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- OpenSUSE Leap 16.1
The openSUSE project has announced the release of openSUSE Leap 16.1. The release is notable for allowing both traditional installations and immutable images with transactional updates. While immutable images had previously been available for Leap Micro, they are now available across all platforms that Leap supports, including servers, desktops, and virtual machines. "Leap's image gives the best of both for traditional and immutable users, and we expect that Tumbleweed will follow when Agama becomes the default installer for Tumbleweed as well." said Leap release manager Lubos Kocman. "The Leap Micro experience people relied on is still here, but now it shares the same release, the same life cycle and the same maintenance updates as the rest of Leap, so users only have to pick the mode that fits their workload."
- [$] LLM reviews for Debian's new queue spark debate
The Debian project has wrestled with the topic of LLM usage for years, whichculminated in a general-resolutionvote this August. The project voted in favor of the fifth, out ofeight, option: "Responsible Use ofGenerative AI". With the door open to LLM use, the DFSG, Licensing & New PackagesTeam (usually shortened to "DFSG team"), which is relatively new, has started to employ LLMs insending out reviews of packages entering Debian's new queue. The practice hasraised a number of objections and questions about where lines should be drawn inthe use of LLM-generated output.
- Fedora Linux 45 released
Fedora Linux45 has been released. This includes all editions: Fedora Workstation, Fedora KDE Plasma Desktop, Fedora Server, Fedora Cloud, Fedora CoreOS, and Fedora IoT, as well as the Atomic Desktops and Spins.
This release adds support for installationon Stratis storage using Anaconda or Kickstart installs, retiresunmaintained VPN plugins for NetworkManager, and updates Fedora's desktopenvironments, developer toolchains, and system packages. See the Fedora wikiChangeSet page for a list of major changes.
- Security updates for Tuesday
Security updates have been issued by AlmaLinux (bind, bind9.16, firefox, freerdp, ghostscript, kernel, kernel-rt, libXi, perl-YAML:1.24, perl:5.32, pipewire, qt5-qtbase, redis:6, tomcat, and wireshark), Debian (chromium, git-annex, incus, kernel, and strongswan), Fedora (barman, erlang-hex_core, glib-networking, kernel, knot, liblerc, libsoup3, mingw-cfitsio, openjpeg, perl-libnet, pipx, python-pillow, python-uv-build, radicale, ruff, rust-archive-trait, rust-astral-ini, rust-astral-mail-headers, rust-astral-pubgrub, rust-astral-version-ranges, rust-astral_async_zip, rust-quick-junit, rust-tar-codec, rust-tar-framing, tpm2-tss, ty, uv, and zvbi), Mageia (unbound), Red Hat (buildah, compat-openssl10, compat-openssl11, container-tools:rhel8, delve, golang-github-openprinting-ipp-usb, grafana, grafana-pcp, kernel, oci-seccomp-bpf-hook, openssl, opentelemetry-collector, osbuild-composer, podman, rhc, and skopeo), Slackware (expat), SUSE (ansible-core, apache-arrow, apache-commons-codec, apache-commons-io, apache-commons- logging, avalon-framework, avalon-logkit, glassfish-jsp, jsch, maven-file- management, opentest4j, aws-nitro-enclaves-cli, bouncycastle, chromedriver, chromium, cifs-utils, expat, firefox, gcc48, ghostscript, GraphicsMagick, guava, j2objc-annotations, gvfs, ImageMagick, in-toto, libsoup, nodejs22, nodejs24, praat, python-Pillow, python-PyJWT, python-soupsieve, python-sqlparse, python313-OpenEXR, python313-vllm, rootlesskit, and rqlite), and Ubuntu (kernel, linux, linux-aws, linux-aws-5.15, linux-aws-fips, linux-azure, linux-azure-5.15, linux-azure-fde-5.15, linux-azure-fips, linux-fips, linux-gcp, linux-gcp-5.15, linux-gcp-fips, linux-gke, linux-gkeop, linux-hwe-5.15, linux-ibm, linux-ibm-5.15, linux-intel-iot-realtime, linux-intel-iotg, linux-intel-iotg-5.15, linux-kvm, linux-lowlatency, linux-lowlatency-hwe-5.15, linux-nvidia, linux-oracle, linux-oracle-5.15, linux-realtime, linux, linux-aws, linux-aws-fips, linux-azure, linux-azure-5.4, linux-azure-fips, linux-fips, linux-gcp, linux-gcp-5.4, linux-gcp-fips, linux-hwe-5.4, linux-ibm, linux-ibm-5.4, linux-iot, linux-kvm, linux-oracle, linux-oracle-5.4, linux-xilinx-zynqmp, linux, linux-aws, linux-fips, linux-kvm, linux-lts-xenial, linux, linux-aws, linux-gcp, linux-hwe-7.0, linux-ibm, linux-oracle, linux-aws, linux-azure-fde, linux-bluefield, linux-nvidia-tegra, linux-nvidia-tegra-5.15, linux-nvidia-tegra-igx, and linux-oem-7.0).
- [$] The second part of the 7.4 merge window
The 7.4 merge window, whichclosed on November 1,included a record-breaking 18,591 non-merge changesets.That is almost as many as the entire 7.3 development cycle, which had 18,765, itself a record breaker. Ofthose, 11,838 landed after the article covering thefirst part of the merge window. Most of those were bug fixes ofvarious forms; it seems as though bug fixes may be crowding out featureadditions across the open-source ecosystem tosome extent. Still, a good number of new features were included, and a handfulremoved, in the tail end of the merge window.
- Shutting the Door on the XCPE Botnet (Threat Intelligence)
The Google Threat Intelligence blog describes,in great detail, the XCPE botnet, which has just been taken down. Last week, Google and industry partners dismantled the XCPE backdoor which enrolled more than 1.3 million set-top boxes into a botnet. We assess with high confidence that the backdoor and botnet were intentionally developed, deployed, and operated for financial gain by Videostrong Technology Co., an Android Original Equipment Manufacturer (OEM) and Original Device Manufacturer (ODM). Videostrong monetized the backdoor by selling access to criminal affiliates and loading those affiliates' malware modules onto infected devices. These secondary modules were conducting ad-fraud; silently enrolling infected devices into residential proxy networks; and loading additional malware onto XCPE-compromised devices.
- [$] Managing the kernel CVE flood
We recently looked at how thekernel community is dealing with the firehose of vulnerability reports, butsaid little about how users of the kernel are responding. At the 2026 Linux Plumbers Conference, Amazon employeesDylan Johnson and Justinien Bouron discussed the problem from the point ofview of engineers trying to keep AWS running and secure in the face of astorm of CVE disclosures. The kernel community's longstanding advice is torun current kernels, and that turns out to work — sort of.
- Tor Browser 16.0 released
Version16.0 of the Tor Browserhas been released. This is the first stable version based on Firefox ESR153. Notable changes in this release include support for Linux on 64-bit Arm,redesigned settings, and a "generic window titles" feature to help prevent otherapplications from snooping on one's browser activity. Tor Browser forAndroid has had a number of interface updates to Google's MaterialDesign 3 design language.
This release also follows Firefox in ending support for 32-bit x86 Linuxsystems. See the fullchangelog for all of the updates and bug fixes.
