How University of Texas Medical Branch is using AI to identify patients at high cardiovascular risk, flag for stroke and catch 'basic stuff.'Read More

Over the past few years, what sounds like an episode of Black Mirror has been unfolding in real life: millions of people around the world have agreed to let metallic orbs scan their eyes in exchange for receiving a blockchain-based ID and a cryptocurrency called Worldcoin.Beginning this week, Worldcoin (WLD) will be available in most of the US for the first time, including via exchanges like Coinbase. Those who scan their eyes at a World orb will receive 16 WLD. Meanwhile, people who have downloaded and already registered with the World app in the US will receive a “pioneer grant” of 150 WLD dropped into their wallet.The Sam Altman co-founded startup behind the project, Tools for Humanity, is also working with Visa to release a debit card later this year that converts WLD to fiat currency at checkout. Altman, who is currently the chairman of Tools for Humanity, announced the news alongside CEO Alex Blania at a press event in San Francisco on Wednesday, dubbed “At Last.” More than 7,000 of World’s orbs will be available for iris scans at physical “World Space” locations in Atlanta, Austin, Los Angeles, Miami, Nashville, and San Francisco, as well as in Razer stores. Tools for Humanity updated the orb’s physical design last year, and on Wednesday, it teased a smaller “orb mini” that resembles a smartphone.Co-founder Sam Altman said World’s orbs and cryptocurrency are meant to solve for “trust in the age of AGI.” Image: Vjeran Pavic / The VergeSince it was founded by Altman, Blania, and Max Novendstern in 2019, the startup’s stated mission has been to make World ID the primary method for verifying humans online. The implicit goal is to address the societal ramifications of OpenAI, Altman’s other company. As AI becomes more advanced, the idea is that a system like World ID will become necessary for distinguishing between what is generated and what is not. In Altman’s vision of the future, Worldcoin could also serve as a form of universal basic income for individuals whose jobs have been replaced by AI.Aside from its upcoming debit card with Visa, the primary way to use Worldcoin is through the World wallet app, which enables users to send WLD and other cryptocurrencies to each other via a private chat service tied to World IDs. The World mobile app also offers over 150 mini-apps, including a new one from the prediction market Kalshi. World is also launching ID integrations with Stripe, Match Group, the parent company of Tinder, and Razer’s gaming platform.World ID will be added as an account verification option in Tinder. WorldYou’ll need to be verified with a World ID to get the startup’s Visa card. WorldWhile previous SEC Chair Gary Gensler took a hard-line, litigious approach to crypto, the Trump administration has significantly dialed back scrutiny of the space. That political shift gave Tools of Humanity the confidence to launch Worldcoin in the US now, although the token is still not available in New York state. Despite facing strong pushback from other governments due to its use of biometric data, Worldcoin has still managed to become one of the largest crypto projects in the world. The startup says that, so far, its orbs have verified 12 million humans from over 100 countries on its Ethereum-based World Chain. The price of WLD, meanwhile, has fluctuated wildly. It was trading below its 2023 debut price ahead of Wednesday’s event.See More:

The Universal Approximation Theorem states that a neural network with a single hidden layer and a nonlinear activation function can approximate any continuous function.  Practical issues aside, such that the number of neurons in this hidden layer would grow enormously large, we do not need other network architectures. A simple feed-forward neural network could do the trick. It is challenging to estimate how many network architectures have been developed.  When you open the popular AI model platform Hugging Face today, you will find more than one million pretrained models. Depending on the task, you will use different architectures, for example transformers for natural language processing and convolutional networks for image classification. So, why do we need so many Neural Network architectures? In this post, I want offer an answer to this question from a physics perspective. It is the structure in the data that inspires novel neural network architectures. Symmetry and invariance Physicists love symmetry. The fundamental laws of physics employ symmetries, such as the fact that the motion of a particle can be described by the same equations, regardless of where it finds itself in time and space. Symmetry always implies invariance with respect to some transformation. These ice crystals are an example of translational invariance. The smaller structures look the same, regardless of where they appear in the larger context. By Photo by PtrQs, CC BY-SA 4.0, https://commons.wikimedia.org/w/index.php?curid=127396876 Exploiting symmetries: convolutional neural network If you already know that a certain symmetry persists in your data, you can exploit this fact to simplify your neural network architecture. Let’s explain this with the example of image classification. The panel shows three scenes including a goldfish. It can show up in any location within the image, but the image should always be classified as goldfish. Images created by the author using Midjourney. A feed-forward neural network could certainly achieve this, given sufficient training data.  