fidzu : computers

Amazon is reportedly in talks to acquire AI startup Decart in a deal that could value the company at up to $7 billion. Decart's DOS software helps developers optimize AI models for different processors in weeks rather than months, a capability that could be particularly useful to AWS as it pushes its own Trainium chips. SiliconANGLE reports: The company has developed software called DOS, which can help developers to speed up AI training and inference workloads by optimizing their neural networks to run on a specific processor. In most AI workloads, developers must optimize a neural network for the chip they plan to run it on. This process used to take months, but with DOS, the workflow necessary to do this can be compressed into just a couple of weeks. As a result, companies can use Decart's software to shift AI workloads to different processors if their requirements change, or if chip availability becomes an issue. In addition to DOS, Decart is also a model developer, responsible for creating the Lucy and Oasis world models, which are designed to generate and simulate realistic three-dimensional environments for video games, robotic training and other use cases. It's still possible another suitor could emerge and outbid Amazon. Last month, Anthropic PBC was reportedly engaged in talks to buy Decart, according to a report by Bloomberg. However, it ultimately pulled out of a reported $6 billion deal after conducting due diligence on the startup. It's not clear what ultimately dissuaded Anthropic from pursuing a deal. The Wall Street Journal first reported (paywalled) the news.

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12 Oct 2026 4:00pm GMT

PC shipments fell 20.1% year over year to 62.7 million units in the third quarter of 2026, the worst Q3 decline IDC has recorded. "The top three PC makers -- Lenovo, Dell, and HP -- also saw their shipments fall by over 20% year over year," reports PCMag. From the report: "If looking at all quarters, then we have seen other quarters in recent years with larger declines, such as 2022Q4, which was -28.2%, and 2023Q1, which was -28.7%. Both were coming off pandemic highs," IDC Director Jitesh Ubrani told PCMag in an email. The numbers aren't a great sign, since third-quarter PC shipments usually outpace those in the second quarter as vendors introduce new products ahead of the holiday shopping season. Instead, PC shipments were at 62.7 million units, down 9.1% from the previous quarter. [...] Of course, the downturn isn't a surprise. IDC and other research firms have warned that the ongoing AI-driven memory shortage threatens to sap demand for PCs and phones due to soaring memory and storage costs. "What we're seeing is the result of the strong first half pull-in. Vendors and channels loaded up on inventory early in the year to get ahead of [memory-related] price hikes, and that has thrown off the usual seasonality, where Q3 is typically larger than Q2," Ubrani said in a report covering IDC's preliminary estimates for the quarter. In one bright spot, Ubrani said vendors and retailers might cut prices to generate interest and clear out products they have in stock. "Channels are now worried about carrying too much inventory into a market where high prices are suppressing demand. That could translate into promotions and some short-term relief for consumers, but we don't expect pricing anywhere near what it was a year ago. Prices will remain elevated," he added.

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12 Oct 2026 3:00pm GMT

Also, F1's final sprint saw our first real wet racing of the year.

12 Oct 2026 2:43pm GMT

The Fitbit Edge offers more than the Air, but it's not a real smartwatch.

12 Oct 2026 1:00pm GMT

The second-largest corporate employer has bet big on robot workers to scale.

12 Oct 2026 12:43pm GMT

NPR reports: Police officers in cities across the U.S. are quick to extol the virtues of real-time crime centers as a game changer that helps them find missing children, monitor large events from the skies and scope out dangerous scenes before putting an officer in harm's way. Hundreds of police departments have one of these central hubs, which have existed for years. But many are now being powered with AI software, such as Fusus, from the public-safety technology giant Axon... synthesizing the data it pulls in and allowing police command centers to watch an entire city from one place. Flock cameras, the automated license plate readers (ALPRs), have faced intense backlash in recent months amid stories of abuse. Yet privacy experts say they're just the tip of the iceberg when it comes to police surveillance. "I have been watching the debate about Flock with a little bit of puzzlement," says Andrew Guthrie Ferguson, a law professor at George Washington University. "Because real-time crime centers have not just ALPR cameras and sensors, but video analytics and drones and essentially a way to create a visual single-pane-of-glass vision of what's going on in a city, with time machine capabilities where you can go back and investigate crime." Tools like Axon Fusus, which is a leader in this type of software, also pull in footage and data from police body cameras, law enforcement dashcams, 911 dispatch, gunshot detectors and surveillance cameras, including sometimes those of private businesses that opt in. Its use is growing fast. In 2024, the technology news site 404 Media reported that just over 100 law enforcement agencies had deployed Fusus, which was then its own company and was acquired by Axon that year. The number of law enforcement agencies using the tool has more than doubled since then, according to Axon. Even the American Civil Liberties Union warned concerned citizens in August that "Flock is far from the only vendor," adding that "it's important to realize that its competitors aren't so great either, and that simply replacing Flock surveillance with another company's surveillance won't necessarily solve any of the privacy and other civil liberties problems posed by this mass surveillance technology." Communities can't simply assume that their residents will be better off from a privacy and civil liberties perspective by dropping Flock and replacing it with another ALPR provider, as some customers have done. They should ask hard questions about whether they really want to create that kind of a system, and if they do, ensure it doesn't function as a mass surveillance system... One of Flock's most significant competitors is Motorola. This company, which has been expanding its police technology offerings through an aggressive acquisition strategy in recent years, offers a nationwide law enforcement data sharing system similar to Flock's called the National Vehicle Location Service, operated by Motorola unit Vigilant Solutions. In addition to collecting data from law enforcement clients' cameras, it also runs a large separate commercial ALPR unit that makes deals for tow trucks and other fleet vehicles to carry cameras and collect data for Motorola as they drive around, amassing billions of plate reads (a claimed 500 million monthly, subject to no apparent data retention policy). Known as the Digital Recognition Network, that unit sells its data for commercial purposes but also makes it available to its law enforcement customers for an extra charge. Motorola tells agencies they can have "access to billions of detections beyond your own." Abandoning Flock for another system doesn't protect privacy, their article argues. "If a jurisdiction decides to allow license scanners to be installed, how that system operates is more important than which vendor provides it..." They recommend strong restrictions like data retention limits - and imposing them by law rather than in the language of contracts with vendors (which could always be renegotiated).

