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(Two Column)
- [$] Open-source security is not a solo activity
Over time, many open-source maintainers face the same problem: theylack the time to do all of the work that their project needs, and noone else is stepping up to provide adequate help. Maintainers, though,are often reluctant to throw in the towel. The result is suboptimalall around; the maintainer is stressed out, project quality suffers,and users face security risks that they may not be fully aware of. Atthe 2026 OpenSource Summit North America, Robin Bender Ginn spoke about thisproblem, when it might be time for maintainers to pass the torch, andthe responsibilities of users.
- [$] BPF in the agentic era
Alexei Starovoitov gave "less of a presentation, more of a scream ofrealization" at the BPF track of the 2026Linux Storage, Filesystem,Memory-Management, and BPF Summit. He shared a set of ideas for how BPF couldchange to avoid being swept away by the sea-change in programming represented by modernlarge language models (LLMs) and the coding agents based on them.In a follow-up session, the discussion coveredmore problems with how coding agents use tools like bpftrace, and the current deluge ofpatches in need of review in the BPF subsystem.
- Tridgell: rsync and outrage
Andrew Tridgell has written a blogpost responding to complaints that he has begun using LLM tools inhis work maintaining rsync:
Like many developers of open source packages I've been hit by aflood of security reports lately in my role as the rsyncmaintainer. Many of those reports are AI generated (not all though,there are some notable ones with very careful and high quality manualanalysis).
As this flood started to get more intense I realised I needed toraise the defences on rsync a lot — we needed much more thorough testsuites, code coverage analysis, CI testing on a lot more platforms,deliberate and thorough scanning for possible security issues (so Ifind at least some of them before other people!) and the addition of awhole lot of defence-in-depth hardening techniques.
[...] Now to the future, because we're not done yet by a longshot. The security reports keep rolling in. I'm working on a bunch ofCVEs right now. Luckily I've been joined by some other very gooddevelopers with great systems development skills and securityknowledge. Some of these people came to my attention partly because ofall the rage happening at the moment, so I get some rage storm cloudshave silver linings. Watch out for some credits for some great newrsync developers in the next release.
- Security updates for Wednesday
Security updates have been issued by Debian (php-twig), Fedora (hplip, python-wsgidav, roundcubemail, and xorg-x11-server), Oracle (compat-openssl10, httpd:2.4, and kernel), Red Hat (osbuild-composer), SUSE (busybox, cloudflared, cockpit, cups, ffmpeg-4, gnutls, google-osconfig-agent, helm, hplip, kernel, kubelogin, libjxl, libsoup, libunbound8, LibVNCServer-devel, mapserver, nvidia-open-driver-G06-signed, nvidia-open-driver-G07-signed, openssh, python-idna, qemu, rqlite, shadowsocks-v2ray-plugin, ucode-intel, unbound, vim, vorbis-tools, and xorg-x11-server), and Ubuntu (age, dovecot, editorconfig-core, gobgp, libapache-mod-jk, libcommons-lang-java, libcommons-lang3-java, libeconf, linux, linux-aws, linux-aws-6.8, linux-aws-fips, linux-azure, linux-fips, linux-gcp, linux-gcp-6.8, linux-gcp-fips, linux-gke, linux-gkeop, linux-hwe-6.8, linux-ibm, linux-ibm-6.8, linux-nvidia, linux-nvidia-6.8, linux-nvidia-lowlatency, linux-nvidia-tegra, linux-oracle, linux-oracle-6.8, linux-raspi, linux-raspi-realtime, linux-realtime, linux-realtime-6.8, linux, linux-aws, linux-azure, linux-azure-6.17, linux-hwe-6.17, linux-nvidia-6.17, linux-oem-6.17, linux-oracle, linux-oracle-6.17, linux-raspi, linux-realtime, linux-realtime-6.17, linux, linux-aws, linux-gcp, linux-ibm, linux-nvidia, linux-oracle, linux-raspi, linux-realtime, linux-aws-6.17, linux-gcp, linux-gcp-6.17, luanti, mysql-8.0, mysql-8.4, node-tar-fs, and unbound).
- [$] Caching for extended attributes
Extendedattributes (xattrs) provide a way to attach key/value metadata toinodes—files, directories, and the like—in a filesystem. As with manyLinux filesystems, the FUSE filesystemsupports xattrs. In a filesystem-track session at the 2026 Linux Storage,Filesystem, Memory Management, and BPF Summit, FUSE maintainer MiklosSzeredi led a discussion about caching xattrs in kernel memory; he wouldlike to create some common infrastructure that could be used by FUSE andshared with other filesystems.
- [$] Trying to make sense of package-manager metadata
Package managers for operating systems and programming languages have beenaround for decades. Each package manager, and its accompanying packaging format,has been shaped by the needs of its respective ecosystem, but there is a growingneed to make use of package metadata for more than software management: forexample, in vulnerability scans, software bills of materials (SBOMs), and more. OnMay 19, Damián Vicino spoke at the Open Source Summit North America 2026about his experiences in the past year trying to make sense of the variedmetadata provided by more than 20 package managers.
- Vim Classic 8.3 released
Version8.3 of Vim Classic has beenreleased. This is the first release of the Vim fork since the projectwas announcedin March.
This release is based on Vim 8.2.0148, with a number of bug fixesand patches conservatively backported from future versions of Vimupstream. We elected to clean up this version of Vim, prepare it for arelease, and imagine an alternate history where Vim 8.3 was releasedwithout Vim9 script. The result is Vim Classic 8.3. We chose to takethis approach in order to reduce the long-term maintenance burden ofVim Classic, acknowledging that our fork lacks the resources andinstitutional knowledge available to Vim upstream. However, aconsequence is that there are some Vim plugins which are notcompatible with Vim Classic.
We have made a special effort to assess patches from Vim upstreamwhich mitigate some of the many CVEs affecting Vim which werediscovered and fixed between versions 8.2 and modern-day Vim, but wecan't be sure we've got all of the security patches which areapplicable to Vim Classic (and practically exploitable). This versionof Vim Classic is therefore recommended for early adopters who arecomfortable adopting a security posture which accounts for the factthat we may have overlooked some bugs.
LWN covered VimClassic and another Vim fork, EVi, in April.
- Security updates for Tuesday
Security updates have been issued by AlmaLinux (php:8.2 and php:8.3), Debian (gst-plugins-good1.0, symfony, and yelp), Fedora (dovecot, freeipa, hplip, libpng, perl-Catalyst-Plugin-Authentication, postfix, samba, unbound, and vim), Mageia (assimp, libcaca, sdl2_sound, and tar), Slackware (kernel), SUSE (alloy, apache-commons-lang3, apache-commons-text,, apache2, bubblewrap, busybox, chromium, cups, docker-stable, ffmpeg-8, google-osconfig-agent, gsasl, ignition, java-26-openjdk, kernel, libsolv-demo, libsoup, libzypp, localsearch, openjpeg2, postgresql-jdbc, putty, python-mistune, python-Pillow, python-python-multipart, python-Twisted, python3-Twisted, re, roundcubemail, vim, wireshark, and xz), and Ubuntu (evolution-data-server, exim4, gsasl, haveged, lcms2, libreoffice, linux-aws, linux-lts-xenial, linux-lowlatency, linux-nvidia-tegra, nginx, nncp, qtdeclarative-opensource-src, sslh, sssd, and xz-utils).
- Ombredanne: An AI agent ported our codebase from Python to Rust
Over on the AboutCode blog, leadmaintainer Philippe Ombredanne writesabout an agentic LLM system porting the ScanCodeToolkit to Rust. In the process, the LLM (or the people behind it)infringed the ScanCode trademark, stripped copyright and license notices,"and started an outreach campaign, without ever engaging the AboutCodecommunity". Ironically, the toolkit is used to scan source code and binaries inorder to figure out licensing and copyright information; it also reports onpackagedependencies, vulnerabilities, and more.This is worth repeating: A comprehensive test suite, decent documentation, and curated datasets is what makes automated porting possible. It is also what makes a codebase easier to replicate without understanding it.
The agent's initial approach, using an existing Rust license-detection library, failed to match ScanCode's output quality. The agent then did what any translator would do when a loose paraphrase fails: it copied the original more closely. The final port reproduces ScanCode's core algorithms, code organization, and data-driven architecture in Rust, not because the agent understood them, but because it had enough training data and test feedback to converge on equivalent code.
- [$] Representing the true signatures of kernel functions
Optimizing compilers can, under some circumstances, infer when a parameter to afunction is not needed, and remove it. This is all well and good until thekernel's tracing or BPF subsystems need information on how to call the functionor where its arguments are stored.Alan Maguire and Yonghong Song spoke at the 2026LinuxStorage, Filesystem, Memory-Management, and BPF Summit about their work onrecording information regarding changed function signatures in the kernel's BTF debugginginformation, to better support tracing such functions.
- Seven stable kernels for the first day of June
Greg Kroah-Hartman has announced the release of the 7.0.11, 6.18.34, 6.12.92, 6.6.142, 6.1.175, 5.15.209, and 5.10.258 stable kernels. As usual, eachcontains important fixes throughout the tree, including a fix for the "CIFSwitch" vulnerability (CVE-2026-46243) which could allow a local-privilege-escalation exploit. Users are advised toupgrade.
- DistroWatch turns 25
The DistroWatch site is celebrating its25th anniversary. "All in all, it has been an incredible ride. Manyof you who read these pages regularly know that downloading and testingdistributions is a highly addictive pastime. I have been an aviddistro-hopper for the last 25 years and I don't see myself abandoning thisactivity for many more years to come." Congratulations to LadislavBodnar and all the others who have kept that resource going for so long.
- [$] Reconsidering x32 — again
The x32 ABI was meantto be the best of both worlds, providing the expanded registers andinstruction set of the x86-64 architecture while preserving the lowermemory use of 32-bit systems. The Linux kernel has supported x32 since the3.4 release in 2012. The initial excitement around x32 did not last,though, and kernel developers are considering removing that support — andnot for the first time. Even the most unloved features tend to have a fewusers, though, making removal hard.
