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Windows-Use: an AI agent that interacts with Windows at GUI layer

Windows-Use is a powerful automation agent that interact directly with the Windows at GUI layer. It bridges the gap between AI Agents and the Windows OS to perform tasks such as opening apps, clicking buttons, typing, executing shell commands, and capturing UI state all without relying on traditional computer vision models. Enabling any LLM to perform computer automation instead of relying on specific models for it. 🛠️Installation Guide Prerequisites Python 3.12 or higher UV (or pip ) ) Win

Many Hard LeetCode Problems Are Easy Constraint Problems

September 10, 2025 Many Hard Leetcode Problems are Easy Constraint Problems Use the right tool for the job. In my first interview out of college I was asked the change counter problem: Given a set of coin denominations, find the minimum number of coins required to make change for a given number. IE for USA coinage and 37 cents, the minimum number is four (quarter, dime, 2 pennies). I implemented the simple greedy algorithm and immediately fell into the trap of the question: the greedy algor

Nintendo's Back in VR With a New Virtual Boy, Coming Next Year for Switch

I keep wondering when Nintendo will get back into VR -- I asked Shigeru Miyamoto about it earlier this year, in fact. Well, Nintendo's going back to VR, sort of: the Virtual Boy is back, baby. Retro games and a Virtual Boy accessory for the Switch and Switch 2 are coming Feb. 17 next year. The Virtual Boy was one of several things the company announced for Mario's 40th anniversary in a Direct livestream Friday, including new remasters of Super Mario Galaxy 1 and 2. The failed 1996 stereoscopic

Small, affordable, efficient: A lot to like about the 2026 Nissan Leaf

Nissan provided flights from Austin to San Diego and then to Washington, DC, and accommodation so Ars could drive the Nissan Leaf. Ars does not accept paid editorial content. SAN DIEGO—The original Nissan Leaf was a car with a mission. Long before Elon Musk set his sights on Tesla selling vast numbers of electric vehicles to the masses, then-Nissan CEO Carlos Ghosn wanted Nissan to shift half a million Leafs a year in the early 2010s. That didn't quite come to pass, but by 2020, it had sold its

New pathway engineered into plants lets them suck up more CO₂

Lots of people are excited about the idea of using plants to help us draw down some of the excess carbon dioxide we've been pumping into the atmosphere. It would be nice to think that we could reforest our way out of the mess we're creating, but recent studies have indicated there's simply not enough productive land for this to work out. One alternative might be to get plants to take up carbon dioxide more efficiently. Unfortunately, the enzyme that incorporates carbon dioxide into photosynthes

Over three decades later, Nintendo remembers the Virtual Boy exists

Even as Nintendo has endlessly mined its classic consoles for nostalgic re-releases in recent decades, the company has seemed to completely ignore the existence of the Virtual Boy—its abortive 1990s dip into the world of early virtual reality. That's finally set to change next February with Nintendo's first-ever official re-release of Virtual Boy games—at least for players who invest $100 in a required Virtual Boy-shaped Switch dock (or a cheaper cardboard holder) to make them work. Virtual Boy

The Galaxy Watch 8 Classic is $140 off, nearly the same price as the standard model

Posts from this author will be added to your daily email digest and your homepage feed. Apple’s new smartwatches have the spotlight this week, but Android users have a reason to celebrate, too. That’s because Samsung’s gorgeous, Bluetooth-enabled Galaxy Watch 8 Classic is cheaper than ever at Woot through September 19th. It’s down to $359.99 ($140 off), nearly matching the price of the $349.99 Galaxy Watch 8. Not a bad discount for a watch that came out fewer than two months ago. Samsung Galax

The Inventor of Ozempic Is Suddenly Sacking Huge Numbers of Employees

Image by Kristian Tuxen Ladegaard Berg / SOPA Images / LightRocket via Getty / Futurism Developments Novo Nordisk, the 102-year-old Danish drugmaker behind the blockbuster drugs Ozempic and Wegovy, is laying off thousands of workers as it seeks to recoup some of the revenue it's lost to competitors amid the GLP-1 boom. In a press release, the pharmaceutical giant announced that it would soon let go of 11 percent of its workforce, totaling about 9,000 of its 78,400 employees around the world. A

Yoshi and the Mysterious Book is a new platformer coming to the Switch 2 next spring

Nintendo is dropping a slew of Mario-related announcements this morning as part of the franchise's 40th anniversary, including a new game starring his dinosaur companion. Yoshi and the Mysterious Book is coming out for Switch 2 in the Spring of 2026 and the brief bit of gameplay we saw plants it squarely in the cutesy yet intriguing tradition of past Yoshi platformers. The game's worlds and levels appear to be part of a book named Mr. Encyclopedia (or Mr. E for short) that Yoshi can jump into a

Donkey Kong Bananza is getting a DLC expansion today

Donkey Kong Bananza, probably my favorite game of the year, is getting a paid expansion today called DK Island & Emerald Rush. As the title implies, you'll get to explore the island where Donkey Kong hails from and visit a whole host of his friends while you're at it. Naturally, there is more to explore and find there, but there's also a whole new set of challenges once you've finished the main game story. That's the titular Emerald Rush. The timed missions involve you running around the island

