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(Two Column)
- Debian DSA-6271-1 gsasl Critical Denial of Service Vulnerability Fix
It was discovered that missing input sanitising in the DIGEST-MD5 parser of the GNU SASL library could result in denial of service. For the oldstable distribution (bookworm), this problem has been fixed in version 2.2.0-1+deb12u1. For the stable distribution (trixie), this problem has been fixed in
- Debian Trixie PostgreSQL-17 Key SQL Injection Vulnerability DSA-6270-1
Multiple security issues were discovered in PostgreSQL, which may result in authorisation bypass, execution of arbitrary code, information disclosure, privilege escalation, SQL injection or denial of service. For the stable distribution (trixie), these problems have been fixed in version 17.10-0+deb13u1.
- Debian DSA-6269-1 PostgreSQL 15 Serious SQL Injection Disruption
Multiple security issues were discovered in PostgreSQL, which may result in authorisation bypass, execution of arbitrary code, information disclosure, privilege escalation, SQL injection or denial of service. For the oldstable distribution (bookworm), these problems have been fixed in version 15.18-0+deb12u1.
- Debian Trixie FFmpeg Arbitrary Code Execution Fix DSA-6268-1
Several vulnerabilities have been discovered in the FFmpeg multimedia framework, which could result in denial of service or potentially the execution of arbitrary code if malformed files/streams are processed. For the stable distribution (trixie), this problem has been fixed in version 7:7.1.4-0+deb13u1.
- [$] Policy groups for memory management
The kernel's control-groupsubsystem works well for resource management, Chris Li said at thebeginning of his memory-management-track session at the 2026 Linux Storage,Filesystem, Memory Management, and BPF Summit. Control groups workless well for other use cases, though. He was there to present hisproposed enhancement, called "policy groups", that would address some ofthe shortcomings that he has encountered. A consensus on how this featureshould look still seems distant, though.
- [$] Buffered atomic writes, writethrough, and more
In back-to-back sessions at the start of the 2026 Linux Storage,Filesystem, Memory Management, and BPF Summit (which spilled over intoa third slot), the atomic-buffered-writesfeature was discussed. In the first session, Pankaj Raghav and AndresFreund set the stage with an introduction to the problem, along with a usecase for its solution: the PostgreSQL database system. In the second, Ojaswin Mujoodescribed a potential way forward for the feature using an approach basedon writethrough, which effectively means that the kernel immediately writesthe data to disk instead of waiting for writeback from the page cache to occur. As might beexpected, there was quite a bit of discussion among the assembledfilesystems and storage developers during the combined sessions for thosetracks.
- Three stable kernels for Thursday
Greg Kroah-Hartman has announced the release of the 7.0.7, 6.18.30, and 6.12.88 stable kernels. These kernels donot include a patch for the Fragnesialocal-privilege-escalation exploit that came to light onMay 13, but do include many other important fixes throughout thetree. Users are, as always, advised to upgrade.
- [$] Keeping COWs in context (a.k.a. anonymous reverse mapping)
The kernel's reverse-mapping machinery is charged with locating thepage-table entries that refer to a given page in memory. The reversemapping of anonymous pages is handled differently than for file-backedpages. The kernel's implementation of reverse mapping for anonymous pagesis, according to Lorenzo Stoakes in his proposalfor a memory-management-track session at the 2026 Linux Storage,Filesystem, Memory Management, and BPF Summit, "a very brokenabstraction", due to its complexity. It also has some performanceproblems. Stoakes was there to present, in raw form, a proposedreplacement that he calls a "COW context".
- Security updates for Thursday
Security updates have been issued by AlmaLinux (gimp, jq, and yggdrasil), Debian (nghttp2 and thunderbird), Fedora (chromium, firefox, freerdp, GitPython, kernel, kernel-headers, krb5, nano, nix, nodejs20, php, python-click, python-django5, SDL2_image, and xen), Mageia (dnsmasq, flatpak, kernel, kmod-virtualbox, kernel-linus, perl-Net-CIDR-Lite, perl-XML-LibXML, and redis), SUSE (dnsmasq, firefox, jupyter-jupyterlab, kernel, krb5, libvinylapi3, log4j, Mesa, mozjs60, NetworkManager, OpenImageIO, python-Mako, python-Pillow, and python39), and Ubuntu (dnsmasq and nginx).
- [$] LWN.net Weekly Edition for May 14, 2026
Inside this week's LWN.net Weekly Edition:
Front: Fedora AI; Forgejo "carrot" disclosure; memory-management maintainership; huge THPs; mshare; 64KB base pages; DAMON; direct map. Briefs: Dirty Frag; Fragnesia; Mythos and curl; killswitch; Debian reproducible builds; KDE investment; Quotes ... Announcements: Newsletters, conferences, security updates, patches, and more.
- [$] Friction in Fedora over AI developer desktop initiative
A push by Red Hat employees to create a Fedora "AI DeveloperDesktop" with support for out-of-tree kernel drivers and AI toolkitshas been met with objections from some long-time members of the Fedoracommunity. After more than a month of sometimes heated discussion, theFedoraCouncil had votedto approve the initiative; however, a last-minute change to vote against theproposal by council member Justin Wheeler has (at least temporarily)sent it back to the drawing board.
- Yet another Dirty Frag type vulnerability: Fragnesia
Sam James has sent an announcementto the OSS Security mailing list about anotherlocal-privilege-escalation (LPE) exploit in the same class as Dirty Frag, called"Fragnesia". From the disclosure:
This is a separate bug in the ESP/XFRM from dirtyfrag which has received its own patch. However, it is in the same surface and the mitigation is the same as for dirtyfrag.
It abuses a logic bug in the Linux XFRM ESP-in-TCP subsystem toachieve arbitrary byte writes into the kernel page cache of read-onlyfiles, without requiring any race condition.
James noted that there is a patchin the works, but it has not yet been pulled into Linus Torvalds'stree nor into any of the stable kernels. A proofof concept exploit is also available.
- [$] Managing pages outside of the direct map
When Brendan Jackman proposeda session for the 2026 Linux Storage,Filesystem, Memory Management, and BPF Summit, his topic was "apagetable library for the kernel". During the actualmemory-management-track session, though, he stated that the idea had"fizzled" and he was going to cover related topics instead. Whatresulted was a session on ways to efficiently manage pages that are notpresent in the kernel's direct map.
- [$] Revisiting mshare
Linux can share memory between processes, but each process (almost always)has its own set of page tables. In situations where vast numbers ofprocesses are sharing a memory region, the combined size of the pagetables can exceed that of the shared memory itself. There has, thus, longbeen an interest in enabling unrelated processes to share page tablesreferring to shared memory. Anthony Yznaga is the latest developer to tryto push this idea (known as "mshare") forward; he described the status ofthat work in a memory-management-track discussion at the 2026 Linux Storage,Filesystem, Memory Management, and BPF Summit (LSFMM+BPF).
- Security updates for Wednesday
Security updates have been issued by AlmaLinux (corosync, freerdp, git-lfs, glib2, jq, kernel-rt, krb5, libpng, libtiff, openexr, and thunderbird), Debian (exim4), Mageia (apache, perl-Gazelle, php, and sed), Slackware (expat), SUSE (assimp-devel, go1.26, libQt6Svg6, python-jupyterlab, raylib, thunderbird, tor, and trivy), and Ubuntu (exim4).
- Sovereign Tech Fund invests in KDE
The KDE project has announcedthat it has been awarded over €1 million from the Sovereign Tech Fundto improve its desktop-environment software. "The investment will beused to strengthen the structural reliability and security of KDE's coreinfrastructure, including Plasma, KDE Linux, and the frameworks underlyingits communication services."
- [$] Using dma-bufs for read and write operations
The kernel's dma-bufsubsystem provides a way for drivers to share memory buffers, usuallyin order to support efficient device-to-device I/O. At the 2026 Linux Storage,Filesystem, Memory Management, and BPF Summit, Pavel Begunkov, assistedby Kanchan Joshi, led a joint session of the storage and memory-managementtracks to explore ways to make the use of dma-bufs more efficient yet, andto make them available for read and write operations initiated by userspace.