- Multiple redhat-cloud-services npm packages compromised (StepSecurity Blog)
StepSecurity is reportingthat a number of npm packages in the @redhat-cloud-servicesscope include malware that runs automatically on every npminstall:
The payload is a multi-stage credential harvester that sweepsGitHub Actions secrets along with AWS, GCP, Azure, Kubernetes,HashiCorp Vault, npm, and CircleCI tokens, and it is purpose-built toevade detection, including an explicit attempt to bypass StepSecurityHarden-Runner.
StepSecurity analyzed @redhat-cloud-services/host-inventory-client@5.0.3 in full. Itsindex.js, executed at install time, is 4.2 MB, a file that shouldweigh a few kilobytes, with the real payload buried under threeseparate layers of obfuscation. The malware is also a self-propagatingworm: using stolen npm tokens and npm's bypass_2fa parameter, itrepublishes backdoored versions of other packages on its own, evenagainst accounts protected by two-factor authentication, so everyinfected machine can seed the next wave with no attackerinvolvement. All affected packages were published via GitHub ActionsOIDC from the RedHatInsights/javascript-clients repository, indicatingthe upstream CI/CD pipeline itself was compromised. Analysis of theremaining packages is ongoing.
A blogpost from SafeDep has additional analysis about the incident. We did not find an advisory from Red Hat on this yet.
- Fedora F44 election interviews published
The Fedora Project has publishedinterviews with candidates running for the open seats on the FedoraCouncil, Fedora EngineeringSteering Committee, FedoraMindshare Committee, and EPELSteering Committee. Voting is open through Friday,June 12 at 23:59 UTC.
- (Updated) Orange Pi Unveils AI Station with Ascend 310 and 176 TOPS Compute
Orange Pi closes the year by unveiling new details about the Orange Pi AI Station, a compact board-level edge computing platform built around the Ascend 310 series processor. The system targets high-density inference workloads with large memory options, NVMe storage support, and extensive I/O in a small footprint. The AI Station is powered by an […]
- #Commit History: Tell Us About Your First Commit
Maybe it was a one-line typo fix in the docs. Perhaps it was a package you’d been maintaining in secret for months before you finally submitted it. Maybe it was completely terrifying, or maybe it just felt like the most natural thing in the world. Whatever it was we want to hear about it. Ahead […]
- From Antarctica to FPL : Jef Spaleta on Leading Fedora Into Its Next Chapter
Flock to Fedora is more than a conference – it’s where the Fedora community comes alive. As part of the “CommitHistory” campaign, we sat down with confirmed Flock 2026 speakers to hear their stories: what brought them to Fedora, what Flock means to them personally, and what they’re hoping for in Prague this June. This […]
- Canonical Now Considers Their Steam Snap For ARM64 To Be Stable
At the beginning of the year Canonical announced a Steam Snap package for Ubuntu ARM64 that leverages the FEX emulator for running x86/x86_64 games on ARM64. After months of testing and improvements, they now consider their Steam Snap for ARM64 to be stable...
- Benchmarking The Different CachyOS Linux Kernel Flavors
CachyOS ships with a good Linux kernel configuration by default balancing the different features as well as performance. But they also ship a variety of other kernel builds for those preferring a more leading-edge kernel or the current LTS series, a hardened kernel configuration, and more. In this article are some fresh benchmarks of the Arch Linux based CachyOS Linux distribution with some of its main kernel flavors.
- AMD Radeon RX 9070 GRE Linux Performance
Yesterday AMD kicked off Computex 2026 in announcing the Radeon RX 9070 GRE alongside a number of other product announcements. With the Radeon RX 9070 GRE going on sale today, the review embargo has now lifted on this new RDNA 4 consumer graphics card slated to be priced around $549 USD. Here is an initial look at the Linux performance benchmarks of this new AMD graphics card offering.
- Google Launches 'Gemma 4 12B' AI Model That Can Run On Your Laptop
Google has launched Gemma 4 12B, a 12-billion-parameter open AI model designed to run locally on your laptop without depending entirely on cloud infrastructure. WION reports: According to Google, the new model delivers performance close to much larger AI systems while requiring significantly less memory. The company says Gemma 4 12B can run locally on devices equipped with just 16GB of VRAM, making advanced AI more accessible to developers, researchers and businesses. The launch highlights a growing trend across the AI industry: bringing powerful AI models directly to personal computers instead of relying solely on remote data centers. Gemma is Google's family of open AI models built using technology and research from its Gemini program. The new Gemma 4 12B model contains 12 billion parameters and has been designed to handle multiple types of information, including text, images and audio. Unlike traditional AI systems that focus only on text, Gemma 4 12B can understand visual content, process audio inputs and perform advanced reasoning tasks. This makes it suitable for a wider range of applications, from software development and content creation to research and automation. Google says the model is available under the Apache 2.0 licence, allowing developers and organizations to use, modify and deploy it with relatively few restrictions. [...] One of the most significant technical changes in Gemma 4 12B is its new unified architecture. Traditionally, multimodal AI systems use separate components known as encoders to process images, audio and text before combining the information. Google says Gemma 4 12B removes the need for separate multimodal encoders. Instead, the model processes different types of information through a unified architecture. According to the company, this helps improve efficiency while reducing memory requirements and computational overhead. The result is a model that can deliver advanced multimodal capabilities while remaining small enough to run locally on modern hardware.
Read more of this story at Slashdot.
- Google Shares Fitbit Air Blueprints So Anyone Can 3D-Print Accessories
Google has released (PDF) technical specs and 2D CAD drawings for the Fitbit Air to encourage users to make their own accessories. "These CAD drawings include crucial mating dimensions, tolerances, and mating force specifications -- including attach and detach force -- to help you build a high-quality accessory band," Google says on a store page listing. 9to5Google reports: Noting how the "community has already come up with innovative and creative new ideas to make the Fitbit Air [their] own" since launch last month, Google is "officially releasing the hardware specifications and accessory design guidelines for the Fitbit Air tracker to the public." For example, owners have already found their own bicep band solutions. This information would typically just be available for third-party accessory companies, but Google wants to open things up to "independent designers and artisan makers." The Google Store page also lists other things developers should keep in mind, such as sensor clearance, sensor pressure, secure retention, and skin-friendly materials.
Read more of this story at Slashdot.
- Microsoft Plans Linux Tools, RTX Spark Desktop For Windows Devs
An anonymous reader quotes a report from Ars Technica: Microsoft's Build developer conference kicked off today, and as with almost everything the company has done in the last few years, Microsoft's opening keynote focused overwhelmingly on AI and other closely related technologies. [...] On the hardware front, we didn't get any updates for existing Surface devices (not counting yesterday's Surface Laptop Ultra announcement), but we did get something new: the Surface RTX Spark Dev Box is "a compact developer PC" built around Nvidia's new RTX Spark chip with up to 128GB of built-in memory. The Dev Box looks a little like a cartoon anvil or piano fell onto an Xbox Series X and flattened it. Its aluminum casing was designed "to double as a heatsink," and its preloaded version of Windows 11 Pro will include a "purposeful" set of developer-centric default settings and preinstalled tools. This is a follow-up of sorts to the Windows Dev Kit 2023, also known as "Project Volterra." This Qualcomm Snapdragon 8cx Gen 3-powered PC was essentially the system board from a Surface Pro tablet stuffed into a plastic box, and it was introduced alongside Arm-native versions of several Microsoft developer tools. It helped to set the stage for the Arm-based flagship Surface devices that launched the next year, which benefitted from a better and faster x86-to-Arm code translation technology called Prism and a greater number of Arm-native third-party apps that didn't need to be translated in the first place. Microsoft didn't announce pricing or specific specs for the RTX Spark Dev Box, but you can probably expect it to cost quite a bit more than the $600 that Project Volterra did. Hopefully, Microsoft can keep the price at least somewhat lower than the $4,699 asking price for Nvidia's similarly specced DGX Spark box. On the software side, several developer-centric changes are coming to Windows 11, particularly for users of the Windows Subsystem for Linux (WSL). Microsoft is introducing a Windows-native version of the coreutils command line tools, so that commands or scripts made for Linux work within Windows and the other way around; the ability to run WSL inside of containers, said to be arriving in "the coming months"; and something called Windows Developer Configurations that uses the WinGet tool to quickly set up "a distraction-free dev environment with VS Code, GitHub Copilot, WSL, PowerShell 7 and developer-optimized settings with one command on any Windows 11 device." Microsoft also introduced Microsoft Execution Containers (MXC), as "enterprise-grade sandboxed environments" that let AI agents like OpenClaw operate on Windows without getting unrestricted access to the whole system. In theory, MXC could let organizations enforce agent-specific limits, such as blocking access to personal accounts, separating work and personal data, or requiring permission before deleting files. The MXC GitHub repo also notes support for "multiple containment backends," meaning the same sandboxing concept could apply beyond AI agents to other plugins, tools, and workloads. Further reading: Microsoft Unveils Scout, an Autonomous AI Agent Built On OpenClaw
Read more of this story at Slashdot.
- Meta Workers Can Opt Out of Workplace Tracking for Up to 30 Minutes
Meta is scaling back parts of its employee tracking initiative after staff objected to software that collected mouse movements, clicks, keystrokes, and other actions for AI training data. According to Reuters, the company will now let workers pause collection for up to 30 minutes and request exemptions. Reuters reports: [Stephane Kasriel, a vice president in Meta's AI model-building Superintelligence Labs unit] said the team behind the software had also introduced "several optimizations" to reduce its impact on computer battery life, after employees complained it was consuming so much data it was causing their home internet usage to spike. "While we remain confident in the privacy protections we put in place at launch, which went through several layers of risk review, we have heard your concerns about personal data on work devices, battery life, and wanting more control over when capturing happens," Kasriel said in the memo.
Read more of this story at Slashdot.
