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- Debian FFmpeg Critical Denial of Service Code Execution Vuln DSA-6361-1
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), these problems have been fixed in version 7:7.1.5-0+deb13u1.
- GIMP 0.54.1 in a Flatpak
The GIMP project reports thatGNOME contributor "balooii" has worked to package GIMP0.54.1—released in 1996—as a Flatpak that will build andrun on modern 64-bit Linux systems. This is a Motif-basedversion, and the same version that was usedby Larry Ewing to create Tux.
While not likely to be useful for serious graphics work today, itshould be interesting for users who would like to see what a30-year-old version of GIMP was capable of.
- [$] Free-threaded Python: past, present, and future
Probably the biggest change for Python over the last five years or so isthe advent of the "free-threaded" version of the language, which removes theglobal interpreter lock (GIL) and allows multiple threads to run inparallel in the interpreter. At PyConUS 2026, held in Long Beach, California in mid-May, longtime CPythoncore developer (and current steering council member) Thomas Wouters gave atalk about the feature. He looked at the motivation behind the GIL-removalefforts, some history,the current status of the free-threaded interpreter, and provided aprediction on where it all leads.
- First preview release of Xfce's Wayland compositor
Brian Tarricone has announcedthe first preview release of xfwl4, a Wayland compositor for the Xfce desktop environment.
After close to six months of work, I feel like it's ready to getsome wider use, even though of course there will be bugs and missingfeatures. Think of this as an alpha release. [...]
The end goal of xfwl4 is to behave as closely as possible to anXfce desktop running on an X server. Ideally a user could switchbetween the two without even knowing there's a difference. In reality,of course, it won't be quite that seamless, and there's still morework to be done to get as close as possible to that ideal. This is afirst solid cut at it, at the very least.
- [$] Reports from OSPM 2026, day one
The Power Managementand Scheduling in the Linux Kernel Summit, which still goes by thehistorical acronym OSPM, was held in Cambridge, UK, in mid-April. As hasbecome traditional, the presenters at that event have since writtensummaries of their sessions, and this work has kindly been made availableto LWN for publication. The first day's sessions covered a wide range oftopics, including idle-state selection, user-space schedulers withsched_ext, lock-holder preemption, and much more.
- Security updates for Monday
Security updates have been issued by AlmaLinux (389-ds:1.4, kernel, and kernel-rt), Debian (gst-libav1.0, gst-plugins-good1.0, imagemagick, kernel, libconfig-inifiles-perl, libgd-perl, libhttp-daemon-perl, mediawiki, pillow, and squid), Fedora (389-ds-base, alertmanager, ansible-core, buildah, chromium, erlang-cowboy, erlang-cowlib, erlang-gun, freerdp, kubernetes1.33, kubernetes1.34, kubernetes1.35, mingw-SDL2_image, ongres-scram, ongres-stringprep, openssl, perl-Config-IniFiles, perl-Crypt-PBKDF2, podman, postgresql-jdbc, python3.13, strongswan, webkitgtk, xdg-desktop-portal, and yt-dlp), Red Hat (osbuild-composer), SUSE (alloy, amazon-ssm-agent, ansible-core, apache-sshd, jpgpj, azure-storage-azcopy, chromedriver, containerized-data-importer, firefox, glibc, graphite2, inspektor-gadget, kubevirt, lemon, openvswitch, python-starlette, python311, python311-joserfc, python313, and tinyproxy), and Ubuntu (netatalk).
- Systemd v261 released
Systemd v261 has been released with a long list of changes, including a newcloud "Instance Metadata Service" (IMDS) subsystem, "boot secret"functionality for use on systems that lack a physical TPM, as well assupport for the kernel's Live Update Orchestration (LUO) / KexecHandover (KHO) systems when they are present and enabled. See therelease notes for the full list of changes.
- [$] AURpocalypse now: a look at the recent AUR attacks
The Arch User Repository (AUR) hasbeen subjected to a sustained attack recently. The attacker, or attackers, havespun up a series of new accounts then used them to adopt orphanedpackages and push malicious updates that would install malware on users' systems.It is unclear how many users were compromised in the attack, but the maintainerswere playing Whac-A-Mole for several days to respond to each newly compromisedpackage. The project has turnedoff the AUR's new-user registration, for now, but it is unclear what its long-term response will be or if the AUR can be secured without major changes toits existing collaboration model.
- Security updates for Friday
Security updates have been issued by AlmaLinux (dracut), Debian (chromium, firefox-esr, and thunderbird), Fedora (chromium, firefox, nss, ocserv, ongres-scram, ongres-stringprep, perl-Archive-Tar, perl-GD, perl-HTTP-Daemon, perl-Net-Statsd, restic, singularity-ce, util-linux, and vorbis-tools), Mageia (gstreamer1.0-*, libupnp, luajit, opensc, and ruby-rack), SUSE (curl, dnsmasq, ffmpeg-4, frr, google-osconfig-agent, java-1_8_0-ibm, kernel, krb5, kubernetes-old, ldns, liburiparser1, openvswitch, rootlesskit, strongswan, traefik, and trivy), and Ubuntu (ldns, libheif, libnet-cidr-lite-perl, lxd, tomcat11, and vim).
- Eight new stable kernels for Friday
Greg Kroah-Hartman has announced the release of the 7.1.1, 7.0.13, 6.18.36, 6.12.94, 6.6.143, 6.1.176, 5.15.210, and 5.10.259 stable kernels. As usual, eachcontains important fixes. Users are advised to upgrade.
- The Software Freedom Conservancy's LLM-backed generative AI recommendations
The Software FreedomConservancy (SFC) has announcedthe release of its recommendationsfor using LLM-backed generative AI systems for FOSScontributions. The recommendations were created by the SFC andvolunteers from the free-software community.
The recommendations reflect the extremely difficult dilemmas thatthese systems pose for FOSS contributors. SFC and its volunteersunderstand that FOSS developers are approaching LLM-gen-AI from avariety of perspectives. The recommendations offer practicalassistance to minimize the damage caused by using proprietary systems,whether FOSS contributors reject LLM-gen-AI or choose (voluntarily orby employer mandate) to use them.
These recommendations are best practices (but not definitions orrequirements) that SFC and its volunteers formulated after carefulstudy of the growing LLM-gen-AI use among FOSS contributors. SFC willfollow these recommendations with a series of supporting materials,including documents, online tutorials, public Q&As, podcasts,and other community engagement. We will routinely refine ourrecommendations and continue to support FOSS contributors as theynavigate this difficult landscape.
- [$] The first half of the 7.2 merge window
The 7.2 merge window started with the 7.1kernel release on June 14. As of this writing, just over 7,000non-merge changesets have been pulled into the mainline for the next kernelrelease. Many of the core subsystems have been pulled at this point,meaning that most of the changes that can be expected in 7.2 have now comeinto focus.
- Mastodon 4.6 released
Version4.6 of the Mastodon fediverse platform has been released.
The headliner of this release is Collections, a way to create and share curated collections of profiles. Part of Mastodon's work ethos is our commitment to trust and safety, so we've put a lot of thought and care into the design of this feature to avoid some of the pitfalls and abuse people have experienced with similar features on other platforms, while focusing on its primary goal: Helping new users discover more of the Fediverse.
Other new features include support for subscribing to posts via email, theability to generate a "year in review" post, accessibility improvements,and more.
- [$] Single-hop block replication with RMR and BRMR
How can cloud providers efficiently supply durable virtual block devices? RemoteDirect Memory Access (RDMA) provides a way for servers in a cluster to sharechunks of memory, but there still needs to be a protocol that operates on top ofRDMA to provide the guarantees expected of a block device. The kernel's RDMA transportlibrary (RTRS) provides a way to send messages via RDMA. Ipresented about twonew components built on top of RTRS at the 2026LinuxStorage, Filesystem, Memory Management and BPF Summit: Reliable Multicastover RTRS (RMR) and Block device over RMR (BRMR). These modules, which Iam working on with Jia Li, could be a way for cloud providers toexpose durable block devices with as little overhead as possible. To accomplishthat, however, we need some discussion and feedback from the community beforesending the modules upstream.