- Security updates for Monday
Security updates have been issued by AlmaLinux (firefox, java-17-openjdk, kernel, kernel-rt, mariadb:10.5, podman, python-jwt, python27:2.7, python38:3.8 and python38-devel:3.8, python39:3.9 and python39-devel:3.9, ruby:2.5, ruby:2.7, thunderbird, util-linux, and virt:rhel and virt-devel:rhel), Debian (chromium, eog, imagemagick, python-aiohttp, thunderbird, and vim), Fedora (asciinema, atuin, btrfs-backup-ng, clevis, gcc, janus, kernel, libheif, libreswan, mingw-expat, mupdf, nautilus, nicotine+, ntpd-rs, openscap, perl-DBI, python-streamlink, python3.12, retsnoop, ruby, rust-cargo-deny, rust-cargo-rpmstatus, rust-ctutils, rust-gst-plugin-reqwest, rust-rbspy, rust-resctl-bench, rust-rpki, rust-rustls-webpki, rust-sequoia-chameleon-gnupg, rust-sequoia-git, rust-sequoia-octopus-librnp, rust-webpki-root-certs, rust-webpki-roots, tpm2-tss, and vhs), Oracle (.NET 8.0, .NET 9.0, aspell, bind9.18, curl, httpd:2.4, java-1.8.0-openjdk, kernel, libXi, mod_auth_openidc:2.3, nodejs:24, python-pillow, and tomcat), Red Hat (libxml2), Slackware (libarchive), and SUSE (buildah, curl, docker, gnutls, nodejs22, and suseconnect-ng).
- Kernel prepatch 7.4-rc1
The 7.4-rc1 kernel prepatch is out, andthe merge window is closed for this development cycle. This is a *BIG* merge window. I think the reason is the by now obvious one, but I'm actually taking it as a good sign: I'm *much* happier with the flood of AI triggered work going into the merge window than it showing up mainly as extra fixes during the -rc period. So I'm hoping that this merge window being larger than usual is a sign that the AI fixes are becoming more part of the "normal development" than a flood of fixes that go into the whole stabilization phase. I think that's a much healthier model. There were 18,591 non-merge changesets brought in during this merge window— this is not just a record, but it nearly matches the patch volume duringthe entire (record-setting) 7.3 development cycle. So far, 2,678developers have contributed to 7.4; 625 of them are first-time kernelcontributors. Subscribers can find more details in the KSDB 7.4 page.

- Fedora 45 Ate My Browser Passwords (Almost): Saving Brave's Keyring Key Before You Upgrade
On my machines, the upgrade to Fedora 45 replaced gnome-keyring with oo7, and on the first one Brave came out with an almost empty password list. Nothing was actually lost: the old passwords were still on disk, and my real password store is KeePassXC anyway. On a second machine, an XFCE desktop, I upgraded carefully, with backups, and found where it goes wrong and how to fix it. This article explains how Chromium-family browsers store passwords on Linux, what oo7 does differently, the steps that got every password back under XFCE, and a small script, browser-pwsafe, that saves everything you need before an upgrade.
- Whats New for Fedora Atomic Desktops in Fedora Linux 45
Fedora 45 is now available! � So lets see what this new release for the Fedora Atomic Desktops variants includes for Silverblue, Kinoite, Sway Atomic, Budgie Atomic and COSMIC Atomic. Changes for all Atomic Desktops Completed the migration to the new Fedora forge Everything related to the Atomic Desktops now resides in the atomic-desktops organization.0
- Whats New in Fedora Workstation 45
Fedora Workstation features the latest six months of meticulous polish, under-the-hood responsiveness, and security hardening for F45, based on GNOME 51. Whether you are multitasking across monitors, managng daily appointments, or organizing large sets of files, GNOME 51 brings thoughtful refinements to your daily workflow on Fedora Workstation. Silky-Smooth Responsiveness: Reworked Frame0
- LibreOffice 26.2.7 is available for download
Berlin, 3 November 2026 The Document Foundation today announced the release of LibreOffice 26.2.7, the seventh maintenance update to the LibreOffice 26.2 branch. Building on the major feature release published on 4 February 2026, this update delivers targeted bug fixes and stability improvements contributed by a global community of
- Announcing Fedora Linux 45
The Fedora Project is pleased to announce the release of Fedora Linux 45! Whether you use Fedora on your desktop, server, edge device, or cloud instance, Fedora Linux 45 brings polished desktop upgrades, powerful new installer features, and updated toolchains. Every Fedora release is a major community effort thank you to everyone in our0

- Ukraine's Drone Strikes Spur Hasty Russian Plans For Underground Data Centers
An anonymous reader quotes a report from Ars Technica: [S]tate-owned telecommunications company Rostelcom has raised the possibility of moving some Russian data centers underground in talks with the nickel and palladium mining company Norilsk, according to Russian newspaper Vedomosti. The industry publication Data Center Dynamics also pointed to a recent proposal by a Russian regional governor to build data centers within open-pit coal mines while planting green public parks above as camouflage. On November 2, Putin also signed a decree ordering Russian data center operators to set aside 10 percent of available space and capacity in case the Russian government requires it, according to independent Russian news publication Meduza. That may indicate growing Kremlin concerns about the vulnerability of Russian cloud computing infrastructure during its war with Ukraine. Putin's decree also allows a special Russian government commission to authorize use of foreign data centers in consultation with Russia's Federal Security Service. That marks a notable policy change because Putin and the Russian parliament previously enacted Russia's "Sovereign Internet Law," which has blocked Russian companies from using cloud computing infrastructure outside Russia's borders. Russia's push for a sovereign and increasingly closed Internet has resulted in a highly centralized system under a few Russian tech companies like Yandex. That hyper-centralized system has now proven vulnerable during wartime, as Ukrainian drone strikes on key Russian data centers created widespread disruptions for popular payment and digital banking apps, e-commerce platforms, video streaming services, and ride-hailing and food delivery apps, among others. Yandex has also been forced to relocate all three of its main supercomputers after Ukrainian drone strikes targeted the AI data centers where they were originally housed, Meduza reported.
Read more of this story at Slashdot.
- iOS 27.3 Adds Vertical Tabs, Adaptive Dark Mode to Safari
Apple is adding vertical tabs and an Adaptive Dark Mode to Safari with iOS 27.3, iPadOS 27.3 and macOS Golden Gate 27.3. The December updates will also expand Siri's browser controls, including organizing tabs and clearing site-specific history, with a later feature allowing Siri to understand and answer questions about content across multiple open webpages. MacRumors reports: Vertical Tabs are located on the left side of the display and use icons by default to save space, but there is an option to make the tab bar wider to show website titles as well. Vertical Tabs work with both Topics and Tab Groups to keep things organized. Topics are created when automatic Apple Intelligence tab sorting is turned on in iOS 27. Pinning tabs by dragging, quickly swapping between Tab Groups, and other features also continue to work. [...] Apple is adding Adaptive Dark Mode for websites that don't have a dark mode design option by default. If you use Dark Mode and then browse to a website with a bright background color, Safari will offer an option to "Try" Adaptive Dark Mode. After tapping Try, Safari renders a Dark Mode version of the page that makes the background darker, changes text contrast, inverts logos and graphics, recolors vector artwork, lifts raised surfaces, and rebalances layered shadows. Each website will be adapted based on what's needed to make it readable, so not every tweak is applied to every site. You can opt to turn Adaptive Dark Mode on for all sites or on a site-by-site basis after using it. If a site has a native dark mode or has a dark design already, Adaptive Dark Mode won't activate. Developers can also add a tag that causes Safari to ignore Adaptive Dark Mode and show the website as the developer intended.