- Microsoft Claims New Quantum Chip 1,000 Times Better Than Before
Microsoft says its new Majorana 2 quantum chip is 1,000 times more reliable than its predecessor, with qubits lasting about 20 seconds instead of milliseconds, and claims it could have a commercially useful quantum machine by 2029. The BBC reports: "We will have a quantum machine in 2029 that can solve commercially viable, reasonable problems," said Zulfi Alam, corporate vice president of Microsoft Quantum. That would still require huge further advances as such a device would require millions of qubits - the current chip, Alam said, has 12. Assessing the firm's claims are difficult because it does not release the full details of what it has discovered publicly, citing commercial confidentiality. Microsoft has spent 20 years pursuing an approach to quantum computing known as "topological." The firm's approach to this is based on exploiting the properties of a so-called quasi-particle, which had existed only in theory, since it was first predicted in the 1930s by Italian physicist Ettore Majorana. To do this it had to exploit a novel state of matter - different from the three familiar states of liquid, solid or gas. Paul Stevenson, a physics professor at the University of Surrey, said the tech giant's timeline sounded plausible - if its research lived up to its claims. "Microsoft appears to have made a leap in their attempt to produce viable topological qubits," he said. "If they succeed, they will leap from being a player with no production quantum computer, to being a serious player in the race to make the next generation of fault-tolerant machines."
Read more of this story at Slashdot.
- Android Gets Fake Call Detection That Uses RCS
An anonymous reader quotes a report from 9to5Google: Phone by Google wants to combat the "growing threat of impersonation scams" and protect Android users against "sophisticated, AI-powered deepfake attacks" with fake call detection. [...] Fake call detection requires that both parties are on Android and use the Phone by Google app, while Google Messages and Google Contacts also have to be installed. When a contact calls, their phone "sends a silent confirmation signal in real time to your device to verify the call is legitimate and truly coming from the contact's device." This digital handshake uses end-to-end encrypted RCS (Rich Communication Services). If you're being scammed by an impersonator, your phone will notice that the "initial confirmation signal will be missing," and ping the contact's real device to double-check. If their real device says, "I'm not making a call right now," you'll get a warning on your screen advising you to hang up immediately. This feature will be available globally on Android 12+ phones starting with Pixel devices this month. Fake call detection is enabled by default but can be turned off at any time. Google says it's "possible for other apps and device manufacturers to adopt this technology" given the RCS underpinnings. You can learn more about fake call detection in Google's blog post.
Read more of this story at Slashdot.
- Thanks To Robots, Ukraine Is Now Talking About Winning, Not Just Surviving
fjo3 shares a report from Defense One: A small but growing number of European officials and analysts are saying what four years ago was unthinkable: Ukraine isn't just surviving its grueling war with Russia, it is in some ways thriving and may even be on a path to victory. This isn't yet captured in headlines -- for example, about last weekend's barrage of Russian drones and missiles around Ukraine -- but in the details, like how some 90 percent were intercepted. Several long-term trends have shifted in Ukraine's favor, and the core reason is its fierce focus on AI and robotics. In the crucible of war, Ukraine has developed drones and ground robots that can hold territory -- even take it back. Some are fully controlled by humans, like supply robots and medical-evacuation vehicles. But an increasing number are controlled in at least some aspects by dozens of AI products, from guidance packages on aerial drones to decision aids at the highest levels. [...] Just as important as the tech are the new tactics. Given unusual latitude to experiment, Ukrainian fighters began to develop robot-forward infantry concepts, like combined-arms attacks by airborne and ground systems, "more than a year ago. Right now, we're massively starting to implement this," said Davyd Aloian, deputy secretary of the National Security and Defence Council of Ukraine, the coordinating body on domestic and international security, in an interview. Ukraine and its partners are also steaming ahead on new concepts for highly autonomous defenses against Russian drones, combining ISR sensors and AI to detect and identify enemy drones in less time and with more certainty. "All of the systems are being linked with each other and with people" to create a distributed network with interceptor drones at various locations to be activated when needed, Aloian said. "One day we will have only like 10 guys who are just going to be responsible for approving interception. And it will automatically go direct to the target." The human operators will be dispersed as well. "Everything can be controlled from Kyiv, Lviv, from cities in other countries," he said. "It's not what happened to Ukraine" (referencing Russia's barrage of Shahed drones) that "should scare us in Europe," said Swarmer CEO Serhii Kupriienko. It's how quickly Ukraine's "middling" military evolved to counter Russia's invasion. "We are behind by literally 10 years or 20 years" in some defense-technology areas, such as satellite imagery, Kupriienko said, and yet his country has climbed a capability curve that just two years ago seemed insurmountable. So could others, he said. "The answer is always AI solutions and integrating the AI into even the daily routine work within the bureaucracy," he said. "We have evolved since 2022, the industry has and our defense has as well. Right now we are able to provide not only [large quantities of drone] assets but everything what is needed to build out the ecosystem," including parts and production, training, modification, etc. Aloian said.
Read more of this story at Slashdot.
- Trump Administration to Dismantle Ocean Monitoring System
The Trump administration is moving to dismantle the National Science Foundation's $368 million Ocean Observatories Initiative, a network of more than 900 deep-sea instruments used to monitor ocean currents, marine ecosystems, carbon absorption, heat waves, fisheries, coastal flooding, and climate change. The NSF said it would send ships in June to begin the removal of the instruments anchored off Oregon, Washington, Alaska, North Carolina, and an area between Greenland and Iceland known as the Irminger Sea. The New York Times reports: The ocean observation system began operating in 2016 and was expected to continue for 25 years. Jim Edson, a marine meteorologist who led the Ocean Observatories Initiative, called it "the world's most advanced continuously operating ocean observing systems." When it was first proposed, the science foundation said it was important to have a long-term presence at scientifically important sites in the Atlantic and Pacific oceans. Removing the instruments could take 15 months. Seismic instruments positioned around an active underwater volcano off Oregon will continue operating until 2028. Each observation station consists of several moorings that secure long arrays of devices connected to wires. The devices measure ocean currents as well as chemical and biological conditions from the water's surface down thousands of feet. The instruments were hardened to resist the pressure of the deep ocean, corrosive seawater as well as marine plants and animals that can foul electronics. Remotely controlled robotic vehicles and gliders around the moorings collect and transmit data to research laboratories. It cost $48 million annually to operate the network. The Trump administration repeatedly tried to shutter it, proposing to cut its funding by 80 percent in both 2025 and again in 2026. Congress pushed back, restoring the money. To try to reduce costs, managers turned off some of the instruments and collected less data, according to a December 2025 presentation about the observatories at the annual meeting of the American Geophysical Union, a nonprofit organization of scientists. Still, the science foundation moved ahead to decommission the observatory network.
Read more of this story at Slashdot.
- Microsoft's Project Solara Is an OS For Devices That Run AI Agents Instead of Apps
An anonymous reader quotes a report from GeekWire: A team inside Microsoft has been quietly building a platform for devices that run AI agents instead of apps, based on Android instead of Windows, with two working hardware designs so far, and an initial set of big-name companies lined up to run pilots. The platform, dubbed "Project Solara," is Microsoft's bet that AI will open up entirely new scenarios for computing -- using agents to avoid the constraints of traditional software, and off-the-shelf components to develop new devices quickly and inexpensively. [...] The company unveiled Solara on Tuesday at its Build conference in San Francisco, describing it as a new platform that spans from chip to cloud. GeekWire got a behind-the-scenes look at the project during a briefing last week in Redmond, including demos of the first two concept devices based on the platform: - A desktop hub that sits beside a PC and responds to voice commands, signs users in using facial recognition, and surfaces the day's most pressing items. With a monitor attached, it becomes a full Windows machine running in the cloud. - A wearable badge that reimagines the standard employee ID card. A fingerprint button wakes an agent in one press; a single tap records and transcribes a conversation; and a built-in camera lets the agent act on what the user sees. Microsoft says it won't ship these devices itself. Instead, it envisions hardware makers and other industry partners turning the reference designs into implementations of their own, each intended for a specific industry, company, or scenario. For example, in one demo shown by the company, the high-tech badge ran on agents designed for use by a health-care worker, including the ability to scan a patient's QR code, record and transcribe the visit, log vitals, and start a prescription. In another application of the same badge, the built-in camera scanned a brainstorm board with ideas for an office revamp, and made a suggestion: add some plants. The two devices are a starting point. The bigger opportunity, the company says, is all the tasks and workflows where a PC or phone gets in the way or isn't practical to use. [...] In the coming months, companies including AccuWeather, Best Buy, CVS Health, Levi's, and Target are expected to begin pilots of devices based on the reference designs. The operating system is the Microsoft Device Ecosystem Platform, or MDEP, an enterprise version of Android that Microsoft developed for devices including Teams meeting-room hardware. The company says it chose MDEP over Windows deliberately, to run on smaller, lower-power devices while keeping the management and security features IT departments expect: patch and over-the-air updates, device integrity, Microsoft Defender, Intune, and Entra ID sign-in. While the project is still in the early stages, Microsoft CEO Satya Nadella encouraged the team to show it at Build sooner than the company would normally show its work in public. "That underscores just how competitive and fast-moving the AI world is right now, but it also illustrates the pace that the new technologies are enabling," reports GeekWire. The report notes that the business model for the platform still needs to be worked out. The devices run on Microsoft's Azure cloud, but beyond that, "the economics are still taking shape." Qualcomm and MediaTek have been chosen as the first chip partners. "The badge runs on a new Qualcomm wearable chip; the desk hub runs on MediaTek IoT silicon," reports GeekWire. "Both are off-the-shelf, not custom, which is central to how Microsoft plans to keep devices cheap and fast to build."