- Security updates for Thursday
Security updates have been issued by AlmaLinux (dracut, podman, postfix, rsync, xorg-x11-server, and xorg-x11-server-Xwayland), Debian (atril, firefox-esr, and nginx), Mageia (libcap, perl, and python-pillow), Oracle (firefox, gstreamer-plugins-base and gstreamer-plugins-good, httpd:2.4, kernel, libpng12, libpng15, libxml2, libxslt, opencryptoki, openssl, postfix, rsync, webkit2gtk3, xorg-x11-server, and xorg-x11-server-Xwayland), Slackware (bind, libidn, mozilla, and openssl), SUSE (alloy, docker, elemental-system-agent, glibc, grafana, helm, LibVNCServer, openssh8.4, perl-GD, perl-HTTP-Daemon, python-WebOb-doc, python311-google-adk, rustup, traefik2, wireshark, and xwayland), and Ubuntu (dolibarr, golang-go.crypto, graphite2, gst-plugins-bad1.0, kitty, libconfig-inifiles-perl, libnginx-mod-js, and webpy).
- Google's Gemini Partially Figures Out A Lengthy Linux Boot Time On Modern ASUS Laptop
Google Antigravity with the Gemini 3.5 Flash model helped a Linux user sort out a situation where his laptop was taking around 36 seconds to boot the kernel, which shouldn't be the case for the high-end laptop with AMD Ryzen 9 processor and 32GB of RAM. It ended up being yet another case of device firmware issues, but now a Linux kernel patch is pending for working around the issue on the ASUS ROG Strix G16 G614 laptop while discussions are ongoing in getting the vendor to provide a proper firmware fix...
- Benchmarking Bcachefs 1.38.6: The First Release No Longer "Experimental"
Released last week was Bcachefs 1.38.6 with a host of performance improvements to this out-of-tree, copy-on-write file-system. Given all the performance improvements and this being the first release since Kent Overstreet dropped the "experimental" flag on the file-system, I decided to fire up some benchmarks looking at how the Bcachefs file-system performance has changed with this new version.
- RealSense D585 Pro targets robotics with wide-field sensing and edge processing
The RealSense D585 Pro is a stereo depth camera for robotics and industrial vision applications that uses the company’s Gen 5 vision processor. The camera combines wide-field depth sensing, on-camera processing, IP65 protection, and support for software-defined perception features through the RealSense SDK. The camera uses a custom RealSense V5 SoC with a depth engine, […]
- 9to5Linux Weekly Roundup: June 21st, 2026
The 297th installment of the 9to5Linux Weekly Roundup is here for the week ending June 21st, 2026, keeping you updated on the most important developments in the Linux world.
- Nordic launches nRF54L15 Tag for asset tracking, Matter, and edge AI prototyping
Nordic Semiconductor has introduced the nRF54L15 Tag, a compact battery-powered prototyping platform built around the company’s nRF54L15 SoC. The 33 mm dual-antenna board is designed for developing low-power wireless products such as asset tags, Bluetooth trackers, remote controls, smart wearables, and devices targeting Apple Find My and Google Find Hub networks. The nRF54L15 Tag combines […]
- Olimex LCD7-PANEL-LIME2 combines 7-inch touchscreen, A20 Linux SBC, and panel-mount frame
The LCD7-PANEL-LIME2 is a ready-to-mount Linux touch panel computer from Olimex, based on the company’s A20-OLinuXino-LIME2 open hardware SBC. The unit combines a 7-inch capacitive touchscreen, a plastic panel-mount frame, mounting brackets, ribbon cable, and an assembled A20-based Linux board into a single package. The computer board is the A20-OLinuXino-LIME2-e16Gs16M, an open-source ARM Linux SBC […]
- Following User Outcry, AMD Reinstates Memory Encryption In Consumer CPUs
Last week, AMD was found to have stripped memory encryption from its consumer CPUs without any warning or notice. Now, following a wave of backlash on social media, the chipmaker has now reinstated the protection, though it still hasn't explained why the safeguard was disabled in the first place. Ars Technica reports: Following the revelation, social media was deluged by comments from AMD consumers decrying the move. They noted that AMD's quiet removal of TSME after supporting it for so long seemed underhanded. The move came solely as a result of firmware changes made in a recent update. With no physical changes required to silicon, continued support was largely, if not purely, a matter of will rather than a necessity required by changes to hardware. The critics called on AMD to reverse the move. Over the weekend, AMD said it planned to do just that in a firmware update scheduled for release next month. More often than not, the chipmaker refers to TSME as Memory Guard. "Regarding certain non-PRO Ryzen 9000-series desktop processors, a BIOS option to enable Memory Guard was previously available but was removed in a recent update," AMD said in an email. "Based on valuable community feedback, we will reinstate this option in an upcoming BIOS release in July." The company has yet to explain why it removed the protection. Critics speculate that AMD dropped it in an attempt to steer customers toward more costly CPUs. It's possible, though, that there were less nefarious reasons, such as the difficulty of continued support as chip designs changed. Another possibility is that AMD made the move for performance reasons. Encrypting and decrypting data in memory creates latency. Slowdowns are the enemy of gamers, one of the more popular customer segments using the 9000-line of Ryzen processors. Since many gamers already voluntarily disabled TSME and had little need for it in the first place, AMD may not have considered the change of much consequence.
Read more of this story at Slashdot.
- Valve Will Finally Let You Build Your Own Steam Machine With SteamOS For Desktop
With the price of the new Steam Machine starting at $1,049, you might want to consider making your own Steam Machine instead. An anonymous reader quotes a report from The Verge: Valve says that "starting with the SteamOS 3.8 release, you can put together your own Steam Machine using whatever PC parts you want." SteamOS 3.8.10 launched last week with a slew of updates, including "improved compatibility with recent Intel and AMD platforms." Alongside that improved compatibility, Valve is giving gamers the green light to install SteamOS on their own desktops. In an interview with The Verge, Valve's Pierre-Loup Griffais said Valve has been "rolling out improvements to [SteamOS] so it's more compatible with desktop hardware," including eventual support for Nvidia graphics. Griffais says Valve has "a growing team" working on Nvidia driver support for SteamOS, adding, "We're collaborating with Nvidia very closely." While he mentioned that Nvidia support might not come this year, Griffais emphasized that "it's certainly something that we're working on in the background." It's technically been possible to run SteamOS on your own hardware for a while now, but compatibility has been mostly limited to AMD systems. So far installing it has also required using a Steam Deck recovery image, a process that, speaking from experience, is much less straightforward than the installation process for most other Linux distributions. Trying to run SteamOS on Intel or Nvidia hardware has not been easy so far. According to Griffais, Valve is working to change that, which could mean that down the line, you'll be able to run SteamOS on just about any gaming PC hardware you want, including Nvidia. For the more immediate future, Griffais says SteamOS in its current state should offer a "good experience" on console-like PC setups: "If you have something that is similar to the use case of a Steam Machine, where you have a PC that's gonna be plugged into a TV, and has a single hard drive that you're not going to try and dual boot [] you can put SteamOS on there, and you'll have an experience that is very similar to a Steam Deck docked or a Steam Machine, with some caveats, of course," like a lack of HDMI-CEC support. But "the core bits of the experience are there. The SteamOS graphics driver, the shader precompilation [...] you can get at all of that with the SteamOS." Griffais says SteamOS does not yet offer an easy way to dual-boot alongside Windows or another operating system, but envisions "a time where it's a better experience to install on your desktop and have it coexist with a different operating system."
Read more of this story at Slashdot.
- Google Invests $75 Million In A24 To Develop AI-Powered Filmmaking Tools
Google is investing roughly $75 million in A24 as part of a research partnership with DeepMind to develop AI-powered filmmaking tools and workflows. "The deal represents the latest marriage between a Hollywood studio and AI in an era where companies have oscillated between partnerships and lawsuits," reports Variety. From the report: A24 partner Scott Belsky, who leads the studio's technology division A24 Labs, told the Journal the studio's Google partnership differed from other deals because AI developers mistakenly advertised their products as a means to make films cheaper and faster. His division is developing applications for AI-generated storyboards, another reimagination of the production process that has seen filmmakers like Martin Scorsese rubber-stamp. "We think there are better uses that preserve creative control and support risk-taking," said Belsky, arguing the new tools "won't look anything like the prompted generation type of AI that people feel uncomfortable with."