This network architecture requires a flattened input image. Weights are then assigned between each input layer neuron (representing one pixel in the image) and each hidden layer neuron. Also, weights are assigned between each neuron in the hidden and the output layer. Along with this architecture, the panel shows a “flattened” version of the three goldfish images from above. Do they still look alike to you? Image created by the author. Using images created by the author with Midjourney and ANN architecture created with https://alexlenail.me/NN-SVG/. By flattening the image, we have incurred two problems: Images that contain a similar object do not look alike once they are flattened, For high-resolution images, we will need to train a lot of weights connecting the input layer and the hidden layer. Convolutional networks, on the other hand, work with kernels. Kernel sizes typically range between 3 and 7 pixels, and the kernel parameters are learnable in training. The kernel is applied like a raster to the image. A convolutional layer will have more than one kernel, allowing each kernel to focus on different aspects of the image.  Image created by the author. For example, one kernel might pick up on horizontal lines in the image, while another might pick up on convex curves. Convolutional neural networks preserve the order of pixels and are great to learn localized structures. The convolutional layers can be nested to create deep layers. In conjunction with pooling layers, high-level features can be learned. The resulting networks are considerably smaller than if you would use a fully-connected neural network. A convolutional layer only requires kernel_size x kernel_size x n_kernel trainable parameters.  You can save memory and computational budget, all by exploiting the fact that your object may be located anywhere within your image! More advanced deep learning architectures that exploit symmetries are Graph Neural Networks and physics-informed neural networks. Summary Convolutional neural networks work great with images because they preserve the local information in your image. Instead of flattening all the pixels, rendering the image meaningless, kernels with learnable parameters pick up on local features. Further reading Universal Approximation Theorem Documentation for convolutional layers in Torch The post Why Are Convolutional Neural Networks Great For Images? appeared first on Towards Data Science.

La croissance rapide de l'IA ces dernières années a déclenché une vague d'investissements sans précédent dans les centres de données du monde...

Credit: Bradley Collyer/PA Images via Getty Images TL;DR: Live stream Tottenham Hotspur vs. Bodo/Glimt for free on ServusTV. Access this free streaming platform from anywhere in the world with ExpressVPN.The Europa League semi finals are here, offering a chance at redemption for Tottenham Hotspur. It has been such a tough season for Spurs, but they could end things on a high by lifting the Europa League. Of course, they've got to get to the final first, with Bodo/Glimt standing in their way.If you want to watch Tottenham Hotspur vs. Bodo/Glimt for free from anywhere in the world, we have all the information you need.When is Tottenham Hotspur vs. Bodo/Glimt?Tottenham Hotspur vs. Bodo/Glimt kicks off at 8 p.m. BST on May 1. This fixture takes place at the Tottenham Hotspur Stadium.How to watch Tottenham Hotspur vs. Bodo/Glimt for freeTottenham Hotspur vs. Bodo/Glimt is available to live stream for free on ServusTV. Mashable Top Stories Stay connected with the hottest stories of the day and the latest entertainment news. Sign up for Mashable's Top Stories newsletter By clicking Sign Me Up, you confirm you are 16+ and agree to our Terms of Use and Privacy Policy. Thanks for signing up! ServusTV is geo-restricted to Austria, but anyone can access this free streaming platform with a VPN. These tools can hide your real IP address (digital location) and connect you to a secure server in Austria, meaning you can bypass geo-restrictions to access ServusTV from anywhere in the world.Unblock ServusTV by following these simple steps:Subscribe to a streaming-friendly VPN (like ExpressVPN)Download the app to your device of choice (the best VPNs have apps for Windows, Mac, iOS, Android, Linux, and more)Open up the app and connect to a server in AustriaVisit ServusTVStream Tottenham Hotspur vs. Bodo/Glimt in the Europa League for free Opens in a new window Credit: ExpressVPN ExpressVPN (2-Year Subscription + 4 Months Free) $139 only at ExpressVPN (with money-back guarantee) The best VPNs for streaming are not free, but they do tend to provide free-trial periods or money-back guarantees. By leveraging these offers, you can gain access to ServusTV without committing with your cash. This is not a long-term solution, but it gives you plenty of time to stream Tottenham Hotspur vs. Bodo/Glimt before recovering your investment.What is the best VPN for ServusTV?ExpressVPN is the best choice for streaming live sport on ServusTV, for a number of reasons:Servers in 105 countries including AustriaEasy-to-use app available on all major devices including iPhone, Android, Windows, Mac, and moreStrict no-logging policy so your data is secureFast connection speeds free from throttlingUp to eight simultaneous connections30-day money-back guaranteeA two-year subscription to ExpressVPN is on sale for $139 and includes an extra four months for free — 61% off for a limited time. This plan also includes a year of free unlimited cloud backup and a generous 30-day money-back guarantee.Stream Tottenham Hotspur vs. Bodo/Glimt for free with ExpressVPN. Joseph Green Global Shopping Editor Joseph Green is the Global Shopping Editor for Mashable. He covers VPNs, headphones, fitness gear, dating sites, streaming, and shopping events like Black Friday and Prime Day.Joseph is also Executive Editor of Mashable's sister site, AskMen.