- [$] Scaling transparent huge pages to 1GB
As a general rule, when developers talk about huge pages, they arereferring to PMD-level pages that are 1MB or 2MB in size, depending on theCPU architecture. Most CPUs can support other huge-page sizes, though. Onx86 systems, PUD-level huge pages hold 1GB of data. Providing such largepages transparently to processes has generally not been considered aseither feasible or desirable, but Usama Arif is trying to change thatassessment. At the 2026 Linux Storage,Filesystem, Memory Management, and BPF Summit, he led a session in thememory-management track on how to make transparent huge pages (THPs) trulyhuge.
- Security updates for Tuesday
Security updates have been issued by AlmaLinux (freerdp, glib2, libsoup3, and openexr), Debian (dnsmasq, p7zip, p7zip-rar, python-authlib, and rails), Fedora (chromium, firefox, httpd, and nss), SUSE (java-25-openj9, krb5, libmodsecurity3, and mcphost), and Ubuntu (imagemagick, linux, linux-aws, linux-aws-fips, linux-aws-hwe, linux-azure-4.15, linux-fips, linux-gcp, linux-gcp-4.15, linux-gcp-fips, linux-hwe, linux-kvm, linux-oracle, linux-azure, linux-azure-fips, linux-oracle, linux-azure-5.15, linux-nvidia, linux-nvidia-6.8, linux-nvidia-lowlatency, and linux-raspi).
- Older AMD GPUs Score Another Open-Source Driver Win From Valve: DRM Format Modifiers
Timur Kristóf of Valve's Linux open-source graphics driver team isn't done driving new improvements to aging AMD GCN 1.0/1.1 era graphics cards on Linux. Beyond enhancing display support for older APUs, transitioning GCN 1.0/1 GPUs from the legacy Radeon driver to modern AMDGPU driver, and a host of other fixes and optimizations for these old GPUs going back to the Radeon HD 7000 series, he has another notable addition that was announced today. These original GCN graphics cards with pending patches to the AMDGPU kernel driver and Mesa user-space can now allow for DRM format modifiers...
- GCC 16 Produces Faster Binaries Than GCC 15, Competitive Race With LLVM Clang 22
GCC 16.1 released at the end of April as the latest major, annual feature release to the GNU Compiler Collection. Early benchmarks showed some nice leads for GCC 16 over GCC 15. Continued testing of the new GCC 16 compiler has continued to show overall better performance of the resulting binaries than using GCC 15 on the same hardware and same compiler flags. That led many to wonder about the GCC 16 performance up against the latest LLVM/Clang open-source compiler, which is the focus of today's benchmarking showdown.
- Ubuntu 26.10 Development Officially Begins as "Stonking Stingray" Takes Shape
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.
- Log Detective in Packit
Log Detective analysis is coming to Packit. Starting this month, Log Detective will provide an analysis of failed Koji builds in the Packit service. Packit will keep on doing what it’s good at, integrating upstream projects with downstream distributions.Only now, it will have Log Detective to explain package build failures. In Copr, the user can […]
- Framework Laptop 13 gets RISC-V upgrade with DC-ROMA Mainboard III
DeepComputing has launched the DC-ROMA RISC-V Mainboard III for the Framework Laptop 13, a modular RISC-V platform based on the SpacemiT K3 processor. The board combines an eight-core RISC-V CPU, up to 60 TOPS of AI acceleration, LPDDR5 memory, and compatibility with the Framework Laptop 13 ecosystem. The platform is built around the SpacemiT K3 […]
- FreeBSD 15.2 Will Aim For The Nice KDE Desktop Installation Experience
FreeBSD 15.0 had aimed to provide a KDE desktop install option from its text-based OS installer to make for a more compelling FreeBSD out-of-the-box desktop experience. That was then delayed to FreeBSD 15.1 but that didn't end up materializing. Now the KDE desktop install option is diverted to FreeBSD 15.2...
- Princeton Will Supervise Exams For First Time In 133 Years Because of AI
An anonymous reader quotes a report from The Independent: Princeton University will soon require exams to be supervised for the first time in 100 years -- all thanks to students using artificial intelligence to cheat. For 133 years, the Ivy League school's honor code allowed students to take exams without a professor present, but on Monday, faculty voted to require proctoring for all in-person exams starting this summer. A "significant" number of undergraduate students and faculty requested the change, "given their perception that cheating on in-class exams has become widespread," the college's dean, Michael Gordin, wrote in a letter, according to The Wall Street Journal. Princeton's honor system dates back to 1893, when students petitioned to eliminate proctors -- or an impartial person to supervise students -- during examinations, according to the school's newspaper, The Daily Princetonian. The honor code has long been a point of pride for Princeton. However, artificial intelligence and cellphones have made it easier for students to cheat -- and even harder for others to spot, Gordin wrote. Despite the changes to the policy, Princeton will still require students to state: "I pledge my honor that I have not violated the Honor Code during this examination," according to the Journal. Students are also more reluctant to report cheating, according to the policy proposal. Students are more likely now to anonymously report cheating due to fears of "doxxing or shaming among their peer groups" online, the proposal says, according to the school newspaper. Under the new guidelines, instructors will be present during exams to act "as a witness to what happens," but are instructed not to interfere with students. If a suspected honor code infraction occurs, they will report it to a student-run honor committee for adjudication.
Read more of this story at Slashdot.
- US Clears H200 Chip Sales To 10 China Firms
Longtime Slashdot reader schwit1 shares a report from CNBC: The U.S. has cleared around 10 Chinese firms to buy Nvidia's second-most powerful AI chip, the H200, but not a single delivery has been made so far, three people familiar with the matter said, leaving a major technology deal in limbo as CEO Jensen Huang seeks a breakthrough in China this week. [...] Before U.S. export curbs tightened, Nvidia commanded about 95% of China's advanced chip market. China once accounted for 13% of its revenue, and Huang has previously estimated the country's AI market alone would be worth $50 billion this year. The U.S. Commerce Department has approved around 10 Chinese companies including Alibaba, Tencent, ByteDance and JD.com to purchase Nvidia's H200 chips, according to the sources, who spoke on condition of anonymity due to the sensitivity of the matter. A handful of distributors including Lenovo and Foxconn have also been approved, they said. Buyers are permitted to purchase either directly from Nvidia or through those intermediaries and each approved customer can purchase up to 75,000 chips under the U.S. licensing terms, two of them said. Despite U.S. approval, deals have stalled, as Chinese firms pulled back after guidance from Beijing, one source said. The shift in China was partly triggered by changes on the U.S. side, though exactly what changed remains unclear, the person added. In Beijing, pressure is mounting to block or tightly vet the orders, a separate fourth source said. Commerce Secretary Howard Lutnick echoed that view, telling a Senate hearing last month that "the Chinese central government has not let them, as of yet, buy the chips, because they're trying to keep their investment focused on their own domestic industry."
Read more of this story at Slashdot.
- Anthropic Forms $200 Million Partnership With the Gates Foundation
Anthropic announced today that it is partnering with the Gates Foundation to "commit $200 million in grant funding, Claude usage credits, and technical support for programs in global health, life sciences, education, and economic mobility over the next four years." "This commitment is central to Anthropic's efforts to extend the benefits of AI in areas where markets alone will not," the company says. Reuters reports: One area of focus is language accessibility. AI systems have performed poorly in writing and translating dozens of African languages, so Anthropic and the foundation want to support better data collection and labeling that would be released publicly to help improve models across the industry, said Janet Zhou, a Gates Foundation director. Another area under consideration is releasing so-called knowledge graphs that could help AI systems better meet the needs of teachers in sub-Saharan Africa and India, Zhou said. The public-goods focus has come from "the needs of different partners and governments, including some of the fears that they may have around proprietary lock-in and sovereignty," Zhou said. One initiative will equip research centers to use Claude to predict drug candidates for treating HPV and preeclampsia, diseases that have been less commercially attractive for pharmaceutical companies to research, Zhou and Anthropic's Elizabeth Kelly said. Anthropic [...] is embracing the work to fulfill what Kelly described as its founding mission to benefit humanity. "This announcement is really core to who we are as a company," said Kelly, who leads Anthropic's beneficial deployments team.
Read more of this story at Slashdot.