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- Some Electricians Think Building Data Centers Is For Sellouts
An anonymous reader quotes a report from Wired: As Big Tech dumps billions of dollars into America's data center buildout, a slew of opportunities have opened up to the electricians wiring these massive facilities. In some cases, the scale of the projects and the demanding construction timelines are fueling talent wars for the industry's best and brightest. The US-based International Brotherhood of Electrical Workers (IBEW) has argued that its workers are "powering the AI Revolution," and a set of "Data Center Principles" published in March argues that union labor is "essential to the future of AI." Tech companies are trying to meet the moment: Meta recently announced a skilled trade academy program, and Google committed $50 million to help train people in skilled trades. But amid growing national opposition to data centers, debates over the ethics of the massive buildout have started to pop up in some online pockets of the community. Threads about how AI will affect the economy now pepper r/electricians, a subreddit with around half a million monthly visitors. Some users wonder whether the work will eventually prompt widespread job losses. Others aren't sure if their labor makes them complicit in the damage done to local communities or whether it's unethical to take on data center work. For some, the answer is a firm no. Ultimately, they argue, work is work. An anonymous Midwest electrician who spoke to Wired acknowledged concerns about scams, corporate greed, and AI's impact on workers, but said he views data centers as an important source of career advancement. "This is most likely going to be a major part of our future. And if you can't beat them, join them," he said. An electrician named Ryan, meanwhile, is strongly opposed to working on data centers because he distrusts the corporations and political environment driving AI development. Still, if the facilities are going to be built, he would prefer union workers construct them. "If they're going to get built, I'd rather they go union," he said. Jesse, an IBEW electrician, sympathizes with communities negatively affected by data centers but does not believe the electricians building them should be blamed. In his view, opposition should instead be directed toward policymakers and the project approval process. "I think it's ridiculous if, to build a data center or any kind of a business, you're going to significantly impact the lives of that community in a negative way," he told Wired. An electrician named Dante echoed some of those sentiments, arguing that data center work is no more ethically compromised than many other commercial construction projects. "We're almost always working for the worst possible people in the end, but we all need a paycheck," he said. He added that such projects are "essentially the same kind of work," typically performed for wealthy corporations seeking to become even richer.
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- Valve Prices the Steam Machine At $1,049
Valve's new Steam Machine will launch June 29 starting at $1,049 and go up from there depending on the configuration. Although it costs considerably more than the PS5 ($599.99) and Xbox Series X ($649.99), "the value proposition for the Steam Machine is that it can play your library of Steam games you may have accumulated over years (or even decades), rather than just PlayStation games, and it's also a full Linux PC that you can customize to your heart's content," reports The Verge. "Valve also says that it's selling the Steam Machine for the cost of its components alone instead of subsidizing the price." From the report: You can now register your interest to buy a Steam Machine as part of a reservation system. To offer a fair playing field for people who want to buy one, Valve will randomize everyone in the queue on Thursday at 1PM ET. After that, anyone who registers their interest will be added to the end of the waitlist. The first emails giving people the opportunity to buy will go out on June 29th. Valve will sell four configurations of the Steam Machine:- A 512GB model for $1,049- A 512GB model with a bundled Steam Controller for $1,128- A 2TB model for $1,349- A 2TB model with a bundled Steam Controller for $1,428
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- AI Law Firm Wins UK Court Case For First Time
Garfield AI, the UK's first regulator-approved AI law firm, has won its first court case after helping a freelancer recover 7,000 pounds in unpaid fees. "I was owed money for work I had done, but it felt like the process of recovering it could be too stressful, expensive and time-consuming," said Tamires Camal Taquidir, a freelancer who had provided HR-related services to a hospitality business. "Garfield made it possible for me to pursue the claim and keep going. When the counterclaim was brought, it was intended to intimidate me, but I knew I had accessible, cost-effective and competent support. I'm delighted by the result." Computer Weekly reports: After attempting to resolve a dispute over paid fees without court action, Camal Taquidir [...] used Garfield AI to help her pursue the case in court. She was able to generate pre-action correspondence, and then prepare and issue court proceedings. The AI legal assistant conducted all of the legal work preceding the court trial. The defendant instructed solicitors and brought a counterclaim, which the claimant disputed with the support of Garfield AI. The claimant continued to trial, including dealing with document production, the preparation witness statements and trial bundles. Garfield then instructed a junior, shortly before the trial began. She won the claim over unpaid fees following a three-hour trial at Wandsworth County Court. The claimant paid around 400 pounds in Garfield AI fees to recover the 7,000 pounds owed, while the defendant instructed both a solicitor and a barrister. [...] Following a three-hour trial at Wandsworth County Court on 14 May 2026, in which both sides were represented by barristers, the court found in favor of the claimant, awarding 7,000 pounds and dismissing the counterclaim.
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- 2,000 Retired Google Pixel Phones Get a Second Life As a Private Cloud
UC San Diego researchers are working with Google to build a private cloud from 2,000 retired Pixel Fold motherboards, demonstrating how discarded smartphones could provide useful, low-cost computing capacity. "The full smartphone cluster is expected to launch this fall," reports The Register. "Depending on how well the initial phase goes, we're told the cluster could grow even larger." From the report Once the phone's motherboards have been extracted from their shells, the researchers say that the chips hiding within remain more than potent enough to be useful for a variety of tasks. In many cases, the single-threaded performance of these chips is as good as, if not better than, what you'd find from a many-cored datacenter chip. The Pixel Fold smartphones, which will form the basis of the cluster, are powered by a Google Tensor G2 processor with two 2.85 GHz Cortex-X1, two 2.35 GHz Cortex-A78 and four 1.80 GHz Cortex-A55 Arm cores, a Mali-G710 MP7 GPU, and 12 GB of system memory. Early benchmarking using the SPEC suite suggests that 25-50 phones should deliver performance similar to that of a conventional server. The major challenge, instead, is distributing workloads across multiple devices, each of which has a handful of cores of one or more varieties, and most have 8-12 GB of memory. UCSD researchers are approaching this challenge from a couple of different angles. The first is by targeting applications that can easily fit within a single device. The second is using Kubernetes to orchestrate container deployments across clusters of 25-50 phones. For this to work, the devices first need to be flashed with a Linux operating system suitable for the job. While Android makes for a great handheld experience, it is not intended for server duty. In the blog post, researchers note that Android includes functionality intended to stop rogue applications from chewing up excessive amounts of memory and draining your battery. In server context, these safety mechanisms are no longer necessary. [Ryan Kastner, an associate professor of computer science at UCSD] told us this was by no means an easy task, but the team has made steady progress toward getting Linux running smoothly on these devices, including support for the phone's onboard GPUs. Access to some functionality, like the chip's integrated tensor processing unit, remains elusive. Clustering these devices will require networking the phones together. Normally these devices would connect over cellular or Wi-Fi, but at this scale, this not only isn't practical, but also has implications for security, he explained. Instead, the team will employ PCBs that both supply power and break out wired Ethernet networking. The researchers suggest that many EdTech, grading, and research workloads commonly run by universities in the cloud are small enough to run on the cluster without issue. "The vast majority of these applications are within the capabilities of a single smartphone to host, with the standard grading backend running on small cloud instances," a blog post detailing the planned deployment reads. "Early experiments show that even a moderately-sized cluster of 20 phones is capable of supporting peak submission rates for a 75+ student class."
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- Ubisoft Co-Founder Claude Guillemot Dies In Plane Crash
An anonymous reader quotes a report from TechCrunch: Claude Guillemot, co-founder of French video game company Ubisoft, died Friday at the age of 69. According to French media (via Bloomberg), Guillemot died in a plane crash in the French resort town of La Baule. He was one of two people aboard the plane, both of whom died. Guillemot founded Ubisoft with his four brothers in 1986. Since then, the company has published the Assassin's Creed, Far Cry, Prince of Persia, and Tom Clancy video game franchises, as well as many other titles. The family retains control of Ubisoft, and Guillemot's brother Yves is still CEO. Guillemot was also chairman of Guillemot Corp., which makes gaming and audio accessories. "Ubisoft was deeply saddened to learn of the death of Claude Guillemot, co-founder of the group and chairman of Guillemot Corp., in an accident," Ubisoft said in a statement. "Our thoughts are with his family and loved ones during this difficult time. No further statements will be made at this time."