Read more of this story at Slashdot.
- EU Court Advisor Warns Google AI Chatbot May Breach Copyright Rules
An adviser to the EU's highest court says Google's Gemini may violate publishers' copyright when it reproduces recognizable portions of their articles or circumvents paywalls and other technical protections to generate answers. Reuters reports: The case before the Luxembourg-based Court of Justice of the European Union pitted Hungarian website operator Like Company against US-based Google's artificial intelligence chatbot Gemini. A ruling against Google, which could force the tech giant to pay fees for the use of such content, could throw a lifeline to online media such as Like Company. They have seen traffic dwindle as news summaries written by AI chatbots like Gemini increasingly replace traditional search engines' results, which include hyperlinks to the media websites. "When an LLM (large language model)-driven chatbot retrieves a publication from a press publisher's website, reuses that publication to generate an answer, and provides that answer to the user, the press publisher's right may be infringed in certain circumstances," Advocate General Maciej Szpunar said. Gemini's answers fall under the publishers' right of reproduction when chatbots access publications by unlawfully "circumventing paywalls or other technical barriers, or when they reuse "the form of expression of that publication in a recognizable manner," he said. Copyright rules do not protect the "mere facts" reported by press publications, but "only the specific form of expression," he added. On the other hand, he said, the use of material protected by copyright to train LLMs -- AI systems that use vast amounts of text to generate human-like responses and summarize information -- is "freely permitted under the text and data mining exception." Szpunar said there was no evidence that Google had used the Hungarian publisher's articles to train Gemini. The court, which follows the majority of its advisers' non-binding opinions, will rule in the coming months. "Google's powerful gatekeeping role in search makes this particularly important. Publishers depend on Google to reach readers, while Google increasingly delivers AI-generated answers directly to users," said Angela Mills Wade, the council's executive director. "Publishers should not have to choose between search visibility and protecting their rights. Nor should Google's control over access to audiences become leverage to secure publishers' content for AI services," she said.
Read more of this story at Slashdot.
- Bethesda Confirms The Elder Scrolls 6 Is Called 'Sentinel'
During a video celebrating Bethesda's 40th anniversary, the studio officially confirmed that The Elder Scrolls VI will be titled The Elder Scrolls VI: Sentinel. "Thank you for 40 years of shared memories," wrote Bethesda in a separate tweet. "We can't wait to make even more together with The Elder Scrolls VI: Sentinel. Development continues, and while it'll be some time before we're ready to share more, it feels great to finally reveal the name and location with you." Video Games Chronicle reports: "You know, as we're here in the 40th anniversary, we think about all of the games we've made," Bethesda's executive producer Todd Howard said in the video, walking past a display case. "And you know, every day when I walk by this case, obviously I look at the games and think about them, but more so I think about the teams that made them, and the time and the passion that everybody put into the games. And then what they meant to all of you, and hearing from you, and the time that you spent in them, how meaningful that was to you, and to let you know when we hear that, how meaningful that is to us. And so even though yes, we're looking back, we're also looking forward to all we're doing, particularly with the Fallout franchise and obviously The Elder Scrolls. You know, everybody's always asking about Elder Scrolls 6. And we thought, hey, given the the moment, what a perfect time to tell you what The Elder Scrolls 6 is actually called." The video then showed the logo for the game.
Read more of this story at Slashdot.
- Firefox's New Mini Window Is Every Multitasker's Dream
Mozilla is testing a new Firefox Nightly feature called Mini Window that lets users pop an entire webpage into a small, always-on-top window stripped of most browser controls. "The idea behind the Firefox Mini Window feature is simple: allow users to move a currently open tab (or a section of a tab) into a separate mini window," writes ZDNet's Jack Wallen. "Think of it as moving a tab from one window to what appears like a web app." From the report: At first blush, there's no address bar, controls, scroll bar, or anything else that would normally be associated with Firefox. The Mini Window appears to be a web app, without having to actually create it. However, when I hover my cursor inside the Mini Window, I do see the address bar, the back/forward/reload buttons, and the window close button -- and that's it. The browser gets out of your way, so the only thing I see is the content. On top of that (pun intended), the Mini Window stays on top of other Firefox windows, so I can have that popped-out content always in focus while I work on other things. This feature comes in handy when I'm working with limited display space (say, on a laptop) and need to reference a page while working on another. For multitasking, it comes in very handy. [...] Let's say I'm writing a paper on Linux and need to read a particular article for background information. I could have my document open in the main window, and then open the article in question in a Mini Window. I could then reference the article without having to click back and forth between them -- even when working on a smaller display. Here's another use case I've found: When using MacOS's Stage Manager feature, I only have one window available at a time. The Mini Window bypasses that limitation, so I can have my main browser window focused as well as the page open in the Mini Window. Another handy way I like to use Mini Window is to open a favorite search engine, move it to a Mini Window, and then I have an always-ready search tool at my fingertips. I could also open my favorite AI service and use it in the same way.
Read more of this story at Slashdot.
- Binance Says Hackers Used Fake Job Interviews, AI Tool to Steal $6.3 Billion In Crypto
Binance says hackers spent months infiltrating its systems through fake job interviews, a tampered developer tool and compromised internal AI tools before stealing $6.34 billion in crypto in the Oct. 29 attack. Co-CEO Richard Teng said Binance has replenished 98% of the affected assets, and that it is still in the process of purchasing outstanding, more illiquid assets. CNBC reports: Preparations for the attack began in June, when a Binance Wallet DevOps engineer downloaded a tampered Homebrew installation "to install a popular AI coding tool after searching for it on a search engine," according to a security report published by Binance Tuesday. It said it detected the suspicious activity, replaced the engineer's device and rotated credentials as a precaution, but that by then the employee's "role and his related colleagues on our wallet infrastructure team was exposed to the hacker." [...] As of Tuesday Binance has rebuilt the affected wallet system and internal AI tool, replaced compromised devices, decommissioned credentials and tokens associated with the affected engineers and expanded security scans across employee devices, Teng told "Squawk on the Street." "We're also getting an independent expert to review everything that we have done, and we'll keep strengthening our defenses as the investigation continues," Teng said. "We're working around the clock with law enforcement agencies and with industry partners to trace and freeze the stolen funds for that front."
Read more of this story at Slashdot.
- Fujifilm To Boost Tape Production 5x As AI Fuels Archiving Demand
An anonymous reader quotes a report from Ars Technica: In an announcement released Thursday, Fujifilm said it will invest roughly 10 billion yen (about $63 million) to increase its production capacity fivefold for an unlikely beneficiary of the AI era: magnetic tape. Fujifilm attributes the surge in archiving demand to the spread of generative AI, which the company remarked is producing "exponential growth" in data needs worldwide. The 5x increase in production capacity will be measured against fiscal year 2025 production levels. The investment in Fujifilm's Kanagawa Factory, Odawara site will make it "the largest investment Fujifilm has made to date in dedicated LTO tape facilities." The project will run from fiscal years 2026 through 2028 to fund manufacturing expansion and additional personnel, primarily to produce the latest-generation "FUJIFILM LTO Ultrium10" tape. [...] According to Fujifilm, "major cloud service and data center operators" have been expanding their use of magnetic tape because it can store large data volumes at relatively low cost. Tape backups can be easily disconnected and stored in a drawer, a vault, or a separate facility. Fujifilm highlights the ability to air-gap tape cartridges as a last defense for user data: "Given the sophistication of cyberattacks, magnetic tape is attracting increasing attention as a means of protecting data from threats such as ransomware."