Pros 4K UHD resolutionFull sRGB color coverageIntegrates Google TV for access to streaming content, web apps, and services such as Google HomeCan operate independently of a PCCompetitively priced Cons Small screen for an entertainment monitorPeak 60Hz refresh rate MSI Modern MD272UPSW Specs Adaptive Sync Yes Aspect Ratio 16:9 Dimensions (HWD) 16.3 by 24.2 by 7.9 inches Height-Adjustable Stand? Landscape/Portrait Pivot Native Resolution 3840 by 2160 Panel Size (Corner-to-Corner) 27 Pixel Refresh Rate 60 Rated Contrast Ratio 1000:1 Rated Screen Luminance 300 Screen Technology IPS Swiveling Stand? Tilting Stand? USB Ports (Excluding Upstream) 3 VESA DisplayHDR Level NA Video Inputs DisplayPort Video Inputs HDMI Warranty (Parts/Labor) 3 Weight 13.9 All Specs The MSI Modern MD272UPSW ($356.99) is, in essence, a hybrid device. It can serve as a general-purpose personal or home-office monitor, or as a smart monitor integrating Google TV's huge collection of streaming apps, as well as services such as Google Home and Google Photos. It can operate either connected to or independently of a computer—in the latter case, you can attach a keyboard and mouse to it, connect it to Wi-Fi or Ethernet, and control it with the remote that comes with it. This Editors' Choice-award-winning monitor has few direct competitors, but also just niche appeal: Its modest-sized screen makes it better for personal or small-group viewing than as an entertainment center for a large family room. But for space-strapped shoppers who need it all from a small screen, it's a star.Design: Modest Screen, Minimalist StyleThe all-white MD272UPSW has a simple, appealing design. The rectangular base has a small footprint, but the monitor feels sturdy atop it. MSI includes a clip that attaches to the shaft for easy cable management. The back of the chassis has a square array of holes spaced 2.95 inches (75mm) apart, should you choose to VESA-mount it. The stand has all the standard ergonomic features we expect, including 4.3 inches of height adjustment, the ability to tilt the top of the monitor up to 5 degrees toward you and 20 degrees away, and 30 degrees of swivel to either side. It can also pivot from landscape to portrait mode and vice versa. Indeed, the MD272UPSW has the same general look as the most similar product I have reviewed, the LG MyView Smart Monitor (32SR85U). (Credit: Joseph Maldonado)The MD272UPSW packs a 27-inch (measured diagonally) IPS anti-glare screen with a 4K UHD native resolution of 3,840 by 2,160 pixels, in a 16:9 widescreen aspect ratio. A screen of that size and resolution has a pixel density of about 163 pixels per inch (ppi), ensuring a sharp image and making this display more than suitable for photo editing. The panel's 60Hz refresh rate effectively limits its gaming use to casual play, though.(Credit: Joseph Maldonado)The 27-inch screen is fine for personal desktop use or if space is at a premium, though it is on the small side if you are using it to stream video or TV as a family entertainment center. The LG 32SR85U has a more spacious 32-inch screen, though that's still closer to desktop size than family-room size.Connectivity: All Essentials CoveredThe ports, which face downward in a recess in the back of the monitor, include one upstream USB-C port—which supports DisplayPort Over USB Alternate Mode and up to 65 watts of power delivery—one DisplayPort 1.4 connector, an HDMI 2.0 port, and two USB-A ports. You could use the latter to connect a keyboard and mouse should you want to operate sans PC.