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- Several US States Bet That AI Can Solve Their Prison Recidivism Crisis
America's state prison systems need ways "to keep people from returning to prison," reports the Wall Street Journal, "when an estimated 40% end up back behind bars within three years."Part of the problem comes in the form of filing cabinets, manila folders and legacy digital databases. In other words, records for a single prisoner might be kept in a dozen places... Now a group of 19 prison systems are tackling the problem with digital tools and artificial intelligence in some cases. They are contracting with San Francisco nonprofit Recidiviz, whose computer systems bring together prisoner data from its disparate sources into digital dashboards. From there, corrections staff can see information — such as court records and notes from parole-board hearings — about a prisoner or parolee all in one place. The company says its efforts are working: Recidivism has fallen 16% in the prison population its systems track. It is the result of "just streamlining these workflows and knitting someone's journey together end to end," says Clementine Jacoby, chief executive officer of Recidiviz. Some criminal-justice groups show that recidivism is trending downward in general, though most of that data is nearly a decade old... The statistics from 11 states stop at 2019, and for four states stop at 2016. With 10 other states, no data was reported.
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- 'Tutor' Who Took Online Tests for 124 Students Jailed for Three Years
A private tutor who charged money to take dozens of exams for students and submit coursework for them "has been jailed for three years," reports the BBC, "after his scam earned him £300,000."Shahid Adnan completed assignments and online tests for more than 120 students at Liverpool John Moore's University, the Crown Prosecution Service said. The 43-year-old, of Lysander Close, Liverpool, was caught in February 2023 after a student handed in a USB drive containing suspicious coursework to Dr Tom Berry of the university's school of computer science and mathematics. Berry's checks revealed the drive was used by Adnan with documents linked to a company he set up called Study Sharp Ltd. Excel spreadsheets containing details of other students, their study modules, coursework due dates, and their personal login credentials were also found. Further checks confirmed suspicions that Adnan was accessing the university's network to submit fraudulent work and sit examinations on behalf of students... [I]nvestigations led police to believe Adnan may have been doing work for 124 students at universities all over the world. The BBC also interviewed detective sergeant Adam Dagnall from Merseyside Police's cybercrime unit, who said Adnan was living a lavish lifestyle "well beyond" his stated occupations as a private tutor and Amazon delivery driver. His bank accounts held more than £2m ($2,645,100 USD).
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- TikTok Shows 3x More AI Slop Than YouTube, Report Finds
"About 59% of TikTok videos served to a new account's For You feed are AI slop," writes Search Engine Journal, "according to a report from Kapwing, the video creation tool company. That's roughly three times the rate Kapwing found on YouTube."The company manually reviewed over 10,000 TikTok videos across 20 categories and ran a separate fresh-account test, counting AI-generated content in the first 500 For You videos. Kapwing ran the same fresh-account test on YouTube and found that 104 of the first 500 Shorts, or 21%, were AI slop. On TikTok, 294 of 500 For You videos hit that threshold... Of the 2,000 videos Kapwing reviewed in TikTok's Kids category, 57% were AI slop. That was the highest rate of any category in the analysis. The highest-rate tag was #cartoonkids, where 97 of 100 featured videos were AI-generated. Tags like #cartoons and #babysong both reached 83%, and #forkids came in at 79%. After Kids, the next highest AI slop rates were in Science and Education (35%), Health (33%), and History (33%). All three are categories where visual illustration and voiceover narration make up much of the content. On the other end, categories where on-camera presence or physical demonstration are central had the lowest rates. Fashion came in at 1.3%, Music at 1.5%, and Fitness at 1.6%. The article notes that by last November, TikTok "had already labeled 1.3 billion videos as AI-generated, according to the report."
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- Someone Forked systemd Over Its New Birth Date Field
The blog Linuxiac reports:A new systemd fork has appeared with a specific purpose: removing systemd's recently added support for storing a user's birth date in JSON user records. The fork, called Liberated systemd, published its first tagged release as v261 shortly after the official systemd 261 release. In other words, the fork follows upstream systemd while reverting the change that added the new optional birthDate field. Importantly, this is not a new init system, a wider redesign of systemd, or a general-purpose alternative to the upstream project. Its stated purpose is to remain close to upstream systemd while removing what the author describes as "surveillance enablement"... The author recommends testing the fork in a virtual machine before using it on real hardware and warns nightly builds are more likely to be unstable than named releases.
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- The Secret Revolution in Battery Technology: 3-D Printing
"There's a revolution in battery technology hiding in plain sight," reports The Wall Street Journal. "The 3-D printing of batteries has the potential to put energy storage inside any device. "This will enable lightweight and long-lasting consumer gadgets, long-range military drones and even nanoscale robots."Almost all the innovations we regularly hear about — from cheaper, tougher electric-vehicle batteries to "Holy Grail" solid-state batteries — are about changing the chemistry of batteries. The promise of battery-tech 3-D printing (aka additive manufacturing) is simple: What if batteries could fill any available space, even structural elements of our gadgets, rather than always taking a rigid shape like a pouch or cylinder? The new approach has obvious appeal. The entire airframe of a drone could be filled with energy storage for increased range. Smartglasses could have sleek battery-packed frames, so they look like everyday eyewear rather than "Revenge of the Nerds" props. One of the biggest advantages of 3-D printing is that it works with any battery, regardless of its cell chemistry. It could advance today's lithium-ion as well as emerging sodium-ion and solid-state tech... Some [startups] are trying to use 3-D printing to create efficiencies in existing battery manufacturing systems. A brave handful of startups are pursuing radical new designs and approaches. They're starting with defense applications, where cost and scale are less of an issue... At Silicon Valley-based Sakuu... [r]ather than trying to 3-D-print whole batteries, the company is working on replacing one of battery manufacturing's biggest pain points, says Arwed Niestroj, Sakuu's chief operating officer, who is also a nuclear physicist and former head of Mercedes-Benz Research & Development North America. Existing battery assembly lines include football-field-long ovens for drying layers of material that have been dissolved in solvents. This requires a huge amount of energy and is a significant contributor to manufacturing costs, a big reason EV batteries aren't cheaper. Sakuu's process, under development for years, uses additive manufacturing to lay down key battery components without solvents, eliminating the need for ovens, says Niestroj. Sakuu is currently working to commercialize this tech with a major battery manufacturer...
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- Is Tesla Planning To Sell Modular AI Data Center Hardware?
Electrek reports:Tesla wants to sell modular AI data center hardware, according to a new trademark application for a product called "Megapod." The filing describes a complete, self-contained computing system for AI workloads... Tesla filed the "Megapod" trademark (serial number 99893717) with the U.S. Patent and Trademark Office this month, through its longtime IP counsel. It's an intent-to-use application, meaning Tesla is claiming the name for a product it hasn't launched yet. The goods-and-services description is unusually specific for a trademark. Megapod covers "modular data center hardware systems for artificial intelligence computing, comprised of computer servers, computer hardware for artificial intelligence data processing, networking equipment, power distribution units, and cooling systems." It also covers "self-contained modular computing hardware systems for artificial intelligence workloads," integrated platforms sold as a single unit — an enclosure bundling compute, power distribution, and cooling — and downloadable software to monitor, manage, and optimize those systems. In plain terms: Tesla wants to sell a turnkey AI data center building block. Not a battery, not a chip on its own, but the full rack-and-room of servers, networking, power, and cooling that AI training and inference run on. Tesla's offering would have to compete with Nvidia's liquid-cooled, rack-scale systems that simulates a giant GPU, the article points out. But "The bigger issue is that Tesla has no merchant compute-hardware business to build on."Tesla's own AI training cluster, Cortex at Gigafactory Texas, runs on roughly 67,000 Nvidia H100-equivalent GPUs. In other words, Tesla is one of Nvidia's customers, not a competitor selling alternative hardware... Where Tesla does have a real AI-data-center business is power, not compute. Its Megapack and new Megablock energy storage products are selling into AI data centers as grid buffers — Musk's own xAI has bought roughly $1 billion of Megapacks to keep its training runs powered. That energy-storage strength is the one credible thread here. A Megapod that bundles Tesla's power electronics, thermal management, and the enclosure — the "shell" around the chips rather than the chips themselves — would at least sit adjacent to a business Tesla actually runs.