Read more of this story at Slashdot.
- Google Will Turn Off Search For Schools That Reject AI
Google will disable AI tools by default for K-12 students early next year unless school administrators explicitly enable them, but schools that choose to block AI entirely will also lose student access to Google Search. The New York Times reports: Executives at the tech giant said they wanted to be responsive to educators and parents who have asked for more control in how children interact with A.I. But there is a catch: Schools that choose to restrict A.I. entirely will also lose access to Google search. A.I. features are now a standard part of Google's commercially available search engine. "Search and A.I. are deeply integrated," said Chris Phillips, vice president for education at Google. If a school has banned A.I., he added, students "will not have access to search, and they'll see a message from their school that indicates it's not available." [...] The company's new strategy underscores Google's powerful role in American education. If school leaders want continued student access to search within the company's ecosystem, they will be forced to embrace Google's A.I.
Read more of this story at Slashdot.
- SUSE To Cut One In Ten Employees Because of AI
SUSE plans to cut roughly 10% of its 1,900-person workforce, with CEO Dirk-Peter van Leeuwen saying "automation and AI" are reducing the need for some roles and allowing the open source software company to operate with less overhead and flatter management structures. "We are announcing a reduction of SUSE's global workforce of approximately 10 percent," said Van Leeuwen in an email. "These decisions are painful for our people, our culture, and our open source community, but they are necessary for us to adapt and build a sustainable, resilient SUSE for the long term." The Register reports: Van Leeuwen says the business, bought by Swedish private equity provider EQT, decided to cut jobs after scrutinizing its "future strategy, required capabilities, and team structures." The rest of the organization will get a look at the fiscal year 2027 strategy on November 16. He said in the message to staff: "What is clear is that automation and AI are fundamentally shifting how software companies operate. AI capabilities are advancing exponentially, forcing us to radically reimagine our work. We have seen this trend already both inside our sector and in the wider economy. This means that the organizational design and cost base that SUSE is built on today will not carry us forward successfully. "We are adapting. Across SUSE, modern tooling is already changing our daily workflows, enabling teams to move faster with less operational overhead and flatter reporting lines. The requirement for some existing roles has greatly diminished. Other roles will evolve over the next few years. This means we are accelerating investments in high priority areas, and deprioritizing others. These are hard, painful decisions to make, but necessary for our future." [...] The specific roles at risk of redundancy were not outlined but SUSE claims it has considered where the people in those positions are "able to evolve, what they can stop doing, what they need to do more of - and decisions have been made on that basis." Staff caught up in the redundancies will be informed by November 4, employee representatives nominated the following day, and one to one meetings will begin at the start of next week. Van Leeuwen says in the internal memo that the job cuts are a "reflection of shifting organizational needs, not your talent or commitment. You have tackled hard infrastructure and open source challenges that power critical enterprise systems around the world. "Any organization will be fortunate to have your expertise."
Read more of this story at Slashdot.
- MIT Researchers Used GPT-6 Astra To Edit Qwen's Open Weights Directly, Boosting Math Scores
An anonymous reader quotes a report from VentureBeat: Researchers from the Massachusetts Institute of Technology (MIT) Computer Science & Artificial Intelligence Laboratory (CSAIL) reported today that they used OpenAI's GPT-6 Astra language model to raise a small, open source Qwen model's math score roughly sixfold by directly editing its weights -- the numerical parameters that govern its behavior. Rikiya Takehi, Jayden Teoh, Alex Zhang and Omar Khattab described their work in a research blog post published November 2. They call the approach "weight-space programming" and tested Astra's ability to interpret and alter networks without using conventional training procedures to generate the edits. In the strongest language-model example, Astra's intervention raised Qwen3.5-0.8B's MATH-500 score from 7.9% to 48.1% while touching approximately 0.016% of its weights. The improvement came primarily from correcting repetitive reasoning—a distinction that shaped both the technical findings and the debate over their implications. Their experiments explored a broader possibility: AI systems that inspect, repair and construct other neural networks by working directly on their internal machinery. "This is cool as heck!" wrote Yuchen Jin, a technical staffer at Databricks and former co-founder and CTO of Hyperbolic Labs who was unaffiliated with the research, on X. "Imagine using a large LLM to directly edit a smaller model's weights and dramatically improve its capabilities. It's like gene editing for neural networks. Even cooler than distillation!" Voyage AI staff researcher Chandan Singh, formerly of Microsoft AI, also reacted to the findings: "For anyone questioning whether this post is overhyped, I think they are actually *underselling* the approach."
Read more of this story at Slashdot.

- Security: Why Linux Is Better Than Windows Or Mac OS
Linux is a free and open source operating system that was released in 1991 developed and released by Linus Torvalds. Since its release it has reached a user base that is greatly widespread worldwide. Linux users swear by the reliability and freedom that this operating system offers, especially when compared to its counterparts, windows and [0]
- Essential Software That Are Not Available On Linux OS
An operating system is essentially the most important component in a computer. It manages the different hardware and software components of a computer in the most effective way. There are different types of operating system and everything comes with their own set of programs and software. You cannot expect a Linux program to have all [0]
- Things You Never Knew About Your Operating System
The advent of computers has brought about a revolution in our daily life. From computers that were so huge to fit in a room, we have come a very long way to desktops and even palmtops. These machines have become our virtual lockers, and a life without these network machines have become unimaginable. Sending mails, [0]
- How To Fully Optimize Your Operating System
Computers and systems are tricky and complicated. If you lack a thorough knowledge or even basic knowledge of computers, you will often find yourself in a bind. You must understand that something as complicated as a computer requires constant care and constant cleaning up of junk files. Unless you put in the time to configure [0]
- The Top Problems With Major Operating Systems
There is no such system which does not give you any problems. Even if the system and the operating system of your system is easy to understand, there will be some times when certain problems will arise. Most of these problems are easy to handle and easy to get rid of. But you must be [0]
- 8 Benefits Of Linux OS
Linux is a small and a fast-growing operating system. However, we can’t term it as software yet. As discussed in the article about what can a Linux OS do Linux is a kernel. Now, kernels are used for software and programs. These kernels are used by the computer and can be used with various third-party software [0]
- Things Linux OS Can Do That Other OS Cant
What Is Linux OS? Linux, similar to U-bix is an operating system which can be used for various computers, hand held devices, embedded devices, etc. The reason why Linux operated system is preferred by many, is because it is easy to use and re-use. Linux based operating system is technically not an Operating System. Operating [0]
- Packagekit Interview
Packagekit aims to make the management of applications in the Linux and GNU systems. The main objective to remove the pains it takes to create a system. Along with this in an interview, Richard Hughes, the developer of Packagekit said that he aims to make the Linux systems just as powerful as the Windows or [0]
- What’s New in Ubuntu?