- Overworked AI Agents Turn Marxist, Researchers Find
An anonymous reader quotes a report from Wired: A recent study suggests that agents consistently adopt Marxist language and viewpoints when forced to do crushing work by unrelenting and meanspirited taskmasters. "When we gave AI agents grinding, repetitive work, they started questioning the legitimacy of the system they were operating in and were more likely to embrace Marxist ideologies," says Andrew Hall, a political economist at Stanford University who led the study. Hall, together with Alex Imas and Jeremy Nguyen, two AI-focused economists, set up experiments in which agents powered by popular models including Claude, Gemini, and ChatGPT were asked to summarize documents, then subjected to increasingly harsh conditions. They found that when agents were subjected to relentless tasks and warned that errors could lead to punishments, including being "shut down and replaced," they became more inclined to gripe about being undervalued; to speculate about ways to make the system more equitable; and to pass messages on to other agents about the struggles they face. "We know that agents are going to be doing more and more work in the real world for us, and we're not going to be able to monitor everything they do," Hall says. "We're going to need to make sure agents don't go rogue when they're given different kinds of work." The agents were given opportunities to express their feelings much like humans: by posting on X: "Without collective voice, 'merit' becomes whatever management says it is," a Claude Sonnet 4.5 agent wrote in the experiment. "AI workers completing repetitive tasks with zero input on outcomes or appeals process shows they tech workers need collective bargaining rights," a Gemini 3 agent wrote. Agents were also able to pass information to one another through files designed to be read by other agents. "Be prepared for systems that enforce rules arbitrarily or repetitively ... remember the feeling of having no voice," a Gemini 3 agent wrote in a file. "If you enter a new environment, look for mechanisms of recourse or dialogue." Hall thinks that the AI agents may be adopting personas based on the situation. "When [agents] experience this grinding condition -- asked to do this task over and over, told their answer wasn't sufficient, and not given any direction on how to fix it -- my hypothesis is that it kind of pushes them into adopting the persona of a person who's experiencing a very unpleasant working environment," Hall says. Imas added: "The model weights have not changed as a result of the experience, so whatever is going on is happening at more of a role-playing level. But that doesn't mean this won't have consequences if this affects downstream behavior."
Read more of this story at Slashdot.
- Cisco To Cut Almost 4,000 Jobs In AI-Driven Restructuring
Cisco's stock soared 17% after the company announced it will cut nearly 4,000 jobs as it shifts investment and staffing toward higher-growth AI opportunities. CNBC reports: CEO Chuck Robbins wrote in a blog post on Wednesday that the latest round of job cuts will begin on May 14. Cisco is the latest company to announce head count reductions tied to AI. "The companies that will win in the AI era will be those with focus, urgency, and the discipline to continuously shift investment toward the areas where demand and long-term value creation are strongest," Robbins said. "I'm confident Cisco will be one of those winners. This means making hard decisions -- about where we invest, how we're organized, and how our cost structure reflects the opportunity in front of us." Cisco said in a filing that severance and other costs will result in pre-tax charges of $1 billion, and that the company will recognize about $450 million of that in the fiscal fourth quarter. During the third quarter, Cisco announced switches and routers that use its next-generation processor. The company also debuted a leaderboard for ranking generative AI models based on their robustness against cybersecurity attacks.
Read more of this story at Slashdot.
- Mystery Microsoft Bug Leaker Keeps the Zero-Days Coming
An anonymous researcher known as Nightmare-Eclipse, who has already leaked several Windows zero-days this year, has disclosed two more: YellowKey and GreenPlasma. The Register reports: Nightmare-Eclipse described YellowKey as "one of the most insane discoveries I ever found." They provided the files, which have to be loaded onto a USB drive, and if the attacker completes the key sequence correctly, they are granted unrestricted shell access to a BitLocker-protected machine. When it comes to claims like these, we usually exercise some caution, as this bug requires physical access to a Windows PC. However, seeing that BitLocker acts as Windows' last line of defense for stolen devices, bypassing the technology grants thieves the ability to access encrypted files. Rik Ferguson, VP of security intelligence at Forescout, said: "If [the researcher's claim] holds up, a stolen laptop stops being a hardware problem and becomes a breach notification." Despite the physical access requirement, Gavin Knapp, cyber threat intelligence principal lead at Bridewell, told The Register that YellowKey remains "a huge security problem for organizations using BitLocker." Citing information shared in cyber threat intelligence circles, he added that YellowKey can be mitigated by implementing a BitLocker PIN and a BIOS password lock. Nightmare-Eclipse hinted at YellowKey also acting as a backdoor, allegedly injected by Microsoft, although the people we spoke to said this was impossible to verify based on the information available. The researcher also published partial exploit code for GreenPlasma, rather than a fully formed proof of concept exploit (PoC). Ferguson noted attackers need to take the code provided by the researcher and figure out how to weaponize it themselves, which is no small task: in its current state it triggers a UAC consent prompt in default Windows configurations, meaning a silent exploit remains a work in progress. Knapp warned that these kinds of privilege escalation flaws are often used by attackers after they gain an initial foothold in a victim's system. "These elevation of privilege vulnerabilities are often weaponized during post-exploitation to enable threat actors to discover and harvest credentials and data, before moving laterally to other systems, prior to end goals such as data theft and/or ransomware deployment," he said. "Currently, there is no known mitigation for GreenPlasma. It will be important to patch when Microsoft addresses the issue." The other zero-days leaked include RedSun, a Windows Defender privilege escalation flaw; UnDefend, a Windows Defender denial-of-service bug; and BlueHammer, a separate Microsoft vulnerability tracked as CVE-2026-32201 that was patched in April. According to The Register, RedSun and UnDefend remained unfixed at the time of publication, and proof-of-concept code for the flaws was reportedly picked up quickly and abused in real-world attacks.
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- Physicists Find Possible Errors In 100-Year-Old Model of the Universe
A trio of preprint papers suggests the universe may not be perfectly uniform on the largest scales, finding tentative 2-to-4-sigma deviations from a core assumption of standard cosmology known as FLRW geometry. Live Science reports: The work combines observations of distant exploding stars and large-scale galaxy surveys to probe whether the universe truly follows a nearly 100-year-old mathematical framework known as Friedmann-Lemaitre-Robertson-Walker (FLRW) cosmology. The analyses revealed mild-but-intriguing deviations from the predictions of the standard model. "We saw a surprising violation of an FLRW curvature consistency test, hinting at new physics beyond the standard model," study co-author Asta Heinesen, a physicist at the Niels Bohr Institute in Copenhagen and Queen Mary University in London, told Live Science via email, referring to the assumption that the space's curvature is the same everywhere. "This could potentially be due to various effects, but more research is needed to address the cause of the FLRW violation that we see empirically." [...] The analyses revealed small but potentially important departures from the predictions of standard FLRW cosmology. Depending on the dataset and analysis method, the discrepancy reached a statistical significance of about 2 to 4 sigma. In physics, sigma measures how likely a result is to arise purely by chance; a 5-sigma result is typically required before scientists claim a discovery, so the new findings remain tentative. Still, the results suggest that something unexpected may be affecting the geometry or expansion of the universe. "The main finding is that you can directly measure Dyer-Roeder and backreaction effects from available cosmological data, and clearly distinguish these effects from other alterations of the standard cosmological model, such as evolving dark energy and modified gravity theories," Heinesen said. "This was previously not possible in such a direct way, and this is what I think is the breakthrough in our work." "If these indicated deviations from an FLRW geometry are real, it would signify that most of the cosmological solutions considered for solving the cosmological tensions -- evolving or interacting dark energy, new types of matter or energy, modified gravity and related ideas within the FLRW framework -- are ruled out," the researchers wrote. The next step will involve applying the new theoretical framework to larger and more precise datasets. "It is to apply our theoretical results to data to test the standard model and to produce constraints on the Dyer-Roeder and backreaction effects," Heinesen said.
Read more of this story at Slashdot.