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- UK Official Promises Statements 'Around VPNs' and Further Teen Restrictions on Chatbots and Social Media
PC Gamer reports:The UK government is considering an Australia-style ban on social media for under-16s, with Prime Minister Keir Starmer saying that the ban could take effect as soon as spring next year. As for the much nearer future, Science and Technology Secretary Liz Kendall told BBC Breakfast earlier this week, "We will make further statements in July about VPNs and further restrictions." To be clear, no specific restrictions have yet been announced and Kendall sounded somewhat cautious about an outright ban during a parliament debate that took place the same day. "I have commissioned further research about their usage. There are really important issues to balance here," she says. "Many people want to use VPNs for privacy — that is important — but we know that some children use them to get around restrictions. I will come back to that in July in our response to the consultation." So, we'll have to wait until next month for anything definite, but it's hard not to feel like a full ban on VPNs is already on the table. If that does come to pass, more than the contents of my Bluesky inbox will be at stake. Utah in the US has already tried to implement a full VPN ban (though this was postponed until September after Aylo, the parent company of Pornhub, challenged the law in court)... [T]he UK could just be the next domino after Utah, potentially setting off a chain reaction that affects users around the world. The article also argues that age checks can also be a privacy nightmare "with the security breach that exposed the personal info of 70,000 Discord users last year being one case in point." Here's the complete statement from UK Technology Secretary Kendall. "I'll come back in July with a further statement around VPNs but also additional measures that we want to look at, further restrictions on AI chatbots that parents have found very worrying, more about overnight curfews or breaks in doomscrolling for 16- and 17-year-olds."
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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]
- Xfces new Wayland compositor sees first alpha release
The developer working on Xfwl4, the Wayland compositor for Xfce, has published the new compositors very first alpha release. Considering its only been six months or so of work, its impressive to see the effort reach this state already. The end goal of xfwl4 is to behave as closely as possible to an Xfce desktop running on an X server. Ideally a user could switch between the two without even knowing there’s a difference. In reality, of course, it won’t be quite that seamless, and there’s still more work to be done to get as close as possible to that ideal. This is a first solid cut at it, at the very least. ↫ Brian Tarricone Being the very first alpha release, it wont surprise you theres a few things missing or broken at this point. Still, if youre brave, you can download and build the release and try it out.
- Valve opens Steam Machine waitlist
Valve officially made the Steam Machine available (sort of but not really) today, and if you were hoping for the president of the Yacht Collectors Club to have found a loophole through the RAM and storage crisis, Ill be the bearer of bad news: the base Steam Machine model with 512GB of storage and no controller costs $1049 or €1039. Its clear that this price is significantly higher than Valve had originally anticipated, as the company dedicates the first part of its press announcement to this sticker shock. Steam Machine,`like our other hardware products, is made up of many components that we source from manufacturers around the world. The price at which we sell our hardware is a direct result of the cost of these components. We felt like we had a good understanding of how those costs might change over time when we first started sourcing them for Steam Machine back in 2023. That understanding was born from the many years of data we all have about the evolution of PC hardware prices – primarily, that it tends to get cheaper over time as new technology arrives. Over the past year or so, that has changed quickly and significantly, most visibly for RAM and storage components. There are a variety of reasons, all of which are affecting hardware products everywhere. The overall effect is that our original goal for the price of Steam Machine is no longer viable. So the prices were sharing today reflect the state of the world for manufacturing; or, more accurately, it reflects the price of the components as weve secured them over the past 6 months. Price wasnt the only thing impacted by all of this: availability was as well. There were periods where we found we couldnt source some of our components at all, at any price. More than anything else, this has impacted the number of units weve been able to produce for launch. ↫ Valve press announcement As Valve mentions, availability is also going to be an issue, and thus theyve had to settle on a complex reservation and lottery system. Between now and 25 June, you can sign up for a model, after which the entire pool of reservations will be randomised to determine a waitlist order. As machines become available, they will simply go down the list from first to last as determined by that randomisation. In other words, you cant just go out and buy one right away. At this price and for the hardware the Steam Machine contains an AMD Zen 4 CPU with 6c/12t up to 4.8 Ghz, a custom RDNA3 GPU, and 16GB of DDR5 RAM and 8GB of DDR6 video RAM youre probably better off sticking with what you already have. Until the AI! bubble pops and prices come down again, that is. Thanks, AI! techbros. Everybody despises you.
- A tale of two path separators
In macOS, you can apparently create files and directories in the Finder with names that include slashes. If you then go into the terminal and take a look with ls, youll see that the slashes are actually colons. I don’t understand all the nuances, but I know this is a side-effect of the fact that macOS has not one but`two`path separators: the slash (/) and the colon (:). The two separators are used in different contexts, and the system will translate between them as needed. These two separators reflect the two parent systems of modern macOS:`classic Mac OS`and the`Unix-like NeXTSTEP. When they were joined together, Apple’s engineers had to build a file system that was compatible with both the classic Mac’s file system (the Mac OS Extended File System, aka HFS+), and with NeXTSTEP’s file system (the Unix file system, aka UFS). Among other differences, these systems had different path separators: HFS+ used a colon, while UFS used a slash. ↫ Alex Chan (article from 2021) I had no idea macOS worked this way, but it makes sense considering the platforms dual history. Whats interesting is that when Apple moved to APFS almost a decade ago, this duality in path separators remained, most likely for backwards compatibility reasons. In a sense, this is somewhat similar to Windows supporting both backward and forward slashes, with the former being a leftover from DOS, and the latter an addition (to Windows) from the UNIX world. None of that beats Windows when using the Japanese or Korean locale, though. Because Japanese and Korean Windows use different codepages than Windows in the Americas and Western Europe, these versions of Windows render the backslash as the yen sign (¥) and and won (₩) sign respectively. As such, something like the Program Files directory actually renders like C:¥Program Files¥ and C:₩Program Files₩. Similar issues occurred in other Windows locales as well, but the impact of this in Japan and South Korea were so widespread that people just expect it to be that way, even if its easily fixed today. I cant find if Windows 11 still uses ¥/₩ in Japan/South Korea, since the last references of it I can quickly uncover all point to Windows 10.
- Apple internals: Swift in the kernel
Apples Swift has become the de-facto language for Apples own developers for a while now, and it seems that with the new operating system releases from the company unveiled during WWDC, Switch is now also being used in the kernel. Naturally I dropped what I was doing and went grepping through the iOS 27 kernelcache. Alas, nothing came of it. All is not lost though: I found the Embedded Swift runtime in macOS 27, sitting in`com.apple.kec.pthread`of all places. Then I went poking around the root filesystem and it turns out Apple gave the whole effort a name: KernelKit. Lets dissect it. ↫ Josh Maine Its still quite limited at this time, which makes sense you dont want to be too crazy with the core of the operating system that runs on god knows how many PCs, smartphones, and other devices. Its also entirely contained within a few kexts as embedded runtimes, and the XNU kernel itself remains entirely C and C++.
- I stored a website in a favicon!
Every website has a favicon. Its that little icon in your browser tab. Usually you upload it once and then never think about it again. But. A favicon is just an image. An image is just pixels. And pixels are just bytes. So of course I wondered if I could store something inside one. ↫ Tim Wehrle I love it when people do something useless just for fun.
- What was nice about the UI of Windows 2000
I mean, this is preaching to the choir, but lets go anyway. I liked the UIs of the entire era from 3.0 to 2000, really. Im mostly using Windows 2000 as an example here because it runs so well in QEMU/KVM and that allows me to easily take screenshots. Some of the following will sound absolutely trivial, but I think its worth pointing out. ↫ movq.de blog Just a series of observations about how much better graphical user interfaces were back in the 90s and early 2000s. Weve lost so many affordances based on both common sense and scientific study, and what we ended up with is a confusing, inconsistent mess. It doesnt really matter where you look user interface design has deteriorated since the early 2000s, a decline that only accelerated thanks to the arrival of the iPhone, where consistency is a dirty word, and the web, where the advertising people took prominence over the design people. I just want my buttons to look like buttons man.
- To study how chips really work, MIT researchers built their own operating system
A fascinating novel approach by researchers at MIT, called Fractal, to study in-depth how processors actually work. A team at MIT’s Computer Science and Artificial Intelligence Laboratory (CSAIL) decided to build something different. Fractal, an operating system kernel written from the ground up, treats the hardware itself as the object of study. Its first major use, a deep look at branch predictors — a CPU’s way of guessing what code to run next, before it knows for certain, so it doesn’t have to waste time waiting to find out — inside Apple’s M1 processor, has already turned up findings that prior work missed, including the first evidence that a class of speculative attack known as “Phantom” affects Apple Silicon. “We’re using hardware in ways it wasn’t designed for,” says Joseph Ravichandran, the MIT PhD student in electrical engineering and computer science (EECS) who led the project. “It’s not even obvious that this is a possible thing you could do with the hardware. But we found a way to pull all these different primitives off. It’s like a microscope. If you’ve got a hand magnifying glass, you can see a little bit. But if you had an electron microscope, now we’re really talking. That’s what Fractal is. The electron microscope of operating systems.” ↫ Rachel Gordon at MIT News While Fractal is small, its creators also added POSIX system calls, a C library, vim, GCC, a shell, and more. This way, it feels more familiar, and makes it easier for researchers to get started with the tool. Fractal is open source and hosted on GitHub, it has its own website, and theres a detailed research paper with more in-depth information.