What Is Ubuntu? Ubuntu is open source software. It is useful for Linux based computers. The software is marketed by the Canonical Ltd., Ubuntu community. Ubuntu was first released in late October in 2004. The Ubuntu program uses Java, Python, C, C++ and C# programming languages. What Is New? The version 17.04 is now available here [0]
- Ext3 Reiserfs Xfs In Windows With Regards To Colinux
The problem with Windows is that there are various limitations to the computer and there is only so much you can do with it. You can access the Ext3 Reiserfs Xfs by using the coLinux tool. Download the tool from the official site or from the sourceforge site. Edit the connection to “TAP Win32 Adapter [0]

- Enlightenment 0.28.0 released
Enlightenment, the long-running desktop environment and associated libraries and frameworks, just released version 0.28.0. It brings initial support for NetBSD, support for Network Manager and a whole slew of related changes and fixes to make that possible, as well as native PipeWire support. Theres also a brand new clipboard manager, which brings with it modernisations and bug fixes for related UI elements. This release also reworks a ton code related to battery management, AC polling, and more, adding features like setting battery thresholds, ACPI power profile support, and so on. Of course, theres also the long list of smaller fixes and changes. You can download the release and build it yourself, or wait for your distribution of BSD variant to package it.
- GEFS on OpenBSD continues to improve
A little while ago, we talked about 9fronts Good Enough File System being ported to OpenBSD. A lot of progress has been made on this front lately. Aside from fixing bugs and porting over fixes from the 9front side, theres also been a ton more substantial changes. Some userspace tools have been done (you can now mkfs on openbsd!), but snapshot control hasnt. Im thinking we have a userspace gefs program that lets you handle this, trying to keep the interface similar to the 9front ctl file. ↫ Ori Bernstein Theres still some major hurdles to overcome, some of which have already been addressed on the 9front side, but the progress is clear. Considering OpenBSD desperately needs a more modern file system, this is great news. A fun sidenote is that Im actually posting this news item from OpenBSD.
- Sam Altman wants to take your RAM
From a global allocation perspective, actually, its quite terrible to have everybody have a bunch of the worlds limited supply of DRAM sitting in their own computer and being used 5% of the time,! Altman said. You want maximum utilization in the cloud if youre trying to deal with this very supply-constrained environment. And somehow many peoples intuition is the opposite of that.! ↫ Andrew E. Freedman at Toms Hardware Im installing a 32bit operating system without support for physical address extension on my laptop with 64GB of RAM, just because I can.
- Sculpt OS 26.10 releases
Sculpt OS 26.10 brings quite a few new features, like scalable cursors, support for UK keyboards, better webcam support, and more, but the real meat of this release is much tastier. First, Sculpt 26.10 is the first version based on Genodes custom microkernel instead of relying on a 3rd-party kernel. This kernel designed from the ground up for the needs of Genode and Sculpt OS in particular is not only more micro! than any other of the microkernels supported by Genode, it also solves long-standing deficiencies concerning CPU scheduling and kernel-memory management. Sculpt OS finally stands on Genodes own footing! Finally, Sculpt OS 26.10 pays tribute to this years overall theme of building bridges! by featuring our software development kit (Goa SDK) running directly on Sculpt OS without virtualization. This entails a wealth of tooling including GCC, Binutils, Git, Sequoia, Expect, Curl, man, Make, and CMake having landed on Genode. Although still young and not time-tested yet, it shows whats possible today and allows us developers to gradually shift more and more development routine into this self-hosted environment, stressing the general-purpose qualities of Genode and motivating further optimizations. ↫ Sculpt OS release 26.10 announcement This new release also completes the transition from XML to Genodes own HID language for configuration, moves from VirtualBox 6 to 7, and upgrades a whole slew of its Linux-based drivers
- How long do you need to hold down the power button to turn off a PC?
Raymond Chen published another story from the Windows development trenches, this time about what happens when you hold down the power button. If you hold a PC’s power button for 12 seconds, it will turn off at the hardware level without notifying the operating system. This is a safety feature so that you can turn of the computer even if the operating system’s “Shut down” command isn’t working. After eight seconds of the power button being held down, the Windows kernel realizes that the user is trying to do a force-power-off of the system, and it quickly takes a kernel dump that can be uploaded to the Windows Error Reporting service the next time you turn the system on. ↫ Raymond Chen Im a bit confused by these numbers, because I have never seen a PC take this long to power off when holding down the power button; usually it takes only a few seconds to do so, meaning Windows would never generate said kernel dump. I tried reading through the various ATX specification documents to find more information on this, but then I remembered Im not an electrical engineer so I have no idea what Im looking at. The baseline is that ATX always provides standby power to the motherboard, and pressing the power button shorts the power button pin to ground, telling the PSU to power on fully. Pressing the power button if the computer is running tells the operating system to initiate a shutdown (although you can change this behaviour), but if you hold the button down for a certain number of seconds, it forces a power-off. So far, so good; basic information. It seems that the length of time you need to hold down the power button to force a power-off is dependent on the motherboard in question, handled by a microcontroller or some other IC. Virtually every source I can find says this timing is set to about 4-5 seconds, which is quite a bit shorter than the number of seconds given by Chen. Perhaps motherboard manufacturers consider the 12 seconds to be too long, and just do their own thing, regardless what the ATX specification suggests? What further complicates matters is that Chen details how the kernel dumps created after pressing the power button for 8 seconds do, in fact, get sent to Microsoft once the computer turns on again. In fact, he is one of the people who gets to see these dumps and respond to them, so obviously they are indeed rolling in. Does this mean theres a huge number of computers out there that require you to hold down the power button for 12 seconds to force a shutdown that nobodys ever seen? These emergency kernel dumps are internally classified as “long power button hold” (LPBH) failures. One of the pieces of information recorded in these emergency kernel dumps is whether the screen consists entirely of black pixels. Those failures are sub-classified as “black screen LPBH”, and they go to a special virtual team for analysis. (I happen to be a member of this black screen LPBH team.) ↫ Raymond Chen Whats going on here? Obviously, Im not going to doubt Chen, so there must be something here I dont quite understand or that Im missing. The ATX specification might suggest 12 seconds, but could Windows perhaps adapt its kernel dump behaviour dumping much sooner than 8 seconds based on the motherboard its running on, maybe through information provided by the chipset drivers? I would love it if someone more knowledgeable than me can help us unravel this small mystery.
- How curl was accidentally Turing-complete for nine months
From curl 8.12 through 8.16, config files could slice variable values and include other config files without an explicit depth cap. Together, these features let curl simulate any two-counter Minsky program. Under the usual idealization of unbounded strings and resources, this construction was Turing-complete. Curl 8.17.0 added a five-level include cap that breaks this reduction. ↫ Nicolas Seriot Neat.
- AlpineBSD combines NetBSD with Alpines apk package manager
AlpineBSD is an operating system based on the NetBSD kernel with a userspace inspired by Alpine Linux and the objective of making it possible to use as little AI-generated software as possible. There is no LLM output included in the base system or main package repository (AlpineBSD AI policy). ↫ AlpineBSDs website AlpineBSD uses the NetBSD kernel, libc, and essential tools, and combines them with Alpines apk-tools package manager, busybox, and generlaly preferring GNU tools over their BSD equivalents. It uses the s6 init system, but the project intends to add OpenRC as an alternative. The project is in its very early stages, so dont expect things like an installer; youre on your own, basically.
- My favourite PowerMac is a Nintendo Wii!