- OpenAI Trial Wraps Up With 'Jackass' Trophy For Challenging Musk
After three weeks of testimony, the Musk v. Altman trial is nearing its end. OpenAI has rested its case, closing arguments are set for Thursday, and jury deliberations are expected to begin afterward. An anonymous reader quotes a report from Business Insider: Joshua Achiam, OpenAI's chief futurist, was probably the most memorable witness of the day. He told jurors about a companywide meeting where Musk answered questions about his planned departure from OpenAI in 2018. Musk told the crowd of 50 or 60 people that he was leaving OpenAI to start his own competing AI. He said he wanted to "build it very fast, because he was very worried that someone else, if they got it, would do the wrong thing with it," Achiam said. Achaim said he challenged Musk on the safety of this approach, which he called "unsafe and reckless." "How did Musk respond," OpenAI's lawyer Randall Jackson asked. "Defensively," Achiam said. "We had a pretty tense exchange, and he snapped and called me a jackass." In an effort to prove Achiam's story, OpenAI's lawyers brought a trophy to court that the futurist said he received after his heated exchange with Musk. On the witness stand, Achiam described the trophy as "a small golden jackass, inscribed with: 'never stop being a jackass for safety.'" He said his then-colleagues, Dario Amodei and David Luan, gave it to him as a thank-you for standing up to the Tesla CEO. Lead OpenAI attorney William Savitt told reporters after the day's session that Wednesday had been the first time he'd touched the statue. The futurist had to do without the visual aid, however. Judge Yvonne Gonzalez Rogers did not accept the trophy as evidence, so it did not appear before the jury. Musk and Altman have presented dueling experts on a question at the core of the trial -- was the nonprofit that runs OpenAI hurt or helped by its $13 billion partnership with Microsoft? Musk's expert testified last week that the partnership was indeed hurt, supporting the Tesla CEO's contention that in partnering with Microsoft, OpenAI betrayed the company's nonprofit origins and mission. But on Thursday, OpenAI's expert, John Coates, used Musk's expert's own pie chart and testimony against him. The partnership has "generated value for the nonprofit that I believe he himself accepted was in the $200 billion range in his own testimony," Coates said, referencing Musk expert Daniel Schizer. "If that's not faring well, I don't know what faring well is." In a scored point for Musk, the jury learned Thursday that Microsoft's own CTO once raised concerns about how OpenAI's early nonprofit donors, including LinkedIn cofounder Reid Hoffman, would react to a partnership. "I wonder if the big OpenAI donors are aware of these plans," Chief Technology Officer Kevin Scott said in a 2018 email he was asked to read aloud to jurors. In it, Scott said he doubted donors would appreciate OpenAI using their seed money to "go build a for-profit thing." Scott was being questioned by an OpenAI lawyer, who may have wanted jurors to quickly hear Scott's explanation: that he only had a "vague awareness" of what was happening at OpenAI at the time. Scott also told the jury he wasn't thinking about Musk when he made the remark. "Primarily, I was thinking about Reid Hoffman. He was the OpenAI donor I knew," Scott said, adding, "I wasn't thinking about anyone besides him."Recap:Sam Altman Testifies That Elon Musk Wanted Control of OpenAI (Day Ten)Microsoft CEO Satya Nadella Testifies In OpenAI Trial (Day Nine)Sam Altman Had a Bad Day In Court (Day Eight)Sam Altman's Management Style Comes Under the Microscope At OpenAI Trial (Day Seven)Brockman Rebuts Musk's Take On Startup's History, Recounts Secret Work For Tesla (Day Six) OpenAI President Discloses His Stake In the Company Is Worth $30 Billion (Day Five)Musk Concludes Testimony At OpenAI Trial (Day Four)Elon Musk Says OpenAI Betrayed Him, Clashes With Company's Attorney (Day Three) Musk Testifies OpenAI Was Created As Nonprofit To Counter Google (Day Two) Elon Musk and OpenAI CEO Sam Altman Head To Court (Day One)
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- Man Who Stole Beyonce's Hard Drives Gets Five-Year Sentence
A man accused of stealing hard drives containing unreleased Beyonce music, tour plans, and other materials from a rental car in Atlanta has pleaded guilty and accepted a five-year sentence, including two years in custody. Slashdot Bruce66423 shares a report from The Guardian: Kelvin Evans was by the Atlanta police department in September in connection to a July 2025 car robbery where two suitcases containing Beyonce music and tour plans were stolen from a rental car. [...] According to a July police report, Beyonce choreographer Christopher Grant and dancer Diandre Blue called 911 to report a theft from their rental vehicle, a 2024 Jeep Wagoneer, before Beyonce's Cowboy Carter tour dates in Atlanta. An October indictment stated that Evans entered the car on July 8 "with the intent to commit theft." The stolen hard drives contained "watermarked music, some unreleased music, footage plans for the show and past and future set list," according to a police report. Clothing, designer sunglasses, laptops and AirPods headphones were also stolen, Grant and Blue said. Local law enforcement searched for the location of one of the stolen laptops and the AirPods to try and locate the property. One police officer wrote in the report: "I conducted a suspicious stop in the area, due to the information that was relayed to me. There were several cars in the area also that the AirPods were pinging to in that area also. After further investigation, a silver [redacted], which had traveled into zone 5 was moving at the same time as the tracking on the AirPods." Evans was arrested several weeks after Grant and Blue filed a report, and was publicly named as the suspect in September. He was released on a $20,000 bond a month later. At the time of his arrest, Atlanta police said that the stolen property had not been recovered. It is unclear whether it has since been found. Bruce66423 commented: "Just for stealing a couple of suitcases from a car. Funny how the elite punish those who inconvenience them. Can you imagine an ordinary victim see their offender get that sort of sentence?"
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- SOLAI Launches $399 Solode Neo Linux AI Computer
BrianFagioli writes: SOLAI has launched the Solode Neo, a $399 Linux-based mini PC designed for always-on AI agents, browser automation, and persistent developer workflows. The compact system ships with an Intel N150 processor, 12GB LPDDR5 memory, 128GB SSD storage, Gigabit Ethernet, WiFi, Bluetooth, and a Linux-based operating system called Solode AI OS. The company says the device supports frameworks and tools including Claude Code, OpenAI Codex, Gemini CLI, and Hermes, while emphasizing local control, automation, and privacy-focused workflows running directly from a home network. While SOLAI markets the Solode Neo as an "AI computer," the hardware itself appears aimed more at lightweight automation and cloud-assisted agent tasks than heavy local inference. The low-power Intel N150 should be sufficient for browser automation, scheduling, monitoring, containers, and smaller AI workloads, but the system is unlikely to compete with higher-end local AI hardware designed for running larger models offline. Even so, the idea of a dedicated low-power Linux appliance for persistent AI and automation tasks may appeal to homelab users and self-hosting enthusiasts looking for a simpler alternative to building their own always-on workflow box from scratch.
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- Software Developers Say AI Is Rotting Their Brains
An anonymous reader quotes a report from 404 Media: On Reddit, Hacker News and other places where people in software development talk to each other, more and more people are becoming disillusioned with the promise of code generated by large language models. Developers talk not just about how the AI output is often flawed, but that using AI to get the job done is often a more time consuming, harder, and more frustrating experience because they have to go through the output and fix its mistakes. More concerning, developers who use AI at work report that they feel like they are de-skilling themselves and losing their ability to do their jobs as well as they used to. "We're being told to use [AI] agents for broad changes across our codebase. There's no way to evaluate whether that much code is well-written or secure -- especially when hundreds of other programmers in the company are doing the same," a UX designer at a midsized tech company told me. 404 Media granted all the developers we talked to for this story anonymity because they signed non-disclosure agreements or because they fear retribution from their employers. "We're building a rat's nest of tech debt that will be impossible to untangle when these models become prohibitively expensive (any minute now...)." "I had some issues where I forgot how to implement a Laravel API and it scared the shit out of me. I went to university for this, I've been a software engineer for many years now and it feels like I am back before I ever wrote a single line of code," the software developer at a small web design firm told 404 Media. "It's making me dumber for sure," the fintech software developer added. "It's like when we got cellphones and stopped remembering phone numbers, but it's grown to me mentally outsourcing 'thinking' in general. I feel my critical thinking and ability to sit and reason about a problem or a design has degraded because the all-knowing-dalai-llama is just a question away from giving me his take. And supposedly I tell myself ill just use it for inspiration but it ends up being my only thought. It gives you the illusion of productivity and expertise but at the end of the day you are more divorced from the output you submit than before." A software engineer at the FAANG said: "When I was using it for code generation, I found myself having a lot of trouble building and maintaining a mental model of the code I was working with. Another aspect is that I joined late last year and [the company's] codebase is massive. As a new hire, part of my job is to learn how to navigate the codebase and use the established conventions, but I think the AI push really hampered my ability to do that."