Nintendo is bringing back the Virtual Boy as a Switch and Switch 2 accessory

Nintendo had a truly wild surprise up its sleeve for Switch Online + Expansion Pack during its Direct event on Friday. The company is bringing back the Virtual Boy as a physical device into which you can slot your Switch or Switch 2. A plastic replica of the mid-90s tabletop system will soon be available for Switch Online members to buy. The company will sell a cardboard version of the accessory too. No need to rub your eyes in disbelief (but if history is any indication, you might have to for r

The first three things you’ll want during a cyberattack

The moment a cyberattack strikes, the clock starts ticking. Files lock up, systems stall, phones light up and the pressure skyrockets. Every second counts. What happens next can mean the difference between recovery and catastrophe. In that moment, you need three things above all else: clarity, control and a lifeline. Without them, even the most experienced IT team or managed service provider (MSP) can feel paralyzed by confusion as damage escalates. But with clarity, control and a lifeline, you

Over 100 ships have sailed with fake insurance from the Norwegian Ro Marine

All large ships must have insurance, and Ro Marine has provided this in a big way. The Norwegian company did not have permission to sell insurance but did it anyway — to clients worldwide. In March, we reported how select ships used false papers to deceive inspectors in NATO countries. Now, NRK and Dossier Center can reveal how extensive and global the fraud was: over 100 ships have sailed with illegitimate insurance documents from Ro Marine. “It's very serious and unusual that such a seriou

The Worst-Selling Nintendo Console Ever Is Returning as a Switch 2 Accessory

Nintendo is bringing back the most underrated hardware in its storied history as an accessory for the Switch 2. The recreated Virtual Boy still has the classic kickstand and faceplate. However, instead of sporting its own screen, you’ll need to slot in your Switch 2 to create the classic black and red “3D” visuals. At first glance, the new Virtual Boy appears like a pitch-perfect remodel of Game Boy creator Gunpei Yokoi’s odd kickstand-based console. The main difference is that there’s no scree

How Do You Sell People on VPNs? Just Say 'VPN' Over and Over and Over Again, Apparently

A tech company's text-heavy mural in London's trendy Shoreditch area, known for its street art, used the word "VPN" 24 times without actually explaining what a virtual private network is or does. Which was kinda the point. The eye-catching artwork was the creation of VPN provider Surfshark and graffiti art company KingMurals, which collaborated on a PR stunt. VPNs, or virtual private networks, create an encrypted tunnel that lets you engage in online activity without exposing your IP address,

It’s time for Meta to add a display to its smart glasses

is a senior reporter focusing on wearables, health tech, and more with 13 years of experience. Before coming to The Verge, she worked for Gizmodo and PC Magazine. This is Optimizer, a weekly newsletter sent every Friday from Verge senior reviewer Victoria Song that dissects and discusses the latest phones, smartwatches, apps, and other gizmos that swear they’re going to change your life. Optimizer arrives in our subscribers’ inboxes at 10AM ET. Opt in for Optimizer here. About a month ago, I w

Apple Watch Ultra 3, Series 11 battery estimates don’t tell the whole story

This year’s new Apple Watch models come with a variety of upgrades, including battery improvements on the Ultra 3 and Series 11. But looking into the fine print reveals that Apple’s battery estimates come with an important asterisk. Apple’s battery estimates now include sleep tracking, but didn’t before Battery life is one of the most important features of any mobile device. Any battery gains tend to be a big deal for users. But historically, the Apple Watch has offered more or less the same

Apple Music deal: New subscribers can get three free months of the Family Plan

Apple Music has a great deal going on right now for those interested in the Family Plan. New subscribers can get three free months of that plan — which, at $17 per month normally, comes out to $51 in savings for the whole period. The Family Plan allows six different users to access the platform. It offers cross-device support and each user is tied to an Apple ID, so their favorite music won't mess with anyone else's algorithm. Apple Music actually topped our list of the best music streaming pl

Claude’s memory architecture is the opposite of ChatGPT’s

Claude Memory: A Different Philosophy How Claude memory works, how it differs from ChatGPT, and what these approaches reveal. Earlier this week, I dissected ChatGPT's memory system. Since then, I've been doing the same for Claude and realized something remarkable: these two leading AI assistants have built completely opposite memory systems. In this post, I'll start by breaking down exactly how Claude's memory works—what it stores and how it retrieves information. Then we'll get to the intere

Chronic Insomnia Is Bad for the Brain. Like, Really Bad

If you’re a chronic insomniac, you might experience faster declines in memory and thinking skills than your better-sleeping fellows. In other words, your brain might age faster. In a study published Wednesday in the journal Neurology, researchers revealed that people with chronic insomnia, described as having trouble sleeping at least three days a week for three months or more, were significantly more likely to develop mild cognitive impairment or dementia than their healthy counterparts. “Ins