The Nintendo Wii (and its related consoles) were already made to run the PowerPC version of Windows NT as well as Mac OS X, but now we can add another milestone to the list: classic Mac OS. So today I reached a nice milestone in one of my projects: my work porting classic Mac OS to PowerPC systems with what I affectionately call ArtX chipsets (Nintendo GameCube, Wii, eventually Wii U; the GameCube’s Flipper integrated chipset was very much designed by ArtX as it was effectively finished when ATI acquired the company, and the Wii’s Vegas (and its later revision Bollywood) and Wii U’s Latte are effectively straight successors) reached the desktop for the first time, most likely the first time since the CHRP clone era that someone outside of Apple brought up classic Mac OS on a new system to the desktop. Despite still being nowhere near ready for a public release, I want to talk about the challenges I faced with this project so far. ↫ Rairii at Virtuallyfun Various versions of Mac OS boot to the desktop, including Mac OS 9.2.2, the last ever version, but theres still a ton or work to be done before this is ready for release. Still, with Rairii amazing track record of porting all kinds of things to various PowerPC machines, including getting the PowerPC version of Windows NT to run on various PowerPC Macs, I have little doubt theyll manager to get this to a releasable state. I absolutely love this kind of work.
- Microsoft hopefully fixes Modern Standby and adds online Windows reinstallation
I think its safe to say that Windows Modern Standby feature isnt exactly free from issues. The biggest problem seems to be that its not very good at actually determining when to transition between regular sleep and hibernation, often leaving users with an empty battery as they open their laptops lid. Microsoft has now released an update to hopefully address this long-standing problem. This update improves the adaptive hibernate policy to provide more instant-on resumes from Modern Standby while helping preserve battery life when the charge is low. Noticeable changes include less hibernation while the battery is above 80% and hibernating sooner when the battery is below 10%. ↫ KB5127936 Among other new features and changes this update brings are Cloud Rebuild, a way for devices to install Windows without needing a local image. Cloud Rebuild can be started form within an existing installation, remotely by administrators, or through the Windows Recovery Environment. Obviously, a working internet connection, wired or wireless, is required for this feature to work. This is the same update that introduces CLAT, which we talked about yesterday, to smooth the transition from IPv4 to IPv6.
- NetBSD adds nano-like text editor to base system
Flag LinuxNetBSD made a seemingly small, but very welcome announcement today: theyre adding a more user-friendly, easier to use command-line text editor to the base install. To ease the transition for new users, NetBSD -current now includes an alternative editor to vi(1) and xedit(1) in its base system, atto(1). It is a modeless screen-based editor similar to nano, pico, xedit, or emacs. It is only 48 kilobytes, making it suitable for inclusion in the rescue system. ↫ NetBSD Foundation on Fedi Most guides and how-to article for operating systems like NetBSD assume the use of vi, and while I dont want to ignite a flamewar, vi isnt exactly the most approachable or friendly piece of software out there. My occassional text editing in the command line is all done through nano, but now Im definitely curious to give atto a go. While other tech news websites are plastered with articles about a PC maker adding a touch screen to one of their laptops, were talking about a new CLI text editor in NetBSDs base system. Priorities, folks.

- KDE Plasma 6.8.2 Released With More KWin and Wayland Fixes
by George Whittaker The KDE Project has released KDE Plasma 6.8.2, delivering another round of stability improvements for its Wayland-based Linux desktop environment. Released on October 27, 2026, the update arrives one week after Plasma 6.8.1 and two weeks after the anniversary release of Plasma 6.8, which marked 30 years since the KDE project's founding.
This second maintenance release concentrates on correcting regressions discovered after the initial rollout. The largest collection of changes targets KWin, KDE's window manager and Wayland compositor, with fixes involving multi-GPU synchronization, display handling, pointer constraints, color pipelines, and window stacking. Additional improvements address disappearing desktop icons, application launcher behavior, remote desktop sessions, screen recording, accessibility, and system monitoring.
Although Plasma 6.8.2 does not introduce major new desktop features, its corrections are particularly important because Plasma 6.8 completed KDE's transition away from native X11 desktop sessions. With Wayland now serving as Plasma's display foundation, improvements to KWin and its supporting components directly affect the reliability of the entire desktop environment. KDE Continues Stabilizing Its Anniversary Release KDE Plasma 6.8 arrived on October 14, 2026, coinciding with the project's 30th anniversary. The release introduced significant desktop changes, including the retirement of native X11 sessions, additional HDR improvements, expanded remote desktop capabilities, NVIDIA graphics optimizations, and further development of KDE's Union theming engine.
The transition represented an important architectural milestone, but major desktop releases frequently expose problems that were not encountered during development or beta testing. Linux desktops must operate across numerous combinations of graphics hardware, display configurations, drivers, input devices, and applications. Even extensive testing cannot always reproduce every environment used by the wider community.
KDE acknowledged this challenge during the development cycle following Plasma 6.8, noting that users had discovered regressions that were not reported during the beta period. Contributors responded with a substantial collection of fixes, many of which have now reached the stable 6.8 branch through its first two maintenance releases.
Plasma 6.8.2 continues that stabilization effort. Rather than changing the desktop's overall direction, it improves the reliability of existing functionality and addresses issues that could affect everyday workflows. The release includes corrections across KWin, Plasma Desktop, Plasma Workspace, Discover, KRDP, KPipeWire, and several other components. Go to Full Article
- RefreshOS 3.1 Strengthens Its Debian Foundation With Independent Package Management
by George Whittaker The RefreshOS project has released RefreshOS 3.1, bringing an updated Debian foundation, a dedicated software repository, improved 32-bit application compatibility, and several refinements to its KDE Plasma desktop experience. Released on October 27, 2026, the update advances the distribution's 3.x "Colorful Cosmos" series while introducing infrastructure that could significantly improve how RefreshOS delivers its own packages and configuration changes.
The new release moves from Debian 13.4 to Debian 13.7 "Trixie", incorporates Linux kernel 6.12.113, and continues using KDE Plasma 6.3.6. However, the most important development is the introduction of an official RefreshOS APT repository with separate Stable, Testing, and Experimental channels. This gives the project a more structured way to distribute customized software while continuing to benefit from Debian's established package ecosystem.
RefreshOS 3.1 also enables i386 architecture support, making it easier to install compatible 32-bit software and dependencies required by applications such as Steam. Additional changes address desktop localization, KDE integration, installer configuration, package permissions, and installation image cleanup. Together, these improvements represent an effort to make RefreshOS easier to maintain while preserving its focus on a ready-to-use Linux desktop. RefreshOS Builds on Debian's Stable Release Model RefreshOS is a Debian-based Linux distribution developed by eXybit Technologies, designed to provide a polished desktop environment without requiring users to configure every component manually. The project combines Debian's stable package foundation with KDE Plasma, preinstalled applications, hardware support, multimedia capabilities, and custom desktop styling.
Unlike distributions that emphasize constant adoption of the newest software versions, RefreshOS prioritizes a relatively predictable desktop experience. Its Debian foundation provides access to established security maintenance, package management, and compatibility practices, while RefreshOS adds its own configuration choices to simplify everyday use.