(Credit: Joseph Maldonado)The MD272UPSW offers wireless connectivity via Wi-Fi 5, and an RJ-45 Ethernet jack lets you stay connected when Wi-Fi is spotty or nonexistent, assuming you've got a wired network connection nearby. The monitor also has an audio-out jack for headphones or wired external speakers if you need it. That said, the MD272UPSW's two 3-watt speakers provide decent sound quality at a reasonable volume. Worth noting: You manipulate the on-screen menus via a handy mini joystick on the back of the cabinet.Recommended by Our Editors(Credit: Joseph Maldonado)Smart Monitor: Google TV IntegrationIn addition to operating as a standard entertainment or business monitor, the MD272UPSW integrates with Google TV to let you stream an extensive selection of content and use an abundance of web apps, navigating with the included remote control. You can control Google Home smart devices by voice command, if you choose, and access your Google Photos library. It also integrates with Google Assistant and Google Cast.I entered my Google account info to access the full range of Google TV features and web apps, organized into sections such as News & Magazines, Tools, Music and Audio, Productivity, Health and Fitness, Education, and Communication. Many of the apps are familiar—CNN, Fox, MLB, TED, TeamViewer, and Peloton, just to name a few—while many were unknown to me. Some require you to be an account holder—I added my Disney+ account, and viewed content over that service—while many, such as listening to tunes on iHeartRadio, don't require any login. (Credit: Joseph Maldonado)Google TV's content selection is vast, with a greater variety of apps (around 10,000) than the WebOS platform that the LG 32SR85U uses. Its integration with services such as Google Home and Google Photos is also a positive for those using the Google ecosystem.Performance Testing: Bright, With Solid sRGB CoverageI tested the MD272UPSW's brightness, contrast ratio, and color coverage using our standard test gear: a Klein K-10A colorimeter, a Murideo SixG signal generator, and Portrait Displays' Calman Ultimate for Business calibration software.MSI rates the MD272UPSW's luminance at 300 nits (candelas per meter squared), and in our testing, it slightly exceeded that, at 324 nits. In HDR testing, it showed a peak brightness of 384 nits. I measured its contrast ratio at 1,172:1, topping its 1,000:1 rating.(Credit: Portrait Displays)The MD272UPSW's 10-bit color depth goes hand-in-hand with good color coverage, which was borne out in my testing. According to MSI, the panel covers 127% of the sRGB space, 98% of DCI-P3, and 94% of Adobe RGB. Although it fell a little short of these numbers, in our testing, it covered the full sRGB space with room to spare (see the chromaticity chart above), 95.2% of DCI-P3, and 90.7% of Adobe RGB.For experiential testing, I viewed our usual test video clips, as well as parts of movies and TV shows I accessed through Google TV. Video looked bright, with accurate, vibrant color and good contrast. The MD272UPSW also handled photos from our test suite well, with realistic-looking colors and retention of detail in both bright and dark areas.