- AmigaOS 2: the greatest upgrade
Five years after releasing the Amiga 1000, Commodore was about to launch the Amiga 3000, their first real high-end Amiga. With a 68030 processor, on-board SCSI and a slightly updated graphics chipset, all in a sleek desktop case, the Amiga was truly ready for the era of professional 32-bit computing. But Moores law wasnt the only thing thad had been pressuring Commodore since the release of the Amiga 1000: The desktop metaphor had matured even further, and the competition had been hard at work. IBM had launched OS/2, Windows 3.0 had turned Microsofts offering from a proof of concept into something actually usable, and new players had entered the scene among them NeXTStep, with its polished 3D look. It was time to bring AmigaOS, too, into the 1990s. ↫ Carl Svensson Its interesting theres a lot of focus on the first version of the Amiga operating system and the third one, but you dont hear a lot about AmigaOS 2.x. It turns out this is rather odd, because as Svensson details, this version came with an absolute ton of changes and improvements, from an entirely new widget toolkit to a brand new file system, and so much more. The new widget toolkit and accompanying style guide also ensured that the operating system looked, felt, and behaved consistently. Remember when we cared about that? Theres so much more cool features, though, like command history, line editing, universal clipboard support and more just for the CLI, as well as something called Commodities. These were tiny little programs managed from a central location, which didnt even need a GUI to work. Commodities included by default were things like ClickToFront, a focus-follows-mouse option, and more. Oh and of course, BASIC was replaced by ARexx. The list just keeps going, and you should really read Svenssons article.
- Oracle Solaris 11.4 SRU93 released
Oracle is sticking to its promise of more regular Solaris updates with the release of Oracle Solaris 11.4 SRU93. This release, like other SRU releases, is for paying Solaris customers, as the CBE releases for enthusiasts are on a different cadence. With Solaris focus being on enterprise server environments, it should come as no surprise that most of the changes and improvements are focused on things like enterprise networking and security, such as changes to how policy settings for the Kernel Crypto Framework (KCF) are stored, moving from using RPC over sockets instead of STREAMS, and more. Of course, theres also the long list of updated open source packages. SRU 93.221.2 updates a broad set of platform, runtime, developer, networking, desktop, and open source components. Notable updates include Apache Tomcat to 9.0.116, bash to 5.3 patch 9, BIND to 9.20.18 and 9.20.21, Django 4.2 to 4.2.30, Django 5.2 to 5.2.13, Firefox to 140.8.0esr, Golang to 1.25.8, Node.js 20 to 20.20.2, Node.js 22 to 22.22.2, Node.js 24 to 24.14.1, NSS to 3.119.1, Perl to 5.42, Python 3.11 to 3.11.15, Python 3.13 to 3.13.12, RabbitMQ to 4.2.4, Thunderbird to 140.8.0esr, vim to 9.2.0340, and zlib to 1.3.2. Additional updates include development tools, Python modules, X11 utilities, printing components, libraries, cryptographic packages, networking tools, and desktop-related packages. ↫ Colin Kavanagh at the Oracle Solaris Blog Existing Oracle Solaris customers can update to the new release through pkg update.
- Android 17 released for Pixel devices with very few interesting improvements
Yesterday, Google released Android 17 to Pixel devices, so late last night I updated my Pixel 10 Pro with the intent to write a news item about the release today. The reality is that that I totally forgot I even upgraded last night, because Android 17 is about the biggest nothingburger Ive ever seen. Virtually all of the new features listed in the upgrade blurb on my phone were AI! nonsense I dont encounter, so over the course of the day, I didnt really notice anything new about my phones operating system. The only interesting feature that I think will be particularly useful on tablets and perhaps foldable devices is something called App Bubbles!. Basically, you can turn any application into an overlay that can be minimised into a bubble, which then lives anywhere on your screen. Tap it, and you can maximise the overlay again. This little multitasking bubble can contain multiple applications, effectively making it a dock or taskbar. Neat, but I didnt see much use for it on my phone. The remainder of the new non- AI! features are hard to spot, at best. I guess the ability to turn one half of a foldable display into a gamepad is neat if you can deal with gaming on glass buttons (I cannot), and the changes to location access (you can now grant it for just one time) and contacts access (its more fine-grained and temporary now instead of granting access to everything forever) are welcome, but thats about it for user-facing features. Under the hood, the one thing that stands out is that Google is enforcing stricter memory limits for applications, based on how much RAM a device has. The idea is that this should prevent memory leaks from getting out of control and leading to crashes, which is nice, especially for devices with less RAM. Android 17 is available for Pixel devices now, and will probably find its way to non-Pixel devices over the coming months or years. With how little meat there is on Android 17s bones, this might be the first release where Androids update woes dont really matter.
- KDE Plasma 6.7 released
The KDE team released KDE Plasma 6.7 today, and with it comes a long list of improvements, new features, bug fixes, new old themes, and so much more. A new feature that is sure to please those among us who use virtual desktops: you can now have different virtual desktop setups per display. Its been a long-requested feature, so its great to see it makes its way to the KDE users. I despise virtual desktops, but Im happy to see something that I assumed was already part of KDE to finally actually become available. Another major feature in KDE Plasma 6.7 is something weve already talked about: the return of the classic Oxygen and Air themes from the KDE 4.x days. These themes have seen extensive work over the past year or so to make them usable on the latest KDE release, which includes tons of bug fixes, visual nips and tucks, and countless additions to the collection of assets required to make a modern KDE theme look complete. This includes a ton of new icons in the old styles, light and dark modes, accent colour support, and much more. Theres still work left here, including adding support for QtQuick/Kirigami applications which brings us to the next major new addition to KDE 6.7 This is also something weve already talked about: Union. I wont repeat what I already explained last time Union came up, but suffice it to say that Union effectively unifies the various different ways KDE applications are themed, allowing theme designers to use relatively standard CSS to create themes that cover every aspect of the KDE user experience. Before Union, theme designers had to create individual, unique themes for a variety of parts of KDE the Plasma desktop, QtWidgets using QStyle, QtQuick/Kirigami which was a ton of work, and in the case of QtQuick/Kirigami, wasnt really possible at all. As such, without Union, KDEs theming is essentially broken, and Union fixes that. For now, Union is not enabled by default, and must be installed and enabled separately for testing. Of course, theres a ton of other smaller new features, changes, and bug fixes as well. KDE Plasma 6.7 will find its way to your distribution soon enough.
- Apple adds keylogger to iOS App Store for targeted advertising: tied to your account and unencrypted
A week or so ago, Apple announced a bunch of features for the App Store on iOS, including personalised recommendations based on your activity and usage of iOS. It turns out this includes a keylogger (taplogger?) in the App Store, which records every single tap you make, every single letter you enter, and a lot of other information. All of this information is unencrypted and sent to Apple. Now Apple is putting the extensive identifiable analytics they collect in the App Store in action. They record every tap and there’s no way to turn it off. They can even calculate your typing speed. ↫ Michael Tsai, quoting Mysk The provided screenshots of the data collected are terrifying, especially because the data is unencrypted, sent to Apple, and fully tied to your user account. Apple clearly wants a slice of that big, juicy advertising pie, and they, too, are discovering that the easiest and best way to serve targeted ads is to collect as much data as they can about you. Of course, this is something the entire internet (but not OSNews!) and several megacorporations are built on by now, but Apple has been incredibly sanctimonious about how it supposedly actually cares about user privacy, making this keylogger yet another case of Apples hypocrisy on full display. Of course, if you care about privacy, youre entirely free to download your iOS applications from somewhere other than the App Store and install them yours0 Oh, wait.
- The time the Windows x86 emulator team found code so bad that they fixed it during emulation
Another story from the good old days from Raymond Chen. During an exchange of war stories, a colleague of mine told one from back in the days when Windows included a processor emulator for x86-32 on systems that natively ran some other processor. (This has happened many times. And no, I don’t know which processor this particular story applied to.) ↫ Raymond Chen at The Old New Thing So the core of the story comes down to this: All in all, it took this program 256 kilobytes of code to initialize 64 kilobytes of data. ↫ Raymond Chen at The Old New Thing The people working on Windows were so offended by this, they added code to the processor emulator just to fix this program.