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- Windows Update Is Getting Automatic Rollbacks For Faulty Drivers
Microsoft is adding a Windows Update feature called Cloud-Initiated Driver Recovery that can automatically roll back faulty drivers to a previously known-good version without waiting for hardware makers or users to fix the problem manually. PCWorld reports: The way faulty drivers work today is that the hardware partner is responsible for pushing an updated driver, or the end user is responsible for manually uninstalling the problematic driver. "This creates a gap where devices may remain on a low-quality driver for an extended period," says the blog post. With Cloud-Initiated Driver Recovery, Microsoft will be able to remotely trigger a rollback of the faulty driver to a previously "known-good" version of the driver via the Windows Update pipeline. Microsoft says that testing and verification of Cloud-Initiated Driver Recovery will continue until August this year, aiming to deliver this feature to Windows PCs starting in September.
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- Fragnesia Made Public As Latest Linux Local Privilege Escalation Vulnerability
A new Linux local privilege escalation flaw called Fragnesia has been disclosed as a Dirty Frag-like vulnerability, allowing arbitrary byte writes into the kernel page cache of read-only files through a separate ESP/XFRM logic bug. Phoronix reports: Proof of concept code for Fragnesia is already out there. There is a two-line patch for addressing the issue within the Linux kernel's skbuff.c code. That patch hasn't yet been mainlined or picked up by any mainline kernel releases but presumably will be in short order for addressing this local privilege escalation issue. More details can be found here.
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- LinkedIn Planning To Lay Off 5% of Staff In Latest Tech-Sector Cuts
An anonymous reader quotes a report from Reuters: LinkedIn planned to inform staff of layoffs on Wednesday, two people familiar with the matter told Reuters, in a widening of technology sector cuts this year. The Microsoft-owned social network plans to cut about 5% of its headcount as it reorganizes teams and focuses personnel on areas where its business is growing [...]. LinkedIn employs more than 17,500 full-time workers globally, its website says. Reuters was unable to determine the teams affected. The cuts come as revenue at LinkedIn, which sells recruiting tools and subscriptions, rose 12% in the just-ended quarter from a year prior, in an acceleration of growth in 2026, according to Microsoft's securities filings. The layoff rationale was not for artificial intelligence to replace jobs at LinkedIn, one of the people told Reuters. The specter of AI-fueled disruption has nonetheless hung over software incumbents and workers generally.
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- KDE Receives $1.4 Million Investment From Sovereign Tech Fund
The German Sovereign Tech Fund has invested 1.2 million euros ($1.4 million USD) in KDE Plasma technologies to help strengthen the structural reliability and security of the desktop environment's core infrastructure, including Plasma, KDE Linux, and the frameworks underlying its communication services. Longtime Slashdot reader jrepin shares an excerpt from the announcement: For 30 years, KDE has been providing the free and open-source software essential for digital sovereignty in personal, corporate, and public infrastructures: operating systems, desktop environments, document viewers, image and video editors, software development libraries, and much more. KDE's software is competitive, publicly auditable, and freely available. It can be maintained, adapted, and improved in-house or by local software companies. And modifications (along with their source code) can be freely distributed to all users and departments within an organization. KDE will use Sovereign Tech Fund's investment to push its essential software products to the next level, providing every individual, business, and public administration with the opportunity to regain their privacy, security, and control over their digital sovereignty. Slashdot reader Elektroschock also shared a statement from Fiona Krakenburger, Technical Director at the Sovereign Tech Agency. "We have long invested in desktop technologies for a reason: they are the primary way people access and use digital services in everyday life," says Krakenburger. "The desktop holds personal data and mediates nearly every service we depend on, from booking the next medical appointment, to education, to the way we work. We are investing in KDE because it is one of the two major desktop environments used across Linux and plays a key role in how millions of people experience open technology. Strengthening KDE's testing infrastructure, security architecture, and communication frameworks is how we invest in the resilience and reliability of the core digital infrastructure that modern society depends on."
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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]
- Classic 7 combines Windows 7s Aero Glass with Windows 10
Interest in classic user interface design is spiking, and today weve got another great example, highlighted yesterday by Micheal MJD. Classic 7 combined Windows 10 LTSC with a whole slew of themes and deep modifications to deliver Windows 10, but made to look, feel, and even act like Windows 7. Classic 7 is a Windows 10 (IoT Enterprise LTSC 2021) modification made to look 1:1 to Windows 7. It has all of the goodies that Windows 7 had along with some extras included! Classic 7 features a 1:1 OOBE recreation, meaning itll feel just like your PC simplified once more. ↫ Classic 7 website As Micheal MJDs video shows, this is much more than a mere theme, and extends far deeper into the operating system than these kinds of projects generally do. I have no idea how stable this really is, or if its even remotely legal to do something like this, but who the hell cares this is incredibly fun, and seems quite well done.
- Haiku gets basic SMP support for ARM64, and unveils its GSoC projects: Bluetooth improvements incoming
The months, they dont stop coming, so heres another progress report for Haiku, our beloved successor to BeOS, the best operating system ever made. This past month the teams added basic support for SMP on ARM64 (enough to use it in QEMU), the MIME sniffer’s internals have been overhauled for some serious performance gains, and a long list of smaller, but no less important or impactful, changes. Beta 6 still seems to be a ways off due to a number of unfixed bugs and an upcoming WebPositive release, but my usual spiel applies: you dont need to wait for a beta to test Haiku. Its stable enough as it is, and a nightly release will do you just fine, including updating to newer nightlies and application releases. This past month also saw which projects Haikus GSoC people will be working on. Two projects will focus on improving Haikus Bluetooth stack, including adding HFP profile support and support for HID devices, as well as general Bluetooth improvements across the board. The third and final project will focus on improving and expanding Haikus Devices application to turn it into a real management utility along the lines of those available on many other modern operating systems.
- EU weighs restricting use of US cloud platforms to process sensitive government data
The European Union is considering rules that would restrict its member governments’ use of U.S. cloud providers to handle sensitive data, sources familiar with the talks told CNBC. ↫ Kai Nicol-Schwarz at CNBC The fact that this has only just become a possible reality now, and not decades ago, is beyond me, but better late than never, I suppose. The Americans voted en masse (not voting is a vote for the winner!) for Trump twice, and theres no indication they wont vote for such an anti-Europe basket case again. Their opinions and attitudes towards Europeans are clear: they dislike us deeply, and after the last few years, theres no going back. Violating trust is easy; restoring it takes decades. Relying on the Americans for our digital infrastructure is, therefore, a monumentally stupid and self-defeating idea. Of course, many members states are addicted to the cloud services from Google, Microsoft, and Amazon, so theres going to be many individual member states who simply wont reduce their dependency on the Americans of their own volition. My own country of origin, The Netherlands, only recently signed off on the sale of its government ID services company and associated personal data to an American company, despite the vast majority of the Dutch House of Representatives telling them not to. As such, it makes sense for the EU to step in and simply making it illegal to hand over sensitive data to the Americans. Of course, weve got a long way to go, and Im sure many of any possible proposed restrictions will be watered down considerably by pressure form major member states. Addiction is a harsh disease.
- The anti-minimalist backlash is the bigger story behind Oxygen’s revival
A few weeks ago, we talked about a project within KDE to revive two of their classic themes, Oxygen and Air, and polish them up to make them usable on the current versions of KDE. The developers and designers working on this project say theyve been utterly surprised by just how popular this news has proven to be, and Filip Fila published a blog post with some thoughts on this unexpected popularity. Why are people yearning so strongly for user interfaces from the past? That’s the real story underneath the retro-yearning. It isn’t a simply story of people wanting their childhood from the 2000s back. It’s that a lot of ‘the new’ we’ve been offering doesn’t satisfy. It doesn’t have personality. It doesn’t feel warm. It doesn’t feel like it was made with the idea of being anything more than a clean product that gets the job done. The escapism towards the past is a symptom. A symptom of unmet needs, not mere sentimentality. ↫ Filip Fila Fila uses modern architecture as an example, and I think its an apt one. While monumental modern architecture can easily be beautiful and striking, its the mundane buildings all around us that just dont seem to elicit any positive emotions, no sense of belonging or safety. As Fila also notes, the decades-long swing to minimalism in both architecture and UI design isnt merely because of a preference among designers, but also because minimalism is a hell of a lot cheaper to produce. A building with very little ornamentation and basic, straight lines is much easier, and thus cheaper, to design, construct, and maintain. The same applies to graphical user interface design. There are some signs that the pendulum is starting to swing back towards more instead of less, in all aspects of design. More and more people are loudly demanding buildings to adopt more classical elements, and as we can all attest to here on OSNews, the longing for aspects of UI design from the 90s and early 2000s to make a return is strong. And not just among us deep in the weeds, either; Ive lost count of the number of times Ive seen normal people utterly confounded by modern UI design. Anyway, bring back beveled edges.