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- Mathematicians Warn of AI Threats to Profession As Industry Encroaches
A new Leiden Declaration, endorsed by the International Mathematical Union and published on June 2, 2026, warns that AI could undermine mathematics by flooding the field with plausible but flawed proofs, weakening attribution, shifting incentives, and giving tech companies too much influence over research priorities. "Mathematicians should find it quite striking that tech companies are suddenly interested in their work," said Kevin Buzzard, a mathematician at Imperial College London, in a statement. "The Leiden Declaration is a well-thought-through response to what is currently happening, as AI continues to disrupt this space." Ars Technica reports: The Leiden Declaration, which has already drawn hundreds of signatories, warns that recent AI developments are threatening "characteristic values" of mathematical research, "often in ways that disproportionately affect students and early-career mathematicians, and hence the long term future of the discipline." First, it points out how AI models can "produce plausible but unreliable (or even incorrect) arguments which are difficult to distinguish from correct mathematical proofs." Such developments put reviewers under increasing pressure and are "jeopardizing our ability to implement traditional standards for the correctness, transparency, and independent verifiability of proof," the declaration warns. "Inaccurate AI-generated drafts are cheap to produce, and there is a risk of cluttering the literature with claimed results that are simply wrong," said Leslie Ann Goldberg, head of computer science at the University of Oxford, in a statement. "Once that happens, the errors are likely to propagate as new results are built on faulty foundations." Second, the declaration highlights how "models trained on published works frequently return outputs that do not properly cite the human works they synthesize," while also pointing out that many current AI models were trained on data obtained through "exploiting licenses and access arrangements" or "simply violating copyright protections." Third, the declaration describes how the use of AI "may become incentivized for its own sake, disrupting our mechanisms for hiring, funding and recognition" while leaving out researchers who lack access or are "unwilling to use technologies controlled by organizations whose values they do not share." Fourth, the declaration warns against mathematics research "communicated through informal channels such as press releases or blog posts, often without any research paper or other disclosure of information necessary for scientific evaluation." Such communication strategies can lead to "oversimplification" in media reporting that overemphasizes AI tools' significance at the expense of prior human contributions, and "misleadingly uses specific mathematical tasks as metrics for the general reasoning capacities of commercial products." Fifth, the declaration describes "increasing involvement of technology companies in mathematical research" as threatening the "autonomy of mathematics," especially as university budgets are under pressure and researchers may feel greater professional incentive to collaborate with technology companies on "asymmetric terms." This also raises the risk that mathematics research questions amenable to AI-driven techniques may be prioritized. What can mathematicians do about this? The Leiden Declaration urges them to treat AI as a tool, not a substitute for human responsibility. Individual mathematicians should disclose AI use, remain accountable for the correctness of their work, continue crediting human authors, and use AI tools only when they align with the declaration's values. It also warns that mathematics can be applied to "warfare, oppression, mass surveillance, and the undermining of democracy," so mathematicians should weigh the ethics of tech-industry partnerships carefully. Professional organizations are encouraged to develop AI-use guidelines for publication and review, protect researchers from having their work used as training data without consent, support peer-reviewed publishing, and "actively prepare to become involved if major mathematical results are claimed using unconventional means." For policymakers, the recommendations are blunt: "protect the rights of authors," "regulate the artificial intelligence industry," and "invest in public computational infrastructure." The declaration also urges people to "don't believe the hype," warning that tech companies have "a strong commercial incentive... to overstate the capabilities of their products."
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- European Parliament Ditches Google For French Search Firm
The European Parliament is replacing Google with French search engine Qwant as the default on in-house computers, citing digital sovereignty and privacy concerns. Politico reports: As of Thursday June 4, "Qwant will replace Google as default search engine on European Parliament computers," officials told lawmakers in an email seen by POLITICO. The change is being made "in line with the Parliament's commitment to digital sovereignty and the protection of users' personal data." The search-engine switch comes as Brussels doubles down on its push for tech sovereignty. The European Commission will on Wednesday unveil its long-awaited tech sovereignty package aimed at reducing dependence on foreign technology providers and boosting European alternatives. The email described Qwant as a "privacy-focused European search engine" designed to avoid tracking users or collecting personal data. Founded in 2013, Qwant markets itself as a privacy-first alternative to Google. Searches conducted through the address bar in Firefox and Edge browsers will automatically be routed through Qwant, although lawmakers will remain free to use competing search engines or change their default settings.
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- Russian Spy Agency Says Foreign Spies Turned Officials' Smartphones Into Surveillance Devices
Russia's FSB claims foreign intelligence services compromised smartphones belonging to senior Russian officials, allegedly turning them into surveillance devices capable of stealing data, recording conversations, and activating microphones or cameras. "This software is used to steal existing data, eavesdrop on ongoing conversations, and conduct covert acoustic and video monitoring of the environment near electronic devices, all aimed at obtaining sensitive information," the FSB said. The Register reports: The agency said it had opened a criminal investigation into illegal access to computer information and the distribution of malicious software. It did not identify the alleged intelligence service responsible, disclose how many officials were affected, name the malware involved, or provide any technical indicators that would allow independent verification of the claims. As things stand, the FSB has revealed the accusation but not the proof.
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- Microsoft Deliberately Bricking All Office For Mac 2019/2021 Installations
Microsoft Office 2019 and 2021 for Mac will reportedly drop into "reduced functionality mode" on July 13, 2026, when a license-validation certificate expires, leaving perpetually licensed apps able to open files but not edit or save them. Slashdot reader joshuark shares a report from OSnews: "Microsoft Office 2019 and 2021 for Mac view-only conversion (2026) is a scheduled remote degradation of perpetually-licensed Microsoft Office software for macOS and iOS, set for July 13, 2026 when a license-validation certificate used by the Office apps expires," reports the Consumer Rights Wiki. "After Office 2019 for Mac reached end of support in October 2023, Microsoft assured customers their installed apps would 'continue to function.' The July 13, 2026 conversion instead drops the apps into a Microsoft-defined 'reduced functionality mode,' in which files can be opened and viewed but not edited or saved. By May 30, 2026, the original 2023 end-of-support page had been re-dated and rewritten on Microsoft's site; the 'continue to function' clause was removed." Microsoft's advice to the users they're stealing from is to keep using the applications as mere viewers, switch to the free Office 365 web applications, pay for a 365 subscription, or buy a brand new regular copy of Office 2024. None of these make any sense, and clearly, all of this should be illegal, but it's not because the software industry is a clown show.
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- Microsoft Unveils Scout, an Autonomous AI Agent Built On OpenClaw
Microsoft has unveiled Scout, an experimental always-on AI "autopilot" agent for Microsoft 365 that can operate across Teams, Outlook, OneDrive, SharePoint, calendars, contacts, browsers, and external apps via MCP. "Autopilots stay active in the background, understand how work gets done across your apps and systems, and take action without needing to be prompted each time," said Omar Shahine, a Microsoft veteran who recently announced he is leading a new team to bring OpenClaw-based personal assistants to Microsoft 365 apps. Computerworld reports: Shahine said Scout can reduce mundane tasks that office workers face, such as coordinating and scheduling meeting times with colleagues, or blocking times in a user's calendar based on upcoming work commitments. "It can also spot risks, like stalled decisions, so you can address them before they become blockers," he said. It's available as an "experimental release" to customers of the company's Frontier program, Microsoft said, and will require Intune policy configuration and "opt-in attestation." [...] It's not clear whether Scout will be included in Microsoft 365 Copilot subscriptions or charged separately. Microsoft did not immediately provide additional details about pricing.
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- Trump Signs AI Executive Order Asking Companies To Give Government Early Access To Models
An anonymous reader quotes a report from CNBC: President Donald Trump on Tuesday signed an executive order asking artificial intelligence companies to provide models to the federal government to assess their capabilities ahead of a full release. The order asks companies, on a voluntary basis, to participate in a benchmarking process to assess a model's "advanced cyber capabilities" and determine whether it should be considered a "covered frontier model." It then asks for access to those models up to 30 days before the companies plan to release them more broadly, and enables the government to help select the "trusted partners" that will receive early access. "Nothing in this section shall be construed to authorize the creation of a mandatory governmental licensing, preclearance, or permitting requirement for the development, publication, release, or distribution of new AI models, including frontier models," the order said. Trump signed the order in private, just weeks after he postponed a signing ceremony with prominent tech CEOs because he "didn't like certain aspects of it," he told reporters at the time. [...] Trump's AI order outlines several timeframes to develop directives and other guidance, specifically calling on the Department of Defense to prioritize the cyber defense of its information systems.
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- 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]
- Serena OS: a modern operating system for classic Amigas
A hobby operating system, not written in Rust, not targeting Qemu, not targeting a Raspberry Pi. Yes, it still happens. Serena OS is what you get when modern operating system design and implementation meets vintage hardware like the Amiga computers. It is based on dispatch queues rather than threads, supports multiple users, is inspired by POSIX, yet retains its own character, is strongly object-oriented in terms of design and implementation and prepared for a cross platform future. ↫ Serena OS GitHub page Serena OS supports most (all?) of the classic Amigas, but the 500, 600, and 2000 need at least 1MB of RAM and a 68020 accelerator. It has code privilege separation between kernel and userspace, basic memory management, its own custom file system, drivers for input devices and graphics, an interactive console with VT52 and VT100 support, and much more. It also comes with a C99-compatible libc, and has its own shell. Note that AI! chatbot Claude is listed as a contributor to the project.