Swedish electric plane startup Heart Aerospace is relocating its headquarters from Gothenburg to Los Angeles in a move it says will “bolster product development.”  The company will lay off all of its 75 employees in Sweden, company spokesperson Christina Zander told TNW. “Recruitment in the US is ongoing,” she added.   Founded in 2018, Heart Aerospace is building a hybrid-electric 30-passenger airliner called the ES-30. The first working prototype of the plane, X1, is scheduled to take to the skies later this year.   Tobias Bengtsdahl, a partner at VC firm Antler, told TNW that Heart’s move to the US should serve as a “wake-up call” for Europe’s tech sector.  The 2025 Agenda “Europe’s over-regulation and lack of market appetite are actively driving innovation away,” said Bengtsdahl, who is based in Stockholm. “Every move like this reinforces the narrative that the US is the better place to build — that’s a problem for Europe.”  Heart has raised almost $200mn to date, from investors including Bill Gates’ Breakthrough Energy Ventures and the Swedish government. Founder Anders Forslund said the strategic move would help the company “focus our resources.” “Our customers, partners, and investors are increasingly based in the US,” said Forslund. “By consolidating our operations in Los Angeles, we can accelerate development, strengthen collaboration, and better position Heart Aerospace for the future.”  Signs of the move had been building for a while. In May 2024, Heart opened an R&D hub in Los Angeles. Last year, the company also chose the US to conduct its first test flight and secured a $4.1mn contract from the Federal Aviation Administration (FAA).  Heart Aerospace has already secured 250 orders and 191 letters of intent for the ES-30 from the likes of US carriers United Airlines and Mesa Airlines. Heart has also received letters of intent from Scandinavian Airlines (SAS), Sweden’s Braathens Regional Airlines, and Icelandair for a total of 96 aircraft. While Heart is flying across the pond, Zander said the move doesn’t change the “fundamental partnerships” the company has built across Europe.  “Our Scandinavian investors and suppliers remain valued collaborators, and we continue to engage with them as we advance our technology,” she said. “The shift to the US is a strategic move to support prototype development, but our European relationships remain a vital part of Heart Aerospace’s broader ecosystem.” The problems — and solutions — of scaling tech businesses in Europe will be a hot topic TNW Conference. The event takes place on June 19-20 in Amsterdam. Tickets are now on sale — use the code TNWXMEDIA2025 at the checkout to get 30% off. Story by Siôn Geschwindt Siôn is a freelance science and technology reporter, specialising in climate and energy. From nuclear fusion breakthroughs to electric vehic (show all) Siôn is a freelance science and technology reporter, specialising in climate and energy. From nuclear fusion breakthroughs to electric vehicles, he's happiest sourcing a scoop, investigating the impact of emerging technologies, and even putting them to the test. He has five years of journalism experience and holds a dual degree in media and environmental science from the University of Cape Town, South Africa. When he's not writing, you can probably find Siôn out hiking, surfing, playing the drums or catering to his moderate caffeine addiction. You can contact him at: sion.geschwindt [at] protonmail [dot] com Get the TNW newsletter Get the most important tech news in your inbox each week. Also tagged with

Microsoft’s Surface is the gold standard for Windows-powered laptops, so of course it was one of the first to get access to Qualcomm’s super-efficient Snapdragon processors for its latest generation. Normally priced at $1,000, today you can get a refurb version of the 13-inch base model for $599 on eBay. It’s a deep, rare discount. $600 for an all-aluminum, sleek laptop like this is a dang good price, though I should point out that the core specs aren’t as good as some of the competition. 16GB of RAM is nice (it’s the minimum I would suggest for Windows 11 these days), but 256GB of storage is going to feel a little tight if you work with large files. The 10-core Snapdragon X Plus processor will make the battery last for a crazy amount of time, but it also means that this laptop won’t be able to handle many modern games. The IPS touchscreen is great, but some other laptops around in this price range can offer an OLED, at least when they’re on sale. For more details, be sure to check out Matt Smith’s full review of this model — though note that the 4-star score was awarded to a higher-specced version, with a slightly faster processor and much more RAM and storage. Like a lot of the deals on eBay lately, this is an “eBay Refurbished” laptop, which means that it’s in “like new” condition and comes with a two-year Allstate warranty. Considering that you’re saving $400 off the retail price, I’d say that’s a pretty good trade, though Microsoft is offering this model as a refurb for $720 (with a one-year warranty) if you’d prefer a more official source. If you’re looking for even more affordable laptops, check out PCWorld’s picks for the best. View Deal

This developer sends zip bombs to pesky web crawlers that attempt to compromise his website.