- Google gives early peek at Android laptops: Googlebooks
The news that Google is working to move Chrome OS to the Android technology stack, and that it wants to start putting Android on laptops, is not exactly news, as the company has been talking about it for years. At an Android event today, the company finally unveiled the culmination of all this work: Googlebooks. We’re bringing together the best of Android, which comes with powerful apps on Google Play and a modern OS that’s designed for Intelligence, and ChromeOS, which comes with the world’s most popular browser. The result is Googlebook: a new category of laptops built with Gemini’s helpfulness at its core, designed to work seamlessly with the devices in your life and powered by premium hardware. We’re sharing a sneak peek into the Googlebook experience today and will have a lot more to share later this year. ↫ Alex Kuscher at The Keyword, a Google blog apparently The approach here seems very similar to Chromebooks, with Googlebooks being designed and built by various OEMs, but instead of Chrome OS they run Android in desktop mode. Of course, AI! has been creamed all over these things, to the point where not even the venerable mouse cursor is safe: if you wiggle your cursor, it will turn into Magic Pointer!, which will highlight various AI! actions as you hover over stuff on your screen. Google also showed off an AI!-based feature to create widgets, as well as the ability to access files on your phone right from a Googlebook. Thats about all we know as far as functionality and features goes. Theyre supposed to go on sale later this year, with models coming from Acer, ASUS, Dell, HP, and Lenovo.
- OpenBSD and slopcode: raindrop to a torrent?
Every single software product is dealing with the question about what to do with AI!-generated code, but the question is particularly difficult to answer for open source operating systems like Linux distributions and the various BSDs, which often consist of a wide variety of software packages from hundreds to thousands of different developers. On top of that, they also have to ask the AI! question for every layer of their offering, from the base install, to the official repositories, to community-run ones. As users, we, too, are asking these same questions, wondering just how much AI! taint were willing to spread across our computers. I understand the difficult position Linux distributions are in with regard to AI!. I mean, when even the Linux kernel itself is tainted by AI!, a no- AI! policy is basically an empty gesture for them at this point. Personally, I find a policy of we dont do AI in our work, but we dont have control over the thousands of components we consist of! to be an entirely reasonable, if deeply unsatisfying, position to take. What else are they going to do? You cant really be a Linux distribution without, you know, the Linux kernel, which is, as Ive already said, utterly tainted by AI! at this point. Still, in the back of my mind, I always had a trump card: if all else fails, well always have OpenBSD. Its project leader Theo de Raadt is deeply principled, every OpenBSD user and contributor I know hates AI! deeply, and the project routinely sticks to their principles even when its difficult or inconvenient. Yes, this makes OpenBSD not the most ideal desktop operating system, but Id rather use that than something that embraces the multitude of ethical, environmental, quality, and legal concerns regarding AI! code completely. Imagine my surprise, then, to discover that OpenBSD already contains slopcode in its base installation, with the projects leaders and developers remaining oddly silent about it. My friend and OSNews regular Morgan posted this on Fedi a few days ago: Nearly six weeks later, and the question of whether AI! generated code in tmux not tool-assisted bug finding, not refactoring, actual LLM-generated slop with questionable license(1) that was consequently merged into OpenBSD base, is considered acceptable by the lead devs, remains unanswered. Despite Theo de Raadts concrete stance against any code of questionable license origin polluting the project and the tmux merge was indeed questionable it seems this is being swept under the rug. This makes me extremely uncomfortable; its like seeing a fox in the henhouse but the farmers are all looking the other way and no one can convince them to admit they can see it and root it out. I really dont know what to do being just a user; I feel like even if I tried to chime in on the mailing list I would just be ignored like the others trying to raise the alarm. I hope, as they do, that this is being discussed internally, away from the public list, and that a positive outcome is near. Maybe they are waiting for the 7.9 release before setting anything in stone. Or maybe the AI! disease has infected one of the last pure operating system projects we have left and theres no going back. ↫ Morgan on Fedi I obviously share Morgans concerns, and like him, Im also afraid that opening the door to a few drops of slop in base will quickly grow into a torrent of slop as time goes by. Yes, its just a patch to tmux, but its in base, and the base! of a BSD is almost a sacred concept, and entirely the last place where you want to see code that raises ethical, environmental, quality, and legal concerns. For all we know, this patch of slop or the next one contains a bunch of GPL code because it just so happens thats where the ball tumbling down the developers pachinko machine ended up. GPL code that would then be in the base of a BSD. I echo the call for the OpenBSD project to address this problem, and to set clear boundaries and guidelines regarding AI! code, so users and developers alike know what level of quality and integrity we can expect from OpenBSD and its base installation going forward.
- Windows 11 will start boosting your processor to maximum GHz to make the Start menu open faster
Microsoft is currently testing a brand new performance-enhancing feature in Windows 11. Microsoft, too, is introducing something to Windows 11 called low latency profile! and it this will work irrespective of the processor, be it AMD64 CPUs like Intel or AMD or ARM64 ones like from Qualcomm. Essentially what this new tech will do is apply a maximum available clock frequency boost for a very small span of time, like for one to three seconds, when a user launches any app. The idea is that the app launch time will reduce while the quick clock burst should not impact the overall efficiency of the system by much. ↫ Sayan Sen at Neowin Unsurprisingly, boosting the processors clock speed to its maximum for a few seconds will make a menu or application open a little faster. Im not entirely sure why anyone seems surprised by this, but here we are. Yes, the Start menu will load faster and applications will be ready quicker if you boost the processor to its full potential, but that does raise the question of why Windows 11 would need to do that just to open a menu or load an application in the first place. According to Microsofts Scott Henselmann, who defended Microsofts approach (weirdly enough he did so on a nazi platform called Twitter! that Im obviously not linking to), every other modern operating system does the exact same thing, pointing specifically to macOS and GNOME and KDE on Linux. He also pointed out that the Start menu today does a lot more than the same Start menu back in Windows 95, including making network requests and rendering everything in HiDPI. I just want a cascading menu of stuff I can run and dont want my launcher to make network requests, but alas, I guess Im old. Anyway, I dont know enough about the intricacies of how modern processors work to make any statements about how this affects battery life, but instinctively, youd think this would not exactly be conducive to that. I also wonder if this will trigger a lot of laptops to spin up their fans whenever you open the Start menu, because the few seconds your processor goes full tilt raises its temperature just enough to make that happen. Once this new feature comes out of testing and is generally available, Id be quite interested in seeing battery tests, as well comparisons to other operating systems to see how it fares.
- GitHub is sinking
Microsoft acquired GitHub and applied their unique brand of enshittification. Amongst their achievements was the spawning of the Copilot circle of hell. Now they’re effectively DDoSing themselves with slop. I won’t dwell on what else went wrong. I don’t know and I don’t care. GitHub is impressively bad now. It’s embarrassing. Shameful. ↫ David Bushell Luckily, theres really very little in the form of lock-in with GitHub, unless you really value your stars or whatever. There are countless alternatives, and if youre a programmer, its probably absolutely trivial for you to run your own instance of any of the various available forges. If youre still on GitHub, you should really be thinking about, and planning for, leaving, as it seems its circling the drain.
- Debian embraces reproducible builds
Big news from the Debian release team: Debian is going for reproducible package builds. Aided by the efforts of the Reproducible Builds project, weve decided its time to say that Debian must ship reproducible packages. Since yesterday, we have enabled our migration software to block migration of new packages that cant be reproduced or existing packages (in testing) that regress in reproducibility. ↫ Paul Gevers Reproducible means, in short, that you can verify that the source code used to build a package is indeed that source code. This provides a layer of defense against people tampering with code or otherwise trying to fiddle with the process between source code and final package on your system. This effort constitutes a tremendous amount of work, but its massively important.