- Rsync opens the slopgates, regressions and bugs ensue
Andrew Tridgell, developer of rsync, has published a blog post addressing the massive surge in AI! code submissions and the string of regressions supposedly caused by them. He explains rsync was flooded with AI!-generated security reports, and he couldnt handle the volumes anymore. As this flood started to get more intense I realised I needed to raise the defences on rsync a lot — we needed much more thorough test suites, code coverage analysis, CI testing on a lot more platforms, deliberate and thorough scanning for possible security issues (so I find at least some of them before other people!) and the addition of a whole lot of defence-in-depth hardening techniques. This is all a huge amount of work. I’m retired (though my wife may dispute that!) and I’d rather be out sailing than working on rsync security issues, so I have reached for several AI tools to help with what needs to be done. I have absolutely no regrets about doing that, although from the storm of anti-AI rage it’s clear that many people think I should be hung up by my toe nails and flogged for even considering doing this. ↫ Andrew Tridgell The entire rsync codebase is around 65k lines, and the recent flood of AI!-generated submissions amount to +16k/-6k lines of code within a few weeks. Thats an absolutely insane amount of changes in a really short time to a project that most people deemed stable and done!. If you take a look at the activity graph, its clear that a project that was silently and carefully doing its job is seeing a massive amount of changes, almost exclusively generated by AI!, all in recent weeks. Its no surprise, then, that people get annoyed when something they deemed done! and stable is suddenly causing issues for them because its maintainer decided to open the slopgates. Tridgell is, of course, an incredibly accomplished and capable programmer, but so is Kent Overstreet and he thinks his AI! girlfriend is sentient and conscious, he reprogrammed it after someone convinced his AI! girlfriend was lesbian and trans, and he thinks that he gave his AI! girlfriend an orgasm, so being an accomplished and capable programmer doesnt mean youre immune from AI!-hyperbole, or worse, AI!-induced psychosis. Tridgells blog post already has all the usual talking points from AI! techbros about how the tools sucked last but theyre good now, trust me I know how these tools work, humans are actually the same as these AI! tools, really what is intelligence anyway, and yeah we got a whole slew of new issues caused by the AI! code but more AI! code will surely fix that, and so on. Theres some red flags that give me the ick, because Ive seen them all before from people entirely losing themselves in AI! hype. Tridgell also takes pot shots at openrsync, a reimplmentation of rsync developed by the OpenBSD team, also shipped by default on macOS. Openrsync has nothing to do with any of the current issues rsync is facing, as the project was started way back in 2018 or so. Taking pot shots at this project in this particular blog post feels childish and unnecessary, and reeks of insecurity; focus on the issues your own project is facing before attacking some other project. This feels like another red flag. Quite a few people have experienced regressions with rsync in recent weeks, but it seems like more are going to come as the slopgates will remain open, and will probably be opened even further. For such a cornerstone open source project, that raises a lot of questions, and Im sure theres quite a few people pondering if they should, perhaps, switch to openrsync just like Apple did.
- WinUtils: shell-powered CLI tools for Windows 95
WinUtils started in 1996-1997 as a way to build my programming chops. I was poking around the Windows 95 shell APIs, found the file operation functions, and thought it would be cool to have CLI tools that called them instead of doing raw file I/O. The payoff was practical: because the operations went through the shell, the same confirmation prompts, progress dialogs, and Recycle Bin behavior you got from Windows Explorer came along for free. ↫ Code Naked Code Naked their alias, not mine recently dug these old executables and code back up, and published them on GitHub. Back then, though, there were no centralised distribution platforms, so they just uploaded them to various download and shareware websites and kept track of the download tickers. Very neat little tools, and fun to have them immortalised.
- Google offers opt-out of AI! search results for websites, promises it wont affect regular search rankings
Google is adding a switch to allow website owners to opt out of being featured in their AI! overviews and related slopsearch results. With this new toggle in Search Console, website owners can decide if they want their site to appear in and help ground responses in our generative AI Search features (like AI Overviews, AI Mode or AI Overviews in Discover). Sites that opt out will not receive traffic or impressions from our generative AI features. This control will not be used as a ranking signal for search results outside of these generative AI Search features. This work builds on our long history of designing tools, like snippet controls and Google-Extended, that give websites more choice. ↫ Mrinalini Loew at Googles The Keyword blog While its nice of Google to offer such an opt-out to website owners, their claim that opting out wont effect your regular search ranking rings hollow to me. I simply just do not trust Google in any way, shape, or form to not weaponise their AI! against anyone who doesnt want to be sucked up, regurgitated, and spat out in one of their slopsearch tools. On top of that, regular Google Search is dead anyway, so even if they keep their promise, its moot because Google users are going to be force-fed the slopsearch tools instead of the regular Google Search. I honestly have no idea how much traffic OSNews gets from Google at this point, and while I can look it up, I just dont really care, and think its probably not that much. I could opt us out, but the real problem is that such an opt-out wont stop Googles slopbots or anyone elses slopbots from taking our writing and training their AI! tools on it, so whats the point of going through the effort? I doubt Google is relevant enough for us.
- Preparing for KDE Plasma’s last X11-supported release
With KDE Plasma 6.7 almost ready for release, developers have moved on to working on 6.8, and with that release comes probably one of the biggest deprecations in KDEs history: as of today, the X11 session is gone from KDE. Of course, this change wont make it to peoples computers until 6.8 actually releases, but as far the code goes, the X11 session is gone. Once 6.8 is actually released, you will only be able to log into a Wayland KDE session. This wont affect KDE applications running in other X11 desktop environments, and of course, X11 applications will keep working in KDE as well thanks to XWayland. Its also important to note that this wont affect anyone sticking to older versions of KDE Plasma; its not like X11 session support will be yanked retroactively. From here on out, a lot of X11 code will be removed from KDE, and developers will be able to focus on just one code path, instead of accommodating the lowest common denominator in X11. Our internal metrics within KDE show that over 95% of users of Plasma 6.6 are on Wayland, with a gradual increase every release. The metrics also show that basically no one is testing or developing Plasma on X11 anymore. The platform was already, for all intents and purposes, abandoned by KDE contributors. ↫ David Edmundson The transition from legacy X11 to Wayland has been a long, painful journey, but Im glad were finally reaching the destination. If youre still having issues with KDE on Wayland, be sure youre using an up-to-date distribution not an LTS one and see how that goes for you.
- The newest Instagram exploit! is the goofiest Ive seen!
Yesterday, a slew of Instagram accounts, including some high profile ones like the Obama White House account, seemingly got hacked. Look, I’m no spring chicken. I’ve spent almost a decade and a half identifying vulnerabilities and exploits at unicorn scale, but this is hands down the most unserious, almost too stupid to be true! of them all. ↫ Sid at 0xsid.com 0its AI! isnt it? All the attacker needs to kick this off is your account username. Then, they hop on a VPN or proxy close to your city so Instagrams security algorithms dont suspect a thing. (You can quite easily get this from your public profile or About! section or a hundred other ways.) Once it looks like the request is coming from the correct region, they tell the Meta support AI that the account is hacked and ask it to send the verification codes to an arbitrary email address they control. ↫ Sid at 0xsid.com Its AI!. Yes, all that you need to do to gain control over big, massively popular Instagram accounts is ask Facebooks AI! to send the verification codes to whatever email address you desire. Thats it. Theres no other steps, no other checks, no other verification. And the worst part is that this isnt even a hack; this is AI! working entirely as intended. And these tools are now coding the Linux kernel, LLVM, systemd, PulseAudio, rsync, your browser, and so much more. What could possibly go wrong?
- Microsoft is intentionally bricking all Office for Mac 2019/2021 installations
Youre a smart cookie, so you opted to buy a copy of Microsoft Office for macOS back in 2019 or 2021, eschewing the Office 365 subscription, so you could keep on using Office 2019/2021 forever if you wanted to. Just like in the old days. Ive got some bad news. Microsoft Office 2019 and 2021 for Mac view-only conversion (2026) is a scheduled remote degradation of perpetually-licensed Microsoft Office software for macOS and iOS, set for July 13, 2026 when a license-validation certificate used by the Office apps expires. After Office 2019 for Mac reached end of support in October 2023, Microsoft assured customers their installed apps would continue to function.! The July 13, 2026 conversion instead drops the apps into a Microsoft-defined reduced functionality mode,! in which files can be opened and viewed but not edited or saved. By May 30, 2026, the original 2023 end-of-support page had been re-dated and rewritten on Microsofts site; the continue to function! clause was removed. ↫ Consumer Rights Wiki Microsofts advice to the users theyre stealing from is to keep using the applications as mere viewers, switch to the free Office 365 web applications, pay for a 365 subscription, or buy a brand new regular copy of Office 2024. None of these make any sense, and clearly, all of this should be illegal, but its not because the software industry is a clown show. Proprietary software is unethical.
- NVIDIA unveils RTX Spark chip for laptops and desktop PCs
It was an open secret that NVIDIA was working on an ARM-based system-on-a-chip for laptops and desktops, and today at Computex 2026 the company unveiled what its been working on. Its surely a beast, and unsurprisingly, its lathered in AI! buzzwords. At full strength, this chip offers up to 20 Arm CPU cores, a Blackwell GPU with 6,144 CUDA cores, 128GB of LPDDR5X RAM, and up to 300 GB/s of memory bandwidth. That powerful CPU and GPU, connected over NVLink C2C, and the large memory pool give AI agents and 120-billion-parameter models plenty of power and space for long-running tasks with context lengths stretching to a million tokens, according to Nvidia. RTX Spark will power high-end laptops from partners including Dell, HP, Lenovo, Asus, and MSI and notably, a new Surface Ultra laptop from Microsoft. Nvidia says it’s worked with those partners to create “the most extraordinary laptops ever built,” with tandem OLED G-Sync displays, “all-day” battery life, premium aluminum chassis with large glass touchpads. ↫ Jeffrey Kampman at Toms Hardware I couldnt care less about the AI! nonsense, but the chip itself seems like an absolute monster for laptops and mini PCs. With that much power and a solid NVIDIA GPU, these are also great for gaming and creative tasks, making them feel like the first true competition in the PC space to Apples M series of chips. Theyre planned for late 2026, and tellingly, theres no pricing information just yet.
- You dont love systemd timers enough
My favorite metonymic technology term is cron job!: even though cron may not literally be the daemon that executes actions on a schedule, we apply the term to anything that walks like a cron and quacks like a cron. As Patrick McKenzie likes to point out, cron jobs are one of the most eminently useful computing primitives. They offer utility thats almost immediately obvious for plenty of use cases that almost everybody has: do this every day; do that once a month. And yet. You probably shouldnt use literal cron (or its more modern cousins) for scheduled tasks! In 2026 there are more modern options available, and my favorite is the humble systemd timer. I love systemd timers. If you dont love them yet, maybe I can show you the reasons why you should love them, too. ↫ Tyler Langlois These are just timers. They are not consuming your computer or taking over the open source world. They do not phone home to Red Hat. These are just timers.