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12 Oct 2026 11:34am GMT

In this article. I am going to explain the different steps the I/O manager follows when initializing an I/O operation starting from determining the right target, choosing the right path and finally sending the request to be processed by the right drivers. To make it easier I choose to focus on read requests only since the major steps are common by all types of requests. ↫ Win-Ware A very in-depth look at Windows' I/O Manager.

08 Oct 2026 10:09pm GMT

At OSNews, we love us a hobby operating system project. I started a small experiment: writing a very basic kernel in Swift, and running on QEMU. The goal is obviously not to replace Linux or any other popular kernel, but just to have fun and understand what is required to make a program run without an operating system underneath it. Actually I made a similar experiment years before with arOS 10 years ago. For the moment, the kernel does only one thing: it prints a message through QEMU and then waits forever, which is enough for a first deep dive. ↫ Carette Antonin This is effectively a "hello world" kernel, as it doesn't actually do much else at this point. Still, there's a ton of details in the article for the aspiring kernel developers among you.

08 Oct 2026 10:05pm GMT

This is a story of how we got from something like this: Failed to deserialize BUILDINFO file: Parser failed with the following error: unknown ^ invalid makepkg build environment option expected `buildflags`, `ccache`, `check`, `color`, `distcc`, `sign`, `makeflags` To this: When the ALPM project started, the goal was fairly simple: Better tooling to interact with the low-level plumbing of Arch Linux Package Management (ALPM). This meant binaries to read/write individual file types, better error messages, extensive specifications and of course exports to common dataformats like JSON. The thing is, although some of us already had experience with low-level dataframe parsing, …

08 Oct 2026 12:00am GMT

Whenever Microsoft starts messing with something like the search function in Windows, a lot of people are going to be holding their breath and expecting the worst. Well, get ready, because they're redesigning the whole thing. In July, we shared how we are improving the Windows Search Box with less clutter and more control. We introduced a calmer home screen, removed promotional content from web results, and gave you more choice over whether web and Microsoft Store suggestions appear. Today, we're carrying those investments forward with a new Windows Search experience built on WinUI 3. This modern foundation makes Windows Search faster and more efficient with resources, while delivering an even more streamlined and focused design. ↫ Anshul Rawat at the Windows Blogs The company claims this new version of search is faster and uses less memory, which, if true, are very welcome improvements. It's also just a single column of results now, and they're adding inline previews for things like weather and files on your machine, as well as for answers to all kinds of queries you might normally go to an online search engine for. You can now also use search to perform all kinds of tasks in Windows, like turning on dark mode, managing windows, and so on. All of this can be done using relatively natural language, and Microsoft claims they've implemented better detection of typing errors and synonyms, which is quite welcome. Weirdly enough, though, it's not yet integrated into the Start menu, since it's a preview just for testers, but that's something they're working on for future releases. Judging by the videos and screenshots, I'm actually kind of positively surprised. This looks quite decent and nice, and if the promised performance improvements actually materialise, this may actually be an upgrade to search worth looking forward to. Of course, this is still Microsoft, so it's just as likely they'll screw up somewhere between now and when this goes live to regular users. Still, I think it looks decent.

07 Oct 2026 11:47pm GMT

Over the last few weeks, we have been doing research on the integration of our official distribution packages when installed on a target system. In this context we have been looking at the current uses of alpm-install-scriptlet(5) files and alpm-hooks(5) in around 120 package source repositories (alpm-source-repo(7)) to better understand the underlying functionality and use-cases these two integrations offer and target. In this article we are going to look at how these two systems work, how Arch Linux is currently using them and attempt to provide suggestions for when to use which. Learning about alpm-hooks(5) and alpm-install-scriptlet(5) files …

09 Aug 2026 12:00am GMT

Good morning from JetBrains Berlin office!

01 Jun 2026 12:00am GMT