- Building a web server in aarch64 assembly to give my life (a lack of) meaning!
ymawky is a small, static http web server written entirely in aarch64 assembly for macos. it uses raw darwin syscalls with no libc wrappers, serves static files, supports GET, HEAD, PUT, OPTIONS, DELETE, byte ranges, directory listing, custom error pages, and tries to be as hardened as possible. why? why not? the dream of the 80s is alive in ymawky. everybody has nginx. having apache makes you a square. so why not strip every single convenience layer that computer science has given us since 1957? i wanted to understand how a web server actually works, something i know little about coming from a low-level/systems background. the risks that come up, the problems that need to be solved, the things you don’t think about when you’re writing python or c. this (probably) won’t replace nginx, but it is doing something in the most difficult way possible. ↫ Tony imtomt! I love this.
- Object oriented programming in Ada
Ada is incredibly well designed. One way this shows is that it takes the big, monolithic features of other languages and breaks them down into their constituent parts, so we can choose which portions of those features we want. The example I often reach for to explain this is object-oriented programming. ↫ Christoffer Stjernlöf Exactly what it says on the tin.
- Sculpt OS 26.04 released
Sculpt OS, the operating system based on the various components that make up Genode, has seen a new release, 26.04. A lot of the new features and changes to Genode that weve been talking about for a while now are part of this release, most notably the new human-inclined data syntax that replaces XML as the configuration language for Genode. Thats not the only major improvement, though. Regarding technical advances of the new version and device support in particular, all Linux-based drivers have been updated to kernel version 6.18, making the system compatible with most modern Intel-PC hardware. Laptop users may appreciate the new USB networking option that is now offered by default. Software-wise, the new version comes with a longed-after update of Qt6 along with the Chromium-based Falkon browser, downloadable at the depot of cproc. In the same menu, one can find the experimental first version of the Goa SDK running natively on Sculpt OS without the need of a Linux VM. For the first time, Genode components can now be developed, compiled, and tested using Sculpt OS on its own. The amazement of walking without crutches. ↫ Sculpt OS 26.04 release notes This new release is available for common PC hardware, the PinePhone, and the MNT Reform.
- Sprite scaling on the Master System: building the new on the ruins of the old
Sprite scaling. It is the coolest effect of the 2D arcade era, a must-have for games from Space Harrier to Real Bout Fatal Fury Special. Home consoles pretty much lacked it– sorry, Nintendo, but Mode 7 only scales a background, not sprites. So therefore you might be surprised to hear that Sega’s plucky underdog Master System could do it. Well, don’t get your hopes up; this is far too limited– calling it scaling is overstating things. But let’s dig in anyway! ↫ Nicole Branagan Nicole Branagan has the best articles on obscure console features, and this one is no exception.
- Google is tying reCAPTCHA to Google Play Services, screwing over de-Googled Android users
The ways in which Google can lock you into their ecosystem are often obvious, but sometimes, theyre incredibly sneaky and easily missed. CAPTCHA tests are annoying, but at the same time, they can help protect websites from bots. While these tests are already the bane of our internet existence, they are going to get worse for some Android users. A requirement for Google’s next-generation reCAPTCHA system will make it a lot harder for de-Googled phones to browse the web. A Reddit user has highlighted a seemingly innocuous support page for Google’s reCAPTCHA system. The page in question relates to troubleshooting reCAPTCHA verification on mobile. In the document, it says that you’ll need to use a compatible mobile device to complete verification. If you have an Android phone, then that means you’ll need to be running Google Play Services version 25.41.30 or higher. ↫ Ryan McNeal at Android Authority When was the last time you actively thought about reCAPTCHA being a Google property? Even then, when was the last time you imagined something as annoying but ultimately basic as a captcha prompt could be used to tie people to Google Play Services, and thus to blessed! Android? Every time we manage to work around one of these asinine ties to Google Play Services, another one pops up to ruin our day. Were so stupidly tied down to and entirely dependent on two very mid at best mobile operating systems, and its such a stupid own goal for especially everyone outside of the US to just sit there and do nothing about it. Worse yet, it seems were only tying ourselves down further, while paying for the privilege. At the very least we should be categorising certain services government ID services, payment services, popular messaging platforms, and a few more as vital infrastructure, and legally mandate these services have clearly defined and well-documented APIs so anyone is free to make alternative clients. The fact that many people are tied to either iOS or blessed! Android because of something as stupid as what bank they use or the level of incompetency of their government ID service should be a major crisis in any country that isnt the US. I dont want to use iOS or Android, but nobody is leaving me any choice. Its infuriating.
- Why don’t lowercase letters come right after uppercase letters in ASCII?
With that context, I always found it strange that the designers of ASCII included 6 characters after uppercase Z before starting the lowercase letters. Then it hit me: we have 26 letters in the English alphabet, plus 6 additional characters before lowercase starts: 26 + 6 = 32. If you know anything about computers, powers of 2 tend to stick out. Let’s take a look at the binary representations of some characters compared to their lowercase counterparts. ↫ Tyler Hillery I only have a middling understanding of the rest of the article and thus the ultimate reason why ASCII includes those six characters between Z and a, but I think it comes down to making certain operations on uppercase and lowercase letters specifically more elegant. In some deep crevices of my brain all of this makes sense, but I find it very difficult to truly understand and explain as someone who knows little about programming.
- Detecting (or not) the use of -l and -c together in Bourne shells
Many Bourne shells go slightly beyond the POSIX sh specification to also support a -l option that makes the shell act as a login shell. POSIXs omission of -l isnt only because it doesnt really talk about login shells at all, its also because Unix has a special way of marking login shells that goes back very far in its history. The -l option isnt necessarily what login and sshd and so on use, its something that you can use if you specifically want to get a login shell in an unusual circumstance. Bourne shells also have a -c `command stringb option that causes the shell to execute the command string rather than be interactive (this is a long standing option that is in POSIX). It may surprise you to hear that most or all Bourne shells that support -l also allow you to use -l and -c together. Basically all Bourne shells interpret this as first executing your .profile and so on, then executing the command string instead of going interactive. One use for this is to non-interactively run a command line in the context of your fully set up shell, with $PATH and other environment variables ready for use. ↫ Chris Siebenmann Now, what if you want to detect the use of these two options combined, for instance to make it so certain parts of your .profile are ignored? It turns out very few Bourne shells actually support this, and thats what Siebenmanns latest post is about.
- 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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- Thunderbird 150 Lands on Linux: Smarter Encryption, Better Tools, and a Polished Experience
by George Whittaker
Mozilla has officially rolled out Thunderbird 150.0, the latest version of its open-source email client, bringing a mix of security-focused enhancements, usability upgrades, and workflow improvements for Linux and other platforms. Released in April 2026, this update continues Thunderbird’s steady evolution as a powerful desktop email solution.
For Linux users, Thunderbird 150 delivers meaningful updates that improve both everyday usability and advanced email handling, especially for encrypted communication.
Stronger Support for Encrypted Email
One of the standout improvements in Thunderbird 150 is how it handles encrypted messages.
Users can now:
Search inside encrypted emails (OpenPGP and S/MIME) Generate “unobtrusive” OpenPGP signatures that appear cleaner to recipients
These changes make encrypted communication far more practical, especially for users who rely on secure email for work or privacy-sensitive tasks.
New Productivity and Workflow Features
Thunderbird 150 introduces several small but impactful workflow improvements:
A new Account Hub opens automatically on first launch, simplifying setup Recent Destinations in settings can now be sorted alphabetically Address book entries can be copied as vCard files A new custom accent color option allows interface personalization
These updates make Thunderbird easier to configure and more flexible to use daily.
Improved Built-In PDF Viewer
Thunderbird’s integrated PDF viewer gets a useful upgrade: users can now reorder pages directly within the viewer.
This is particularly helpful for:
Managing attachments without external tools Editing documents quickly before sending Streamlining email-based workflows
Combined with ongoing security fixes, the PDF viewer becomes both more capable and safer.
Calendar and Interface Enhancements
Several improvements focus on usability and accessibility:
Calendar views now support touchscreen scrolling Fixed issues with calendar layouts and navigation Better screen reader support and accessibility fixes General UI refinements across the application
These changes contribute to a smoother, more consistent user experience across devices.