- MorphOS 3.20 released
Almost exactly 18 months after 3.19, the MorphOS team has released MorphOS 3.20. This is a major release, as it adds support for the upcoming Mirari PowerPC motherboards, which we talked about when that project was first announced. Im quite excited about the Mirari, and cant wait to have one, and MorphOS is the one operating system I really want to run it on. I have an almost mint condition PowerBook G4 17C specifically for MorphOS, but the hardware is simply too outdated to keep up with modern demands, which is sad, because MorphOS can clearly keep up if it had modern hardware. So, MorphOS 3.20 adds support for the Mirari platform and its various components, like its thermal management solution, networking, and so on. MorphOS 3.20 also expands the number of support Radeon graphics cards, improved support for various HDMI and DisplayPort ports, better support for multiple monitors, and overall better graphics performance in general. Theres also SFS2 support throughout the operating system so MorphOS now supports file sizes of up to 4GB and partition sizes of up to 2TB. The Ambient UI has also seen extensive work to improve performance and stability, as well as add a bunch of new features. Several new applications and utilities are included in MorphOS 3.20, such as DriveImager, MirrorBackup, SMARTDoctor, OFHTTP, OFHash, OFDNS, Replace, and Automator for scripting and controlling MUI applications. Iris has been updated to version 1.53 and now includes the new Contacts companion application for CalDAV-based address books. FlowStudio received extensive improvements for project management, printing, Markdown support, and development workflows. Networking and connectivity have also been improved with updates to OpenSSH 10.3p1, TLS 1.3 support in RDesktop, expanded SMB2 filesystem improvements, and improved USB, audio and multimedia subsystem stability. Numerous system libraries and frameworks including MUI, ixemul, Cairo, Harfbuzz, Freetype, OpenSSL4, and ObjFWRT have been updated or significantly modernized. ↫ MorphOS 3.20 release announcement Of course, theres also the long list of smaller changes, bugfixes, and performance improvements. MorphOS has wide support for Apple PowerPC hardware, which is probably your best bet for using the operating system for now, at least until the Mirari becomes available for purchase.
- Accessibility input tool removes X11 support, doesnt want to support Wayland; users caught in the middle
A sad, painful, and infuriating read for this calm Sunday. In recent years, a lot of attention has gone into improving the output side of the accessibility story on Wayland screen readers and the like but apparently, the input side has languished. People with reduced mobility need affordances and tools to use computers, but those arent ready for Wayland. A popular set of tools here is Talon Voice, which allows people with reduced mobility to create powerful hands-free input methods. The examples the article gives are incredibly cool, and its easy to see how Talon would become a cornerstone for people with reduced mobility who needs hands-free (or hands-fewer?) computer input methods. So whats going wrong here? Talon requires deep integration with the window manager and compositor to carry out even the most basic of its duties, and Wayland offers… Absolutely no way to perform any of those actions. Frustrated by the endless lack of progress towards a real set of solutions for the entire ecosystem, and inundated by an endless series of requests for Wayland support which he cannot provide, Aegis, the main (and only) developer of Talon, has made a declaration: Enough. Talon Voice will imminently remove ALL Linux support from the public release, as X11 continues to sunset and users are switched to an environment in which their system can no longer function, with no option to go back. ↫ Insane Rambles About Technology So not only will Talon not gain Wayland support any time soon, its developers are even removing X11 support from it. What this means is that even if you decide to stick to X11 because Wayland doesnt fulfill your needs, youre eventually going to run into a brick wall. This is merely annoying if you need to use a different application for remote desktop or whatever, but its absolutely devastating when it involves the very input method you use to use your computer in the first place. There is some important nuance here though that the article doesnt mention. The article takes the word of Talons developers as gospel, but in my conversations with KDE developers, a different story emerges. What they tell me is that Wayland implements all the APIs needed for Talon to work, but that Talons developers are simply not interested in using them. Apparently, KDE developers and others have tried to contact Talons developers, but their offers to help are being ignored. Theyre being told Talon is simply not interested in supporting Wayland, end of story!. So, the story here seems to be a lot more complex than just Wayland bad!, and Im getting a bit of a vibe that the Talon developers are, despite claims to the contrary in the article, indeed removing X11 support out of spite. Talon is entirely within their right to not want to work on Wayland support, but then just be honest with your users and say so, instead of pinning everything on Wayland bad!, being dishonest about Waylands capabilities, and ignoring offers of help and support from some of the most knowledgeable and capable developers in the field. Of course, thats absolutely of no relevance to people like the author of this article who depend on these tools to use their computers. Theyre caught in the middle of a transition and experiencing the worst byproducts, and thats a huge failure on everybodys end Wayland, Talon, and desktop environments alike. I hope the parties involved can sort this out quickly, because everyone deserves equal access to computers, doubly so in the open source world.
- Remember when people said open video codecs would never win?
The Alliance for Open Media has published the first version of the AV2 specification. AV2 is the next-generation video coding specification from the Alliance for Open Media (AOMedia). Building on the foundation of AV1, AV2 is engineered to provide superior compression efficiency, enabling high-quality video delivery at significantly lower bitrates. It is optimized for the evolving demands of streaming, broadcasting, and real-time video conferencing. This specification serves as the definitive technical reference for AV2 implementations. It outlines the bitstream syntax, semantics, and decoding processes required to ensure full conformance. AV2 provides enhanced support for AR/VR applications, split-screen delivery of multiple programs, improved handling of screen content, and an ability to operate over a wider visual quality range. ↫ AV2 website Do you remember when the video codec wars open vs. closed were raging all across the web, for years? Even back then I argued that open would win, as it usually does, and over 15 years later the most widely-used video codecs on the planet being open is just a normal fact of life nobody writes or talks about anymore. VP8, VP9, AV1, and now this upcoming AV2 are all open and royalty-free, the by far largest video platform, YouTube, serves them by default, and the video codec problem is a solved problem, relegated to the spinning disk drive of history. I was told I was an idealist and that this would never happen, and yet, here we are.
- DECmate II: the little PDP-8 that could
When Cameron Kaiser speaks, we listen. In 1982, as we mentioned at length with our history of the DEC Professional, Digital Equipment Corporation attempted to keep their PDP-11 minicomputer market-relevant by turning the venerable architecture into a largely incompatible desktop microcomputer. But that wasnt the only PDP-series mini it happened to, and it wasnt even the first: the PDP-8 actually got the shrink-ray treatment several years before, and not content to merely make it into a smaller general purpose computer, DEC turned it into a word processor. ↫ Cameron Kaiser at Old Vintage Computing A word processor thats still sort of a PDP-8 inside, and that could run CP/M or even DOS using a Z80 or 8086 expansion card.
- Settlers of Catan, TUI edition
A beautiful TUI might not be particularly accessible, and theres effectively zero consistency between how different TUI applications look, feel, and behave, but damn if an amazing TUI isnt a work of art. Case in point: El Poblador. This is a TUI version of Settles of Catan, written in Go. Thats it. Thats the post.
- Flathub bans slopcoded applications, but not if theyre from a mature, well-maintained! project
Flathub, by the most popular (effectively only) repository for Flatpak applications, has changed its policies to include a strict ban on AI! use for both application submissions as well as the application code itself. This policy applies to both the application being submitted to Flathub and the Flathub submission itself, including the manifest, metadata, patches, build scripts, and pull request. For the purpose of this policy, applications include BaseApps, extensions, and any other artifacts that can be produced by flatpak-builder. Submission pull requests must not be generated, opened, or automated using AI tools or agents. Please also do not request review from any AI tools in the submission PR. Automated Copilot reviews on GitHub can be disabled by the submitter by going here and changing Repository access to exclude the repo or disabling the global Automatic Copilot code review! found here. Applications containing AI-generated or AI-assisted code, documentation, or other content are not allowed. ↫ Flathub policy diff This is a fairly strict policy, but they do leave some wiggle room by also including the following line: Exceptions may be granted for mature, well-maintained projects. ↫ Flathub policy diff I dont think they had any choice adding this exception, but it does feel a little bit like rules for thee but not for me!. I can easily see the relatively small in-crowd of developers around Flathub and Flatpak, and their friends, handing each other exceptions, while enforcing the much stricter rules when it comes to outsiders. Say a well-known GNOME application from a long-time GNOME contributor adds AI!-generated code, will it really be banned from Flathub? I have my doubts. Regardless, its mostly good news. Its important to note that this policy change wont be applied retroactively, so slopcoded applications already on Flathub wont be removed.
- Genode OS Framework 26.05 released
The work on the May release has been dominated by topics on account of the just published Sculpt OS version 26.04. Besides featuring profound driver improvements across Wifi, ACPI, I2C HID, SOF audio, and graphics, it turns the most innovative aspects of Sculpt OS into building blocks for the easy reuse in other incarnations of Genode-based systems. In the same vein, the Goa SDK has been updated to match the latest Sculpt OS version while accumulating plenty of detail improvements. Further highlights of the release are the new touch-awareness of the window manager making Sculpt OS usable on tablets, the addition of Linux user-space networking based on libslirp, the update of Qt to version 6.8.3, and a largely revised LTE modem stack. ↫ Genode OS Framework 26.05 release notes In addition, the migration from GitHub to Codeberg has been completed as well, which is a big step forward for the project.
- NixOS 26.05 ‘Yarara’ Released with Systemd Initrd by Default and Major Infrastructure Updates
by George Whittaker
The NixOS project has officially released NixOS 26.05, codenamed “Yarara,” continuing the distribution’s unique approach to Linux system management through declarative configuration, atomic upgrades, and reproducible deployments. The release introduces several important platform-level changes, modernized infrastructure components, and continued refinement of the Nix ecosystem.
As one of the most distinctive Linux distributions available today, NixOS continues attracting developers, DevOps engineers, and advanced Linux users who value predictable system behavior and highly reproducible environments.
What Makes NixOS Different?
Unlike traditional Linux distributions that install packages directly into shared system locations, NixOS is built around the Nix package manager, which stores software in isolated, versioned paths and generates complete system configurations declaratively.
This architecture provides several advantages:
Atomic system upgrades Reliable rollback capabilities Reproducible environments Easier infrastructure automation Reduced dependency conflicts
These features have helped NixOS gain popularity among developers managing complex systems and cloud infrastructure.