- FreeBSD 15.1 released
Speaking of FreeBSD, the project released version 15.1 of their operating system today. As its a point release, its not full of massive changes, but it still brings the LinuxKPI-based wireless drivers up to Linux 7.0, support for the C23 version of the C has progressed considerably, Unicode has bene updated to version 17.0.0 and CLDR 48, and more.
- FreeBSD 15 with KDE and Wayland on a Laptop
Expect to see more and more articles like this one, as more and more people discover that FreeBSDs desktop/laptop support keeps improving rapidly. FreeBSD 15 really feels like a breakthrough release. It’s always been my favorite operating system for servers, but with the arrival of`pkgbase, massive improvements to theLinuxKPI`drivers, and the launch of the`Laptop Support and Usability Project, it’s become my primary desktop, too. ↫ Cullum Smith Since Smith tried FreeBSD 14.0, theres now KDE Plasma 6.x, you can leave legacy X11 behind and use Wayland on FreeBSD now, and support for Intel Wi-Fi chips has greatly expanded. Apparently, battery life has improved as well, which is one of the hardest problems to solve for an operating system, especially with the wide variety of hardware combinations in the x86 world. The rest of Smiths article is a guide to setting up FreeBSD 15 with KDE and Wayland. Its quite detailed with a ton of low-level tuning and fiddling, accompanied by clear and concise explanation of what the changes do, which I really like. Definitely a bookmark for anyone who wants to try out FreeBSD with KDE.
- Zinnia: a modular 64-bit UNIX-like kernel written in Rust
Its been a while since weve had a new operating system project written in Rust, so lets look at Zinnia. The kernel is written in (almost) 100% Rust and attempts to avoid unsafe code where possible. It implements a big range of POSIX APIs in system calls, but also exposes common extensions found in Linux and BSDs, like epoll and timerfd. This allows it to run a somewhat modern desktop using Wayland and X11 sessions. Most drivers are implemented as modules. These are Rust ELF dylibs which get loaded and linked during boot from an initrd, similar to Linux systems. Zinnia can boot from any UEFI based system thanks to the Limine bootloader. ↫ Zinnia OS website At least Weston and Xfce can run on Zinnia, even on real hardware, which is quite an achievement. The project was started in 2024 as a learning endeavour, but quickly grew out of control, as these projects are wont to do. The codes open source.
- The Growth of Vulnerability Management: The Rise of Agentic AI Pentesting
by Malana VanTyler
Cybersecurity shifts fast. Manual penetration tests remain valuable, especially for nuanced attack paths and business-logic issues, but they are expensive, point-in-time, and difficult to run continuously. By the time a report is delivered, the environment may have already changed. Automated scanners improved coverage and frequency, but most still rely on known signatures, templated checks, and shallow validation. They can find obvious issues, but they rarely match the adaptive reasoning, chaining, and persistence of a skilled attacker.Platforms like XBOW help security teams move toward continuous validation by running AI-driven tests that mimic large-scale human attackers. This shift moves the focus from periodic assessment and reactive patching toward ongoing exposure management and earlier prevention.
From Automation to Agency
To appreciate the value of these modern platforms, it’s important to separate traditional automation from what is called “agentic” AI. Earlier AI pentesting tools mostly worked like advanced “if-then” systems, running preset scripts and looking for known patterns. While useful to automate some tasks pentesters perform, these tools lack the ability to pivot.
If a standard tool hits a non-standard login portal, it generally stops. An agent platform, however, can identify and adapt to the obstacle, reason through potential bypasses, and attempt alternative tactics.
This core differentiator is the “agent,” a specialized model capable of goal-oriented planning. These platforms employ real-time attack path analysis tools. They identify a low-severity vulnerability and assess whether it could be exploited to gain access
to a high-value asset. This approach imitates how an advanced attacker moves laterally within a system. The result is a clearer and more realistic view of the organization’s real risk compared to just listing bugs in a spreadsheet without context.
Comparing Methodologies: Strategy and Execution
When comparing platforms in this area, the industry is shifting focus from just ticking off features to demonstrating how effectively those features can be used. Modern platforms, including XBOW, focus on high-fidelity testing that avoids disrupting production environments while still proving that a vulnerability is reachable.
Three main architectural approaches have emerged as standouts:
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- Linux Kernel 7.1 Officially Released with New NTFS Driver, Intel FRED, and Major Code Cleanup
by George Whittaker
The Linux kernel development team has officially released Linux Kernel 7.1, marking the first major update in the 7.x series. Announced by Linus Torvalds on June 14, 2026, the release introduces a mix of new features, hardware improvements, filesystem enhancements, and large-scale code cleanup efforts that continue modernizing the Linux platform.
While Linux 7.1 is not a long-term support (LTS) release, it delivers several significant changes that will eventually make their way into many Linux distributions over the coming months.
A Brand-New NTFS Driver Arrives
One of the most significant additions in Linux 7.1 is a completely rewritten in-kernel NTFS filesystem driver.
The new implementation has reportedly been under development for several years and replaces older code with a modern design built around Linux’s current storage infrastructure. The driver utilizes technologies such as iomap and folios, which improve efficiency and simplify future maintenance.
Benefits include:
Improved NTFS write performance Better handling of large files More modern filesystem architecture Easier future development and maintenance
For users who regularly exchange data between Linux and Windows systems, this is one of the most important improvements in the release.
Intel FRED Enabled by Default
Linux 7.1 also enables Intel Flexible Return and Event Delivery (FRED) by default on supported hardware.
FRED is a newer CPU mechanism designed to improve how processors handle interrupts and exceptions. By replacing older methods with a more streamlined approach, FRED aims to improve performance and reduce complexity in low-level CPU operations.
The feature primarily benefits newer Intel platforms, including upcoming processor generations.
Graphics Drivers Continue to Improve
Graphics support remains a major focus of kernel development, and Linux 7.1 delivers additional improvements for both Intel and AMD hardware.
Highlights include:
Performance enhancements for Intel Arc GPUs Continued work on Intel Battlemage graphics Updates for AMD Radeon hardware Expanded GPU reliability monitoring infrastructure through DRM-RAS support
These updates help improve gaming, desktop performance, and workstation workloads across modern Linux systems.
Steam Deck OLED Audio Fixes Land Upstream
Linux gamers receive a welcome improvement in this release as audio support fixes for the Steam Deck OLED have finally been merged into the mainline kernel.
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- Canonical Launches ARM Laptop Certification Program to Boost Ubuntu’s Next Generation of Mobile Computing
by George Whittaker
Canonical is expanding its hardware certification efforts with a new focus on ARM-powered laptops, a move that reflects the growing momentum behind ARM architecture in the personal computing market. As ARM processors become increasingly common in laptops thanks to their impressive balance of performance, battery life, and efficiency, Canonical aims to ensure that Ubuntu users receive a seamless experience on this emerging class of hardware.
The initiative represents another step in Ubuntu’s long-standing effort to provide reliable Linux support across a wide range of devices while strengthening relationships with hardware manufacturers.
Why ARM Laptops Matter More Than Ever
For years, x86 processors from Intel and AMD dominated the laptop market. However, the landscape has changed significantly as ARM-based systems have become more powerful and capable.
Modern ARM laptops offer several advantages:
Longer battery life Lower power consumption Reduced heat output Always-on connectivity capabilities Competitive performance for everyday workloads
As manufacturers increasingly invest in ARM hardware, Linux distributions face growing pressure to ensure compatibility matches what users expect from traditional x86 systems. Canonical has already spent years supporting ARM across cloud, server, IoT, and embedded environments, making laptops a natural next step.
What the Certification Program Does
The new certification effort builds upon Canonical’s existing Ubuntu Certified Hardware program, which validates systems through extensive testing covering both hardware and operating system functionality. Certified devices undergo comprehensive verification to ensure Ubuntu operates correctly across critical components and daily workflows.
Testing typically includes:
Wireless networking Audio functionality Graphics performance Bluetooth support USB device compatibility Power management Suspend and resume behavior Firmware integration Security features such as TPM support
The goal is to eliminate the uncertainty that Linux users sometimes face when purchasing new hardware.
Creating a Better Ubuntu Experience on ARM
Historically, Linux support on ARM laptops has varied significantly between devices. Some systems work exceptionally well, while others require manual configuration, custom kernels, or vendor-specific patches.