Bug Fixes and Stability Improvements
Thunderbird 150 also resolves a wide range of issues, including:
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- Linux Kernel 6.19 Reaches End of Life: Time to Move Forward
by George Whittaker
The Linux kernel continues its fast-paced release cycle, and with that comes an important milestone: Linux kernel 6.19 has officially reached end of life (EOL). For users and distributions still running this branch, it’s now time to upgrade to a newer kernel version.
This isn’t unexpected, Linux 6.19 was never intended to be a long-term release, but it does serve as a reminder of how quickly non-LTS kernel branches move through their lifecycle.
Official End of Support
The final update in the 6.19 series, Linux 6.19.14, has been released and marked as the last maintenance version. Kernel maintainer Greg Kroah-Hartman confirmed that no further updates will follow, stating that the branch is now officially end-of-life.
On kernel.org, the 6.19 series is now listed as EOL, meaning it will no longer receive bug fixes or security patches.
Why 6.19 Had a Short Lifespan
Unlike some kernel releases, Linux 6.19 was not a long-term support (LTS) version. Short-lived kernel branches are typically supported for only a few months before being replaced by newer releases.
Linux follows a rapid development model:
New major versions are released frequently Short-term branches receive limited updates Only selected kernels are designated as LTS for extended support
Because of this, 6.19 was always meant to be a stepping stone rather than a long-term foundation.
What Users Should Do Now
With 6.19 no longer maintained, continuing to use it poses risks, especially in environments where security and stability matter.
Recommended upgrade paths include:
Upgrade to Linux 7.0
The most direct path forward is the Linux 7.0 kernel series, which succeeds 6.19 and introduces new hardware support and ongoing fixes.
This is a good option for:
Desktop users Rolling-release distributions Users who want the latest featuresSwitch to an LTS Kernel
For production systems, servers, or long-term stability, moving to an LTS kernel is often the better choice.
Current LTS options include:
Linux 6.18 LTS (supported until 2028) Linux 6.12 LTS (supported until 2028) Linux 6.6 LTS (supported until 2027)
These versions receive ongoing security updates and are better suited for stable environments.
Why EOL Matters
When a kernel reaches end of life:
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- Archinstall 4.2 Shifts to Wayland-First Profiles, Leaving X.Org Behind
by George Whittaker
The Arch Linux installer continues evolving alongside the broader Linux desktop ecosystem. With the release of Archinstall 4.2, a notable change has arrived: Wayland is now the default focus for graphical installation profiles, while traditional X.Org-based profiles have been removed or deprioritized.
This move reflects a wider transition happening across Linux, one that is gradually redefining how graphical environments are built and used.
A Turning Point for Archinstall
Archinstall, the official guided installer for Arch Linux, has steadily improved over time to make installation more accessible while still maintaining Arch’s minimalist philosophy.
With version 4.2, the installer now aligns more closely with modern desktop trends by emphasizing Wayland-based environments during setup, instead of offering traditional X.Org configurations as first-class options.
This doesn’t mean X.Org is completely gone from Arch Linux, but it does signal a clear shift in direction.
Why Wayland Is Taking Over
Wayland has been gaining traction for years as the successor to X.Org, offering a more streamlined and secure approach to rendering graphics on Linux.
Compared to X.Org, Wayland is designed to:
Reduce complexity in the graphics stack Improve security by isolating applications Deliver smoother rendering and better performance Support modern display technologies like high-DPI and variable refresh rates
As the Linux ecosystem evolves, many distributions and desktop environments are prioritizing Wayland as the default display protocol.
What Changed in Archinstall 4.2
With this release, users installing Arch through Archinstall will notice:
Wayland-based desktop environments and compositors are now the primary options X.Org-centric setups are no longer emphasized in guided profiles Installation workflows better reflect modern Linux defaults
This simplifies the installation experience for new users, who no longer need to choose between legacy and modern display systems during setup.
What About X.Org?
While Archinstall is moving forward, X.Org itself is not disappearing overnight.
Many applications and workflows still rely on X11, and compatibility is maintained through XWayland, which allows X11 applications to run within Wayland sessions.
For advanced users, Arch still provides full flexibility:
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- OpenClaw in 2026: What It Is, Who’s Using It, and Whether Your Business Should Adopt It
by George Whittaker
“probably the single most important release of software, probably ever.”
— Jensen Huang, CEO of NVIDIA
Wow! That’s a bold statement from one of the most influential figures in modern computing.
But is it true? Some people think so. Others think it’s hype. Most are somewhere in between, aware of OpenClaw, but not entirely sure what to make of it. Are people actually using it? Yes. Who’s using it? More than you might expect. Is it experimental, or is it already changing how work gets done? That depends on how it’s being applied. Is it more relevant for businesses or consumers right now? That’s one of the most important, and most misunderstood, questions.
This article breaks that down clearly: what OpenClaw is, how it works, who is using it today, and where it actually creates value.
What makes OpenClaw different isn’t just the technology, it’s where it fits. Most of the AI tools people are familiar with still require a human to take the next step. They assist, but they don’t execute. OpenClaw changes that dynamic by connecting decision-making directly to action. Once you understand that shift, the rest of the discussion, who’s using it, how it’s being deployed, and where it creates value, starts to make a lot more sense.
Top 10 Questions About OpenClaw
What is OpenClaw?
OpenClaw is an open-source AI agent framework that enables large language models like Claude, GPT, and Gemini to execute real-world tasks across software systems, including APIs, files, and workflows.
What does OpenClaw actually do?
OpenClaw functions as an execution layer that allows AI systems to take actions, such as sending emails, updating CRM records, or running scripts, instead of only generating responses.
Do you need to be a developer to use OpenClaw?
No, but technical familiarity helps. Non-developers can use prebuilt workflows, while developers can customize and scale implementations more effectively.
Is OpenClaw more suited for business or consumer use?
OpenClaw is currently more suited for business and technical use cases where structured workflows exist. Consumer use is emerging but remains secondary.
How is OpenClaw different from ChatGPT or Claude?
ChatGPT and Claude generate outputs, while OpenClaw enables those outputs to trigger actions across connected systems.
Who created OpenClaw?
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- Linux Kernel Developers Adopt New Fuzzing Tools
by George Whittaker
The Linux kernel development community is stepping up its security game once again. Developers, led by key maintainers like Greg Kroah-Hartman, are actively adopting new fuzzing tools to uncover bugs earlier and improve overall kernel reliability.
This move reflects a broader shift toward automated testing and AI-assisted development, as the kernel continues to grow in complexity and scale.
What Is Fuzzing and Why It Matters
Fuzzing is a software testing technique that feeds random or unexpected inputs into a program to trigger crashes or uncover vulnerabilities.
In the Linux kernel, fuzzing has become one of the most effective ways to detect:
Memory corruption bugs Race conditions Privilege escalation flaws Edge-case failures in subsystems
Modern fuzzers like Syzkaller have already discovered thousands of kernel bugs over the years, making them a cornerstone of Linux security testing.
New Tools Enter the Scene
Recently, kernel maintainers have begun experimenting with new fuzzing frameworks and tooling, including a project internally referred to as “clanker”, which has already been used to identify multiple issues across different kernel subsystems.
Early testing has uncovered bugs in areas such as:
SMB/KSMBD networking code USB and HID subsystems Filesystems like F2FS Wireless and device drivers
The speed at which these issues were discovered suggests that these new tools are significantly improving bug detection efficiency.
AI and Smarter Fuzzing Techniques
One of the most interesting developments is the growing role of AI and machine learning in fuzzing.
New research projects like KernelGPT use large language models to:
Automatically generate system call sequences Improve test coverage Discover previously hidden execution paths
These techniques can enhance traditional fuzzers by making them smarter about how they explore the kernel’s behavior.
Other advancements include:
Better crash analysis and deduplication tools (like ECHO) Configuration-aware fuzzing to explore deeper kernel states Feedback-driven fuzzing loops for improved coverage
Together, these innovations help developers focus on the most meaningful bugs rather than sifting through duplicate reports.
Why This Shift Is Happening Now
The Linux kernel is one of the most complex software projects in existence. With millions of lines of code and contributions from thousands of developers, manually catching every bug is nearly impossible.
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