Systemd-Based Initrd Becomes the Default
One of the most significant changes in NixOS 26.05 is the move to a systemd-based Stage 1 initrd by default. The older scripted implementation is now deprecated and scheduled for removal in NixOS 26.11.
The initrd (initial RAM disk) is responsible for preparing the system during early boot before the main operating system loads.
According to the release notes:
Systemd now handles Stage 1 initialization by default The previous scripted implementation remains temporarily available Users can still revert using boot.initrd.systemd.enable = false Long-term migration toward the systemd-based approach is encouraged
This change is expected to improve consistency and simplify maintenance across modern NixOS deployments.
Continuing the Twice-Yearly Release Cycle
NixOS continues its established release cadence of publishing stable versions twice per year—typically around May and November. The 26.05 “Yarara” release follows the previous 25.11 “Xantusia” release and continues the project's steady development rhythm.
The 26.05 development cycle involved extensive staging, package testing, and release management work coordinated through the NixOS community.
Large-Scale Package and Infrastructure Updates
Like previous NixOS releases, 26.05 includes a massive collection of package updates across the software ecosystem.
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- GNOME 51 Development Officially Begins as ‘A Coruña’ Cycle Gets Underway
by George Whittaker
The GNOME Project has officially opened the development cycle for GNOME 51, the next major release of one of Linux’s most widely used desktop environments. Following the recent launch of GNOME 50 “Tokyo,” developers are already shifting focus toward the next chapter of the desktop’s evolution, which will carry the codename “A Coruña.”
While it’s still very early in the process, the release schedule is now taking shape, giving Linux users and developers an early look at what to expect over the coming months.
GNOME 51 “A Coruña” Is Now in Development
The new release is named A Coruña, after the Spanish city that will host GUADEC 2026, the annual GNOME Users and Developers European Conference. The event serves as one of the most important gatherings for GNOME contributors, where future desktop plans, technologies, and development priorities are discussed.
As soon as GNOME 50 was finalized, development work for GNOME 51 officially began, continuing GNOME’s well-established six-month release cadence.
Release Schedule Already Published
The GNOME team has outlined the preliminary roadmap for the GNOME 51 cycle.
Current milestone dates include:
GNOME 51 Alpha: June 27, 2026 GNOME 51 Beta: August 1, 2026 GNOME 51 Release Candidate (RC): August 29, 2026 GNOME 51 Final Release: September 16, 2026
These milestones provide time for:
Feature integration Public testing Bug fixing Performance optimization Final stabilization before release
As always, dates may shift slightly depending on development progress.
Still Too Early for Major Feature Announcements
Because the development cycle has only just started, GNOME developers have not yet revealed a finalized feature list. Most major design discussions and merge requests are still in their early stages.
However, several areas are already attracting attention.
Wayland Improvements Are Likely a Major Focus
One of the biggest transitions in recent GNOME history happened with GNOME 50, which completed the project’s move away from X11 by removing remaining X.Org support from the desktop environment.
Because GNOME is now fully committed to Wayland, many observers expect GNOME 51 to focus heavily on:
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- Alpine Linux Experiments with Systemd Compatibility While Keeping Its Lightweight Identity
by George Whittaker
Alpine Linux, one of the most recognizable non-systemd Linux distributions, is reportedly experimenting with an optional systemd compatibility layer, a move that has sparked intense discussion across the Linux community.
For years, Alpine has stood apart from mainstream Linux distributions by avoiding both glibc and systemd, instead relying on:
musl libc BusyBox OpenRC as its init system
Now, growing software compatibility pressures, especially around desktop applications, containers, and enterprise tooling, appear to be pushing Alpine developers to explore new approaches.
Why Alpine Linux Avoided Systemd for So Long
Alpine Linux built its reputation around simplicity, security, and minimalism. Unlike many mainstream distributions, Alpine intentionally avoided systemd in favor of the lighter and more modular OpenRC init system.
This design philosophy made Alpine extremely popular for:
Containers and Docker images Embedded systems Lightweight virtual machines Security-focused deployments
Its tiny footprint and reduced dependency chain became major advantages in cloud and container environments.
The Compatibility Problem Is Growing
Despite Alpine’s popularity, avoiding systemd has increasingly created compatibility challenges.
Many modern Linux applications now assume the presence of:
libsystemd systemd APIs glibc-specific behaviors
This has become particularly problematic for:
Desktop software Proprietary enterprise applications Monitoring agents Certain gaming and multimedia tools AI and container orchestration software
Historically, Alpine users often relied on:
Compatibility layers like gcompat Flatpak containers Docker workarounds Manually patched packages
The growing complexity of those workarounds appears to be one reason compatibility discussions are intensifying.
What the Experimental Compatibility Layer Actually Means
Importantly, Alpine Linux is not replacing OpenRC with systemd.
Instead, the project appears to be exploring:
Optional compatibility packages libsystemd support Improved API compatibility for software expecting systemd components
Experimental efforts already exist in the broader ecosystem. For example, unofficial projects have packaged portions of systemd, particularly libsystemd, for Alpine systems specifically to satisfy software dependencies without running full systemd services.
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- Debian Experiments with AI-Assisted Bug Triage as Open-Source Projects Face Growing Report Overload
by George Whittaker
The Debian project has begun exploring AI-assisted bug triage workflows, joining a broader movement across the open-source world to manage the rapidly increasing volume of software bug reports and vulnerability submissions.
While Debian developers are approaching the idea cautiously, the effort reflects a growing reality for large open-source projects: modern software ecosystems are producing more bugs, duplicate reports, and security findings than human maintainers can efficiently process alone.
The discussion arrives during a period of intense debate within Linux and open-source communities about how artificial intelligence should be integrated into software development and maintenance.
Why Debian Is Looking at AI-Assisted Triage
Debian is one of the largest and most complex Linux distributions in existence, maintaining tens of thousands of software packages across multiple architectures and release branches. Managing bug reports at that scale has always been challenging.
Now, AI-assisted vulnerability scanning and automated testing tools are dramatically increasing report volumes across open-source projects. Maintainers are increasingly facing:
Duplicate vulnerability reports Low-quality automated submissions Massive triage backlogs Security mailing list overload Increasing maintainer burnout
AI-assisted bug triage systems are being explored as a way to help organize, prioritize, and categorize incoming reports before human maintainers review them.
What AI-Assisted Bug Triage Actually Means
Importantly, Debian is not handing software maintenance over to AI systems.
Instead, AI-assisted triage generally focuses on repetitive administrative tasks such as:
Detecting duplicate bug reports Categorizing issues by severity Routing bugs to appropriate maintainers Summarizing lengthy reports Identifying missing reproduction details Prioritizing security-related submissions
The goal is to reduce the amount of manual sorting work maintainers must perform before actual debugging begins.
The Open-Source Community Is Divided
Debian’s experiments come during an ongoing debate about AI’s role in open-source development.
Some maintainers view AI-assisted tooling as necessary because software complexity has outpaced human review capacity. Others worry about:
Low-quality AI-generated reports Maintainer overload False positives Loss of contributor accountability “Drive-by” AI contributions with little human understanding
The Debian community itself has spent months discussing how AI-assisted contributions should be handled, but no final project-wide policy has yet been adopted.
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- BudsLink Brings Advanced Earbud Controls to Linux Desktops
by George Whittaker
Linux users have long faced a frustrating limitation with wireless earbuds: basic Bluetooth audio usually works, but advanced features often remain locked behind proprietary mobile apps. A new open-source project called BudsLink is trying to change that.
Designed specifically for Linux desktops, BudsLink adds support for battery monitoring, Active Noise Cancellation (ANC) controls, ambient sound modes, gesture customization, and other premium earbud features that are typically unavailable outside Android or iOS ecosystems.
For Linux users who rely on devices like AirPods, Sony earbuds, Samsung Galaxy Buds, or Nothing earbuds, this is a significant quality-of-life improvement.
What Is BudsLink?
BudsLink is an independent open-source application that communicates directly with supported Bluetooth earbuds using Linux Bluetooth protocols such as L2CAP and RFCOMM sockets. Instead of treating earbuds as simple audio devices, the application exposes many of the advanced controls usually hidden behind vendor apps.
The project currently supports multiple device families, including:
Apple AirPods and Beats Sony audio wearables Samsung Galaxy Buds Nothing and CMF earbuds
The application is available through Flatpak and can run across multiple Linux distributions.
Features Linux Users Normally Don’t Get
Traditionally, Linux Bluetooth support has focused mainly on audio playback and microphone functionality. BudsLink goes much further by exposing premium earbud features directly within Linux.
Current capabilities include:
Monitoring earbud battery levels Viewing charging case battery status Switching between ANC and ambient sound modes Conversation awareness support on compatible devices Automatic volume reduction during conversations In-ear detection for automatic pause/resume Gesture and stem control configuration Customizable icons and appearance settings
For many Linux users, these are features they’ve never had access to outside mobile apps.
Closing a Long-Standing Linux Gap
Bluetooth earbuds have become increasingly dependent on proprietary ecosystems. Features like adaptive audio, transparency modes, or touch controls often require vendor-specific mobile applications that are unavailable on Linux.
That has created a frustrating situation where:
The earbuds technically work on Linux But users lose many of the features they paid for
BudsLink aims to bridge that gap by reverse-engineering communication protocols and exposing those controls natively on Linux desktops.
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- Ubuntu 26.10 Development Officially Begins as ‘Stonking Stingray’ Takes Shape
by George Whittaker
Canonical has officially kicked off development planning for Ubuntu 26.10, the next interim release of the popular Linux distribution. Codenamed “Stonking Stingray,” the release is scheduled to arrive on October 15, 2026, continuing Ubuntu’s predictable six-month development cycle.
Although Ubuntu 26.10 is still in the early planning stages, the release roadmap already offers hints about what users can expect from the next generation of Ubuntu.