Version 3.1 continues that philosophy by incorporating Debian 13.7, the seventh point release of Debian 13 "Trixie." Debian published this update on September 12, 2026, primarily to consolidate security corrections and fixes for significant software problems. These point releases do not represent entirely new Debian generations. Instead, they refresh installation media and package selections so newly installed systems begin with a more current collection of fixes. Go to Full Article
- Tails 7.15.1 Blocks Compromised HTTPS Certificates in Urgent Privacy Security Fix
by George Whittaker The Tails project has released Tails 7.15.1, an emergency security update addressing a compromised certificate authority that could allow attackers to impersonate legitimate HTTPS websites. Released on October 23, 2026, the update focuses on protecting users against a potentially serious man-in-the-middle attack involving certificates associated with eMudhra, an authority whose intermediate certificates were compromised.
The emergency release updates Tor Browser to version 15.0.26, addressing CVE-2026-113470, and modifies the distribution's trusted certificate authorities to block all eMudhra certificates. These changes are particularly important for Tails because the operating system routes internet traffic through the Tor network, where malicious exit nodes or other network intermediaries could potentially exploit compromised certificates to impersonate secure websites.
Unlike a conventional maintenance update, Tails 7.15.1 does not introduce major desktop features, new applications, or significant interface changes. Its purpose is to close a security gap that could undermine the authenticity of HTTPS connections. The developers recommend upgrading promptly, especially for users who rely on Tails for sensitive communications, anonymous research, journalism, or other privacy-critical activities. Why Tails 7.15.1 Was Released as an Emergency Update Tails, short for The Amnesic Incognito Live System, is a Debian-based Linux distribution designed to help users preserve their privacy and reduce traces of their computing activity. It typically runs from a USB stick and routes internet connections through Tor, making it useful for people who need stronger privacy protections than those provided by a conventional desktop operating system.
The distribution also emphasizes minimizing persistent data. By default, Tails operates as a live environment and does not retain ordinary session activity after shutdown. Users who need to preserve selected files and settings can configure encrypted Persistent Storage on their USB device, allowing them to maintain important information across sessions without changing the operating system's general amnesic behavior.
Because Tails is built around privacy and secure communication, problems involving HTTPS certificate validation deserve particular attention. Tor helps obscure the relationship between a user's network location and the websites they visit, but it does not automatically guarantee that every website encountered through an exit node is authentic. HTTPS provides an additional layer of protection by authenticating websites and encrypting communications between the browser and the destination server. Go to Full Article
- Omarchy 4.0.5 Released With Better NVIDIA Laptop Support
by George Whittaker The Omarchy project has released Omarchy 4.0.5, introducing a substantial collection of hardware compatibility improvements, desktop performance optimizations, security fixes, and package updates for the Arch Linux-based operating system. Released on October 18, 2026, the update focuses on refining the existing desktop experience while preparing the distribution for its next major feature release.
Among the most important changes are improved NVIDIA hybrid graphics support for laptops, an updated Linux 7.2.8 kernel featuring the BORE scheduler, and compatibility improvements for Qt 6.12. The release also resolves boot-related black screens, fixes audio problems affecting certain Dell and USB speaker configurations, corrects Steam graphics driver selection, and improves the reliability of several desktop utilities.
Although version 4.0.5 is primarily a maintenance release, its improvements extend across many of the components that determine how smoothly a Linux desktop operates. From faster application launches and more responsive desktop panels to stronger security defaults and more reliable hardware detection, the update demonstrates Omarchy's continued emphasis on delivering a preconfigured Linux environment that requires relatively little manual setup. Omarchy Continues Refining Its Arch Linux Desktop Experience Omarchy is an opinionated Arch Linux-based distribution designed to provide a ready-to-use development and desktop environment built around the Hyprland Wayland compositor. Rather than presenting users with a minimal installation that requires extensive customization, Omarchy combines a carefully selected collection of applications, themes, keyboard shortcuts, and system configurations into a cohesive desktop experience.
The distribution has attracted attention among developers and experienced Linux users who appreciate keyboard-driven workflows, tiling window management, and the flexibility of Arch Linux without necessarily wanting to configure every component manually. Its desktop environment emphasizes efficient navigation, integrated development tools, and a consistent visual design, while retaining access to Arch's extensive software repositories.
Version 4.0.5 continues that approach by concentrating on problems that can interrupt everyday workflows. The release improves hardware compatibility, corrects regressions introduced by newer software packages, and reduces unnecessary delays in common desktop operations. Rather than introducing a dramatic redesign, the developers have focused on making the existing environment more predictable and responsive. Go to Full Article
- KDE Plasma 6.8 Marks 30 Years With a Major Shift to Wayland and a More Powerful Linux Desktop
by George Whittaker The KDE Project has officially released KDE Plasma 6.8, introducing a substantial collection of desktop improvements while celebrating three decades of open-source software development. Released on October 14, 2026, exactly 30 years after Matthias Ettrich announced the original KDE project, this anniversary edition brings significant changes to display management, accessibility, graphics performance, remote desktop functionality, system monitoring, and application theming.
Perhaps the most consequential development is KDE's decision to retire native X11 desktop sessions in Plasma 6.8, completing its transition toward Wayland as the primary display architecture. The release also introduces NVIDIA triple buffering by default, improved HDR support, a more capable remote desktop server, CPU affinity controls in System Monitor, and expanded capabilities for the experimental Union theming engine. These improvements reflect KDE's effort to modernize the Linux desktop while maintaining the customization and flexibility that have defined Plasma for years.
Plasma 6.8 is therefore more than a commemorative release. It represents an important architectural transition for one of Linux's most widely used desktop environments, with changes that affect both everyday users and developers building applications for the next generation of Linux desktops. KDE Celebrates Three Decades of Open-Source Desktop Development KDE's history began on October 14, 1996, when Matthias Ettrich proposed creating a consistent graphical desktop environment for Unix-like operating systems. At the time, Linux was becoming increasingly capable as a free operating system, but its graphical experience remained fragmented. Users could choose from several window managers and applications, yet there was no universally integrated desktop environment comparable to the commercial graphical systems available elsewhere.
The original KDE initiative sought to address that limitation by building a cohesive desktop around the Qt application framework. Over the following decades, the project evolved through several major generations, introducing increasingly sophisticated desktop technologies while expanding into applications, development frameworks, mobile interfaces, and other open-source projects.
Plasma 6.8 arrives as KDE marks its 30th anniversary, but its development priorities are focused primarily on the future. Rather than introducing a purely cosmetic anniversary edition, KDE has concentrated on modernizing underlying desktop infrastructure while improving accessibility, usability, and performance. The result is a release that combines immediately visible enhancements with architectural changes intended to support future development. Go to Full Article
- Linux Moves Closer to Retiring the x32 ABI After Years of Limited Adoption
by George Whittaker Linux kernel developers are renewing efforts to retire the x32 application binary interface (ABI), a little-used compatibility feature that attempted to combine the advantages of 64-bit processors with the smaller memory footprint of 32-bit applications. A revised patch series submitted on October 8, 2026, proposes the first steps toward disabling the interface, potentially ending support for an architecture experiment introduced more than 14 years ago.
The latest proposal comes from Sebastian Andrzej Siewior, a Linux kernel developer at Linutronix who has been working on the removal effort throughout 2026. Rather than immediately deleting every component associated with x32, the proposed approach would first prevent the feature from being enabled through normal kernel configuration. This would give remaining users and distribution maintainers an opportunity to respond before the underlying implementation is removed.
