreadsheets with AI agents for the grunt work finance teams perform. Excel spreadsheets are everywhere in finance. Even with dedicated ERP, CRM, and billing systems, many mid-sized companies and enterprises still export transactions into Exce

Not a fan of Windows 11? Here's how I made my system look more like Linux or MacOS

Screenshot by Jack Wallen/ZDNET Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways Seelen UI is a desktop environment for Windows. With this app, you can achieve a Linux or MacOS look. Seelen UI is free to use and install on Windows 10/11. As a longtime Linux user, my opinion of the Windows UI has never really wavered: I think it's pretty dismal. Given that Linux has a cornucopia of desktop environments from which to choose, it makes perfect sense that someone wh

Primer on FedEx's Distribution Network (2024)

*Updated July 1, 2025 FedEx was founded in 1971 as an express delivery service. An early motto captures its basic promise: “When it absolutely, positively has to be there overnight.” The Federal Aviation Act of 1977, which was intensely advocated for by FedEx founding president Fred Smith, allowed FedEx to bring larger aircraft into its fleet. Larger aircraft in turn allowed FedEx to concentrate most of its sorting operations in one hub, Memphis, where the company built its superhub in 1979. T