A New Interim Release After Ubuntu 26.04 LTS
Ubuntu 26.10 follows the recently released Ubuntu 26.04 LTS “Resolute Raccoon”, which introduced major platform changes including Linux 7.0, GNOME 50, Wayland-only sessions, and expanded TPM-backed security features.
Unlike the LTS release, Ubuntu 26.10 will be a short-term support release, receiving updates for nine months instead of the five years offered by LTS editions.
These interim releases are typically used to introduce newer technologies and prepare the groundwork for future long-term Ubuntu versions.
The “Stonking Stingray” Codename
Canonical confirmed that Ubuntu 26.10 will carry the codename “Stonking Stingray.”
As with previous Ubuntu releases, the codename follows the project’s long-running naming convention using:
An adjective An animal beginning with the same letter
The playful naming tradition remains one of Ubuntu’s most recognizable characteristics.
Development Schedule Already Published
Canonical has already published the preliminary roadmap for Ubuntu 26.10 development. Major milestones currently include:
Feature Freeze: August 20, 2026 Beta Release: September 24, 2026 Kernel Freeze: October 1, 2026 Final Release: October 15, 2026
The toolchain upload process reportedly began in late April, officially opening the development cycle.
Expected Technologies in Ubuntu 26.10
While Canonical has not yet finalized the complete feature set, several components are widely expected based on current development schedules.
GNOME 51
Ubuntu 26.10 is likely to ship with GNOME 51, which is expected to be released roughly one month before Ubuntu 26.10 itself.
This would continue Ubuntu’s strategy of tracking recent GNOME desktop releases in interim versions.
Linux Kernel 7.2 or 7.3
Reports suggest Ubuntu 26.10 may include either:
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- Linux 7.1-rc2 Released with Driver Fixes, Steam Deck OLED Audio Repair, and Growing AI Patch Trends
by George Whittaker
Linus Torvalds has officially released Linux kernel 7.1-rc2, the second release candidate in the Linux 7.1 development cycle. While Torvalds described the update as a “fairly normal” RC release, the kernel includes a broad collection of driver fixes, subsystem cleanups, and stability improvements that continue shaping the next major Linux kernel release.
Although still an early testing version intended mainly for developers and enthusiasts, Linux 7.1-rc2 already delivers several notable fixes—especially for graphics hardware, networking, and gaming devices like the Steam Deck OLED.
A Strange-Looking Release—But for a Good Reason
One of the first things Torvalds mentioned in the release announcement was the unusually large patch statistics. At first glance, the release appears much larger than expected, but there’s an explanation behind the inflated numbers.
Much of the activity comes from a large cleanup effort in the KVM selftests subsystem, where developers renamed variables and types to better match Linux kernel coding conventions. Because thousands of lines were renamed rather than fundamentally rewritten, the patch count looks dramatic even though the underlying functional changes are relatively modest.
Torvalds specifically advised testers not to overreact to the “big and strange” diff statistics.
Graphics and Driver Fixes Take Center Stage
As is common during early release candidates, a large portion of the work in Linux 7.1-rc2 focuses on hardware drivers. GPU and networking drivers account for a significant share of the meaningful fixes in this release.
Notable improvements include:
Additional fixes for AMD GPU support Intel Xe graphics driver adjustments and tuning Networking stability improvements Filesystem fixes, including NTFS driver updates Memory leak patches and race-condition corrections
These kinds of updates are critical during the RC phase because they help stabilize hardware compatibility before the final release reaches mainstream distributions.
Steam Deck OLED Audio Finally Gets Fixed
One of the more interesting fixes in Linux 7.1-rc2 addresses a long-standing issue affecting the Steam Deck OLED. According to reports, audio support for Valve’s handheld had been broken in the mainline Linux kernel for nearly two years, forcing Valve and some handheld-focused distributions to carry their own downstream patches and workarounds.
With Linux 7.1-rc2, an upstream fix for the audio issue has finally landed, potentially simplifying support for Linux gaming handhelds moving forward.
For Linux gamers and portable gaming enthusiasts, this is one of the more practical improvements included in the release candidate.
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- LibreOffice 26.4 Beta Experiments with AI Writing Features and Smarter Editing Tools
by George Whittaker
The upcoming LibreOffice 26.4 Beta is introducing early AI-powered writing capabilities, signaling a new direction for the open-source office suite. While LibreOffice has traditionally focused on privacy, local processing, and open standards, the beta release shows that The Document Foundation is now exploring how artificial intelligence can assist users without fully embracing cloud-dependent ecosystems.
The result is a cautious but notable step toward AI-enhanced productivity on Linux and other desktop platforms.
AI Writing Assistance Comes to LibreOffice
One of the biggest additions connected to LibreOffice 26.4 Beta is expanded support for AI-assisted writing tools through integrations such as WritingTool, an open-source LibreOffice extension designed to enhance editing workflows.
These AI features focus on practical writing assistance rather than aggressive automation. Current capabilities include:
Grammar and style suggestions Paragraph rewriting and refinement Text expansion and summarization Translation assistance AI-assisted content generation
Unlike many proprietary AI platforms, these tools can operate using local AI models, allowing users to avoid sending documents to external cloud services.
A Privacy-Focused Approach to AI
LibreOffice’s AI direction differs from the strategies used by many commercial office suites. Instead of tightly integrating mandatory cloud AI services, the project appears focused on:
Optional AI functionality User-controlled integrations Support for local inference servers Compatibility with self-hosted AI solutions
The WritingTool project specifically highlights support for local AI backends and OpenAI-compatible APIs, including self-hosted tools like LocalAI.
This approach aligns closely with the values of many Linux and open-source users who prioritize privacy and transparency.
What AI Tools Can Actually Do
The AI writing features currently being tested are aimed at improving productivity rather than replacing human writing entirely.
Examples include:
Grammar and Style Improvements
AI can analyze text for readability, awkward phrasing, and stylistic consistency.
Paragraph Rewriting
Users can ask the assistant to:
Simplify text Make writing more formal or casual Expand short sections Rephrase unclear sentencesContent Assistance
The tools can also help generate outlines, draft paragraphs, or suggest alternative wording for documents.
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- Linux Foundation Launches Open Driver Initiative to Strengthen Hardware Support Across Linux
by George Whittaker
The Linux Foundation has announced a new Open Driver Initiative, a collaborative effort aimed at improving the development, maintenance, and long-term sustainability of open-source hardware drivers across the Linux ecosystem.
The initiative reflects growing demand for better hardware compatibility in areas ranging from desktops and gaming systems to cloud infrastructure, automotive platforms, AI hardware, and next-generation networking. As Linux expands into more industries and devices, driver quality and openness have become increasingly important.
Why Open Drivers Matter
Hardware drivers are the bridge between the operating system and physical components such as:
Graphics cards Wi-Fi adapters Storage controllers Network devices Embedded and automotive systems
When drivers are open source, developers can:
Improve compatibility more quickly Audit code for security issues Maintain support for older hardware longer Integrate drivers more cleanly into the Linux kernel
Open drivers also reduce dependence on proprietary vendor software, which can become outdated or unsupported over time.
What the Open Driver Initiative Aims to Do
According to early details surrounding the Linux Foundation’s broader infrastructure efforts, the initiative is designed to encourage:
Shared driver development standards Better collaboration between hardware vendors and kernel maintainers Open governance models for driver ecosystems Improved testing, validation, and long-term maintenance
The effort appears aligned with the Linux Foundation’s long-standing role as a neutral organization coordinating open-source collaboration across industries.
A Push for Industry-Wide Collaboration
The initiative arrives at a time when Linux is increasingly used in:
AI and high-performance computing Automotive and software-defined vehicles Telecommunications and Open RAN infrastructure Embedded devices and edge computing
Several Linux Foundation-hosted projects already emphasize open infrastructure and hardware collaboration, including Automotive Grade Linux (AGL) and networking initiatives focused on open radio access networks.
By launching a dedicated effort around drivers, the Linux Foundation is attempting to reduce fragmentation and improve interoperability across hardware ecosystems.
Why This Matters for Linux Users
For everyday Linux users, better open driver support can lead to:
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- Canonical Unveils Ubuntu AI Strategy: Local Models, User Control, and Smarter Workflows
by George Whittaker
Canonical has officially revealed its long-anticipated plans to bring artificial intelligence features into Ubuntu, marking a significant shift for one of the world’s most widely used Linux distributions. Rather than rushing into the AI wave, Canonical is taking a measured, privacy-focused approach, one that aims to enhance the operating system without compromising its open-source values.
The rollout is expected to take place gradually throughout 2026, with early features likely appearing in upcoming Ubuntu releases.
A Gradual, Thoughtful AI Rollout
Canonical isn’t positioning Ubuntu as an “AI-first” operating system. Instead, the company is introducing AI in stages, focusing on practical improvements rather than hype-driven features.
The plan follows a two-phase model:
Implicit AI features: Enhancements running quietly in the background Explicit AI features: User-facing tools and workflows powered by AI
This approach allows Ubuntu to evolve naturally, improving existing functionality before introducing more advanced capabilities.
Local AI First, Not the Cloud
One of the most important aspects of Canonical’s strategy is its emphasis on local AI processing, also known as on-device inference.
Instead of sending data to remote servers, Ubuntu will aim to:
Run AI models directly on the user’s hardware Reduce reliance on cloud services Improve privacy and performance
Canonical has made it clear that local inference will be the default, with cloud-based options available only when explicitly chosen by the user.
This aligns closely with the privacy expectations of Linux users, who often prefer greater control over their data.
What AI Features Could Look Like
Canonical has outlined several potential use cases for AI inside Ubuntu. These include:
Accessibility Improvements
AI will enhance tools like:
Speech-to-text Text-to-speech Assistive technologies
These features aim to make Ubuntu more inclusive and easier to use for a wider range of users.
Smarter System Assistance
Future AI features may help users:
Troubleshoot system issues Interpret logs and error messages Automate repetitive tasks
This could significantly lower the learning curve for new Linux users.
Agent-Based Automation
Canonical is also exploring “agentic” AI workflows, where AI can take actions on behalf of the user.
Examples include:
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