Nintendo Announces ‘The Super Mario Galaxy Movie’ Coming April 2026

Nintendo announced today that its animated 2023 smash hit Super Mario Bros. Movie will indeed get a sequel: In a Nintendo Switch Direct live stream, the video game company revealed that The Super Mario Galaxy Movie will be coming to the big screen as soon as next spring. The announcement was preceded by classic artwork featuring the mustachioed plumber before Nintendo game director Shigeru Miyamoto opened the show, revealing a first look at the upcoming sequel. In an accompanying trailer, we s

A new Astro Bot-themed PS5 controller is now available for preorder

is a commerce writer covering deals and buying guides. Previously, he was a freelance writer for Popular Mechanics, Men’s Health, and Esquire. Posts from this author will be added to your daily email digest and your homepage feed. If you missed out on the limited edition Astro Bot DualSense wireless controller for PlayStation 5 last year, we have good news: Sony is launching a new “Joyful” version of the gamepad for $84.99 on October 30th, and preorders have just begun at the PlayStation store

Microsoft slips unscathed through EU competition probe after promising to unbundle Teams

Thanks to a pledge to unbundle its corporate messaging app Teams from its productivity suites, Microsoft has managed to slip unscathed through a major antitrust investigation by the European Commission that could have resulted in massive fines for the tech giant. The Commission on Friday okayed Microsoft’s concessions to address the EU’s competition concerns over the company including Teams along with the rest of its Office productivity suite for free, concluding a multi-year investigation that

Winklevoss-founded Gemini prices IPO at $28 per share, valuing the crypto exchange at $3.3 billion

Tyler Winklevoss and Cameron Winklevoss (L-R), creators of crypto exchange Gemini Trust Co., on stage at the Bitcoin 2021 Convention, a cryptocurrency conference held at the Mana Convention Center in Wynwood in Miami, Florida, on June 4, 2021. Gemini Space Station, the crypto company founded by Cameron and Tyler Winklevoss, priced its initial public offering at $28 per share late Thursday The company priced the offering above its expected range of $24 to $26, valuing the company at $3.3 billio

Apple Watch Series 11 receives FDA approval for hypertension alerts

Apple's Awe Dropping event started with dramatic health testimonials from Apple Watch users, then revealed a key new feature for the new Watch Series 11: hypertension alerts. The function had yet to receive FDA approval at the time, but that has now been granted, according to Bloomberg. As a result, it will reportedly be available to users in 150 countries when the Watch 11 and Ultra Watch 3 ship starting on September 19. Hypertension alerts can help detect hypertension (high blood pressure), a

Engadget Podcast: A deeper dive into the iPhone 17 and iPhone Air

This week, managing editor Cherlynn Low and senior reporter Karissa Bell are joined by The Verge's Allison Johnson to talk all about the new iPhone Air, iPhone 17 Pro and iPhone 17. We also answered some questions from Threads and talk about our hopes and dreams from the next Apple event. Also, Devindra and Ben chat about some recent news, including a truly awful AI podcasting company. Topics Cherlynn, Karissa, and a special guest break down the iPhone 17 news from Apple headquarters – 1:04 N

Prongs rock

is a senior editor and founding member of The Verge who covers gadgets, games, and toys. He spent 15 years editing the likes of CNET, Gizmodo, and Engadget. Posts from this author will be added to your daily email digest and your homepage feed. Here’s a hot take: gaming handhelds are better with prongs. How do I know? I hold a lot of handhelds (and gamepads) here at The Verge, but Microsoft and Asus’s upcoming Xbox Ally X might take the cake for the most comfortable to hold. And that handheld

Larry Ellison briefly becomes world's richest person

Larry Ellison briefly becomes world's richest person 2 days ago Share Save Danielle Kaye Business reporter Share Save Getty Images Larry Ellison, pictured at an Oval Office meeting earlier this year, has overtaken Elon Musk in fortune Elon Musk briefly lost his title as the world's richest person to Larry Ellison, the co-founder of Oracle and an ally of US President Donald Trump. Ellison's wealth surged to $393bn (ÂŁ290bn) on Wednesday morning, surpassing Musk's $385bn (ÂŁ284bn), according to t

Will the latest iPhone kill off the Sim card?

Will the latest iPhone kill off the Sim card? 8 hours ago Share Save Graham Fraser Technology reporter Share Save Getty Images With smartphones, where Apple leads others often follow - so it launching an iPhone this week without a traditional Sim card is raising questions over the future of a very familiar piece of phone tech. All phone users will be used to the small plastic cards they need to delicately insert into their devices to make them operate. But for buyers of the iPhone Air, that w

SK Hynix continues monster $80 billion rally as it readies next-gen chips for Nvidia

A man walks past a logo of SK Hynix at the lobby of the company's Bundang office in Seongnam on January 29, 2021. South Korean memory chipmaker SK Hynix said Friday that it was ready to mass produce its next-generation high-bandwidth memory chips, staying ahead of rivals and sending the company's stock soaring. HBM is a type of memory that is used in chipsets for artificial-intelligence computing, including in chips from global AI giant Nvidia — a major client of SK Hynix. SK Hynix said earli

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