Back in 2022, Microsoft released a new variation of Windows 11 named Validation OS. While this operating system is not meant for the general user, it, as the name suggests, is designed to be utilized in the validation, diagnosis and repair of new hardware, ensuring software compatibility, and for troubleshooting various issues. It is based on command line interface (CLI). Here's how Microsoft describes it: Microsoft Validation OS is a lightweight, fast, and customizable Windows 11-based operating system that you can use on the factory floor to diagnose, mitigate and repair hardware defects during Windows device manufacturing. Validation OS boots into a Command Line environment to increase reliability on the factory floor and supports running Win32 apps, smoothing the transition from early hardware bring-up to retail OS and apps development. Over time, Microsoft has been releasing updates for it, which have included support for Windows 11 24H2. That was back in July of 2024. However, back then, Microsoft did not publish any changelog or release notes for the Validation OS updates. However, towards the end of last year, the company started releasing monthly updates for it and has also been publishing corresponding release notes. The latest update was released earlier today with upgrades and enhancements for .NET and WPF (Windows Presentation Framework) UI framework. It also has improvements related to USB booting for Windows PE (preinstallation environment) Ramdisk mode. Microsoft writes (spotted by DeskModder): The following release notes identify the new features, open issues, and resolved issues for the 2504 release of the Microsoft Validation OS. ... This article applies to the Validation OS 2504 release, corresponding to the ISOs with the prefix "26100.3916.250422-2254". What's new Windows Hardware Lab Kit on Validation OS enhancements: Added Surface Dock specific drivers to the Microsoft-WinVOS-DriversPack-A package Added basic support to run some WPF applications along with sufficient support to run .NET (former ".NET core") and WPF on .NET (former "WPF on .NET core") via the Microsoft-WinVOS-WPF-Support optional package (under the Extras CAB directory) Migrated to the latest most secure and performant .NET implementation Split Chinese, Japanese, and Korean TrueType support from Microsoft-WinVOS-Fonts into Microsoft-WinVOS-CJKFonts Added support to ‘DISM.exe /Image: /Set-ScratchSpace’ on Validation OS when booting from USB to configure RAM-DISK size via the Microsoft-WinVOS-Provisioning package Issues Fixed Enhancements and bug fixes Known Issues When including both Microsoft-OneCore-SerialConsole-Package and Microsoft-WinVOS-Bluetooth-Package on certain ARM64 systems, the machine will become unstable and can crash. In case you are wondering, the previous two releases added support for OOBE (out of box experience) and Inbox drivers, like that of the Ethernet. The changelogs are given below: The following release notes identify the new features, open issues, and resolved issues for the 2025.02 release of the Microsoft Validation OS. .. This article applies to the Validation OS 2025.02 release, corresponding to the ISOs with the prefix "26100.3323.250220-1537". What's new Added a the “Inbox Drivers” feature package that adds a limited subset of inbox drivers, including some ASIX ethernet adapters. When including the Out of Box Experience (OOBE.pkg) in an image targeted FOR USB boot, GenImage will automatically filter out Microsoft-WinVOS-Setup-Package from the composition (this package is unsupported in durin USB boot). Includes an experimental script to convert a generated Validation OS WIM file to a custom sized VHDX: GenImage\CustomVHDX.cmd Issues Fixed Fixed issue where kernel mode crash dumps were only created if the Power feature was included in the composition. Now, there are no option package requirements for kernel mode crash dump creations. Known Issues When including both Microsoft-OneCore-SerialConsole-Package and Microsoft-WinVOS-Bluetooth-Package on certain ARM64 systems, the machine will become unstable and can crash. The Microsoft-WinVOS-Setup-Package is located in both the common package location and under OOBE (this is fixed in the upcoming March 2025 release) Adding the Out of Box Experience (OOBE.pkg) package to arm64 devices will result in an infinite reboot cycle (this will be fixed in the upcoming March 2025 release) Image generation is not possible if the input (base) WIM/VHDX is compressed. This is a limitation of dism.exe and considered by design. [....] The following release notes identify the new features, open issues, and resolved issues for the 2503 release of the Microsoft Validation OS. .. This article applies to the Validation OS 2503 release, corresponding to the ISOs with the prefix "26100.3624.250321-2034". What's new Windows Hardware Lab Kit on Validation OS enhancements: Added built-in support for Out of Box Experience (OOBE.pkg) Added support for certain hardware devices via the Microsoft-WinVOS-DriversPack-A-Package VHDX images are now bootable in Hyper-V with no additional updates Added takeown.exe and driverquery.exe utilities to the Applications and Application Support (apps.pkg) feature package. Added Validation OS specific DirectML samples to Github:Validation-OS/Samples/DirectML Issues Fixed The Microsoft-WinVOS-Setup-Package.cab file is now only located in the OOBE package location Adding the Out of Box Experience (OOBE.pkg) package to arm64 devices will not result in an infinite reboot cycle anymore Fixed ApiSet Schema for Microsoft-WinVOS-Connectivity-Devices Known Issues When including both Microsoft-OneCore-SerialConsole-Package and Microsoft-WinVOS-Bluetooth-Package on certain ARM64 systems, the machine will become unstable and can crash. To download the latest Validation OS release, head over to this page on Microsoft's official website.