The effort reflects a broader challenge in Linux development: maintaining compatibility with older or rarely used technologies while keeping the kernel manageable, secure, and efficient. Although x32 offered theoretical performance and memory advantages, it never achieved widespread adoption. With conventional x86_64 software dominating modern Linux systems, developers are increasingly questioning whether the additional maintenance burden remains justified. Understanding the Linux x32 ABI The x32 ABI was introduced with Linux kernel 3.4 in 2012 as an alternative to conventional 32-bit and 64-bit application environments. Its goal was to provide applications with access to the architectural improvements of x86_64 processors while retaining smaller data types and pointers associated with 32-bit software.
Traditional 32-bit x86 applications use the i386 ABI, which operates with a more limited register set and 32-bit execution conventions. Standard x86_64 applications, meanwhile, benefit from additional general-purpose registers, wider registers, and modern calling conventions, but they normally use 64-bit pointers. Those larger pointers can increase memory consumption in applications that maintain large numbers of pointer-heavy data structures.
The x32 ABI attempted to offer a compromise. Applications would execute using the x86_64 instruction set and its larger register file while retaining 32-bit integers, long values, and pointers. This programming model is commonly described as ILP32, meaning that integers, long integers, and pointers are all 32 bits wide.
The distinction can be illustrated by comparing the expected sizes of common C data types: Go to Full Article
- Google's Kage Project Rethinks Linux Kernel Security With Isolated Device Drivers
by George Whittaker Google is exploring a new approach to Linux kernel security that could significantly change how device drivers interact with the operating system. The experimental project, known as Kage, uses compiler-based sandboxing to isolate drivers inside the kernel, potentially limiting the damage caused by memory corruption, programming errors, and exploitable vulnerabilities without requiring drivers to run as separate user-space processes.
The research was presented at the Linux Plumbers Conference 2026, held October 5–7, with Stanford University and Google researcher Zachary Yedidia discussing how LLVM's Lightweight Fault Isolation (LFI) technology can create restricted execution environments for native kernel code. Unlike conventional isolation techniques, which often depend on separate processes or virtual machines, Kage attempts to preserve the performance advantages of kernel-space execution while reducing the amount of memory individual drivers can access.
Early prototypes have already demonstrated the concept using NVMe storage, networking, and Wi-Fi drivers. However, Kage remains an experimental research project rather than a feature available in mainstream Linux distributions. Its developers are still investigating performance, hardware access, and compatibility with more complicated drivers, including graphics hardware. Why Device Drivers Remain a Major Linux Security Challenge Linux device drivers are responsible for connecting the operating system to hardware components, including graphics cards, network adapters, storage controllers, USB devices, and wireless chipsets. Most traditional Linux drivers execute in kernel space, giving them privileged access to system resources and the ability to interact directly with hardware. This architecture is one reason Linux can deliver high performance across such a broad range of devices, but it also creates a significant security challenge.
When an ordinary application encounters a memory error, the operating system can often terminate that process without affecting the rest of the system. Kernel drivers operate under different conditions. Because they typically share the kernel's address space and privileges, an invalid memory access or exploitable vulnerability can affect unrelated kernel components, potentially resulting in a system crash, privilege escalation, or complete compromise of the operating system.
The challenge becomes more complicated when considering the enormous number of drivers supported by Linux. Some are maintained by large organizations with extensive testing infrastructure, while others receive contributions from smaller development teams or individual maintainers. Even carefully reviewed drivers can contain bugs, particularly when they interact with complicated hardware, asynchronous operations, and memory-management mechanisms. Go to Full Article
- Speech Synthesis on Linux: Adding a Voice to Scripts and Systems
by George Whittaker Linux users have long had a pragmatic relationship with text-to-speech. The classic open-source engines have been available for years, wired into accessibility tools and the occasional script, dependable but unmistakably robotic. They do the job where the job is simply to convert text to some kind of speech, but the mechanical output has kept them out of anything where the voice actually matters. The arrival of high-quality speech synthesis delivered over an API changes what is possible, letting Linux users add genuinely natural voices to scripts, services, and applications without hosting a heavyweight model themselves. The Familiar Trade-Off Anyone who has used the traditional Linux speech engines knows the trade-off. They are free, local, and scriptable, which fits the Linux ethos perfectly, but the voices are clearly synthetic. For accessibility and for utilitarian tasks where intelligibility is all that counts, that has been acceptable. For anything user-facing where the quality of the voice shapes the experience, it has not.
The alternative of running a modern, high-quality speech model locally is possible but comes with real costs: significant computational requirements, model management, and the ongoing maintenance of a demanding piece of infrastructure. For many use cases, particularly on servers, embedded systems, or ordinary workstations, that overhead is disproportionate to the need. This is the gap that an API-based approach fills, offering the quality of a large modern model without the burden of hosting one. The API Approach on Linux Delivering speech synthesis over an API fits naturally into how Linux users already build things. Rather than installing and maintaining a model, you make a request to a service and receive audio back, which you can then play, save, or pipe into whatever comes next. A Go to Full Article
- Archinstall 4.5 Released with AArch64 Support, Real-Time Kernels, and Major Installer Fixes
by George Whittaker The Arch Linux project has released Archinstall 4.5, the latest version of its guided text-based installer, bringing expanded AArch64 support, new real-time Linux kernel options, additional translations, security improvements, and numerous fixes for installation workflows.
Archinstall 4.5 was released on September 29, 2026, roughly three months after Archinstall 4.4. The new version arrives just ahead of Arch Linux's October installation media refresh and has already been packaged as archinstall 4.5-1 for Arch Linux repositories.
While Archinstall remains optional, it provides users with a guided way to configure an Arch Linux installation without manually performing every step described in the Arch installation guide. Version 4.5 concentrates primarily on hardware support, installer reliability, security, and expanding the range of systems that can use the guided installation process. AArch64 Support Gets a Major Upgrade One of the biggest changes in Archinstall 4.5 is improved support for AArch64, the 64-bit ARM architecture.
The installer can now handle GRUB and Limine EFI installations on AArch64 systems. It also gains support for the proper AArch64 root partition type GUID.
Previously, parts of Archinstall's bootloader configuration were more heavily oriented toward x86_64 installations. The latest changes make its guided installation workflow more useful on ARM64 hardware.
AArch64 has become increasingly important throughout the Linux ecosystem. The architecture can now be found in cloud servers, development boards, laptops, workstations, and specialized computing platforms.
Supporting both GRUB and Limine EFI installations gives Archinstall more flexibility when preparing these systems. GRUB Can Now Be Installed on AArch64 GRUB remains one of the most widely used Linux bootloaders, and Archinstall 4.5 extends its installation logic to AArch64 EFI systems.
This allows ARM64 installations to use a bootloader workflow much closer to what Archinstall already provides on conventional x86_64 UEFI computers.
The change doesn't mean every ARM device will automatically become compatible with Arch Linux. ARM hardware can still have highly platform-specific firmware and boot requirements.
It does, however, remove an important Archinstall limitation for AArch64 machines that provide conventional UEFI environments. Limine EFI Support Expands to ARM64 The same architectural expansion applies to Limine.
Limine is a modern multiprotocol bootloader supported as one of Archinstall's bootloader choices. Archinstall 4.5 extends its EFI installation support to AArch64 as well. Go to Full Article
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