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- Btrfs Snapshot Deletion Gets Faster as Developers Tackle One of the Filesystem’s Biggest Pain Points
by George Whittaker
The Btrfs filesystem continues to receive significant performance tuning, and one of the latest areas of focus is snapshot deletion performance. While Btrfs snapshots have long been praised for their speed, flexibility, and efficient use of storage, deleting large numbers of snapshots has historically been one of the filesystem’s most resource-intensive operations.
Recent kernel development efforts are helping address that problem by improving metadata handling, reducing lock contention, and streamlining internal cleanup processes. The result is faster snapshot removal and less disruption on systems that rely heavily on snapshots for backups, rollbacks, and system recovery.
Why Snapshot Deletion Has Been Challenging
Btrfs is a copy-on-write (CoW) filesystem that stores data and metadata in a highly interconnected structure. This design enables many advanced features, including:
Instant snapshots Subvolumes Checksumming Compression Efficient data sharing between snapshots
However, the same architecture that makes snapshots so efficient to create can make them more complex to remove. When a snapshot is deleted, Btrfs must determine which blocks are still referenced by other snapshots and which can be safely reclaimed. On systems with many snapshots, this process can generate significant metadata activity.
Recent Performance Improvements
Developers have been working to reduce overhead associated with Btrfs metadata operations, which directly impacts snapshot cleanup performance.
Recent kernel updates include:
Reduced lock contention during extent tree operations More efficient extent buffer traversal Improved handling of internal filesystem structures Reduced contention during metadata searches General transaction and cleanup optimizations
These changes help the filesystem spend less time waiting on internal locks and more time performing actual cleanup work.
Less Impact During Cleanup Operations
One common complaint among Btrfs users has been elevated I/O activity during large snapshot deletion jobs.
On systems that maintain dozens, or even hundreds, of snapshots, cleanup operations could temporarily increase:
Disk activity CPU usage I/O wait times Metadata processing workloads
Recent improvements are designed to make these operations less disruptive by reducing bottlenecks inside the filesystem's metadata management code.
For users running backup servers, NAS appliances, or snapshot-heavy desktop systems, these optimizations can improve overall responsiveness while cleanup tasks run in the background.
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- How Digital Software Is Powering Innovation in Modern Product Design
by Will Jones
By enabling digitized production design, this digital software is freeing up businesses and individuals across numerous industries to work smarter, not harder.
To design a new product or tool is often a lengthy, labor-intensive process. Even the most successful and streamlined physical design process is intensive and iterative by nature; it is the process of taking something that begins as little more than an idea and turning it into reality. Inherently, that is going to take a great deal of translation, as well as trial and error. When working with real-world, physical elements, this also makes for a costly endeavor, as each new trial effort may prove essential to the long-term success of the design, but still has adverse financial effects. Dassault Systèmes offers CAD software to help businesses stay on top of advancements in their industries.
Before digital design software became widely adopted, engineers and designers often relied heavily on hand-drawn technical sketches and manual drafting methods during product development. Revising a design could require redrawing entire sections of a project, making the process both time-consuming and resource-intensive. Modern digital design systems have significantly changed these workflows by allowing teams to make rapid adjustments, automate calculations, and store detailed design information within a single platform. This shift has contributed to the broader adoption of digital tools across industries seeking more streamlined development processes.
Fortunately, though, in this new world of ever-advancing technological tools, the design process doesn’t have to be fraught with issues and obstacles anymore, thanks to systems such as CAD software. This new software is now enabling businesses to design smarter, faster, and more accurately by digitizing product development processes and improving collaboration across engineering and manufacturing teams.
Digital Design as the Foundation of Innovation
Digital software allows engineers to create precise digital models that can then serve as the foundation for product development. Compare this to the physical alternative, which has long been a well-thought-out sketch of the product in question. Even the most comprehensive of sketches is only going to be dealing with two dimensions, and is likely to leave room for confusion or error based on the interpretation of the subjective rendering.
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- GNOME Files Supercharges Search with Faster Results, Smarter Filters, and Better File Discovery
by George Whittaker
The GNOME project continues refining one of its most frequently used applications: GNOME Files (formerly known as Nautilus). Recent development efforts have focused heavily on improving the file manager’s search capabilities, making it easier to locate documents, media files, and folders across increasingly large storage volumes.
For many Linux users, file search has become one of the most important daily workflows. As personal data collections grow and SSDs make local storage faster than ever, GNOME developers are investing in tools that help users find information more quickly and efficiently. GNOME Files already relies on indexing technologies such as Tracker (now GNOME LocalSearch) to deliver fast results, and recent improvements are building on that foundation.
A Redesigned Search Experience
One of the most noticeable improvements is a redesigned search interface that makes searching feel more integrated into the overall file management experience.
Recent GNOME development previews introduced:
A cleaner search popover Inline result previews Improved keyboard navigation Faster access to search filters Better visibility of search options within the file manager interface
These refinements reduce the number of clicks required to narrow down results and help users locate files without leaving their current workflow.
Smarter Filtering Options
Search filters have become increasingly important as users store larger collections of documents, images, videos, and audio files.
GNOME Files has been expanding its filtering capabilities, allowing users to narrow searches more effectively based on:
File type Media category Search location Recent activity Indexed metadata
Earlier updates expanded support for additional audio and video file formats, making it easier to locate multimedia content directly from the search interface. This is particularly useful for users managing large media libraries.
Improved Search Performance
Fast search results are just as important as accurate ones.
GNOME Files continues leveraging the GNOME indexing framework to provide near-instant search results while minimizing system overhead. The file manager works closely with the LocalSearch indexing service to locate files quickly without repeatedly scanning entire drives.
This approach provides several benefits:
Faster file discovery Reduced CPU usage during searches Better scalability on large storage volumes More responsive user experience
For desktop users who frequently work with thousands of files, these performance gains can significantly improve productivity.
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- NixOS 26.05 ‘Yarara’ Released with Systemd Initrd by Default and Major Infrastructure Updates
by George Whittaker
The NixOS project has officially released NixOS 26.05, codenamed “Yarara,” continuing the distribution’s unique approach to Linux system management through declarative configuration, atomic upgrades, and reproducible deployments. The release introduces several important platform-level changes, modernized infrastructure components, and continued refinement of the Nix ecosystem.
As one of the most distinctive Linux distributions available today, NixOS continues attracting developers, DevOps engineers, and advanced Linux users who value predictable system behavior and highly reproducible environments.
What Makes NixOS Different?
Unlike traditional Linux distributions that install packages directly into shared system locations, NixOS is built around the Nix package manager, which stores software in isolated, versioned paths and generates complete system configurations declaratively.
This architecture provides several advantages:
Atomic system upgrades Reliable rollback capabilities Reproducible environments Easier infrastructure automation Reduced dependency conflicts
These features have helped NixOS gain popularity among developers managing complex systems and cloud infrastructure.
Systemd-Based Initrd Becomes the Default
One of the most significant changes in NixOS 26.05 is the move to a systemd-based Stage 1 initrd by default. The older scripted implementation is now deprecated and scheduled for removal in NixOS 26.11.
The initrd (initial RAM disk) is responsible for preparing the system during early boot before the main operating system loads.
According to the release notes:
Systemd now handles Stage 1 initialization by default The previous scripted implementation remains temporarily available Users can still revert using boot.initrd.systemd.enable = false Long-term migration toward the systemd-based approach is encouraged
This change is expected to improve consistency and simplify maintenance across modern NixOS deployments.
Continuing the Twice-Yearly Release Cycle
NixOS continues its established release cadence of publishing stable versions twice per year—typically around May and November. The 26.05 “Yarara” release follows the previous 25.11 “Xantusia” release and continues the project's steady development rhythm.
The 26.05 development cycle involved extensive staging, package testing, and release management work coordinated through the NixOS community.
Large-Scale Package and Infrastructure Updates
Like previous NixOS releases, 26.05 includes a massive collection of package updates across the software ecosystem.
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- GNOME 51 Development Officially Begins as ‘A Coruña’ Cycle Gets Underway
by George Whittaker
The GNOME Project has officially opened the development cycle for GNOME 51, the next major release of one of Linux’s most widely used desktop environments. Following the recent launch of GNOME 50 “Tokyo,” developers are already shifting focus toward the next chapter of the desktop’s evolution, which will carry the codename “A Coruña.”
While it’s still very early in the process, the release schedule is now taking shape, giving Linux users and developers an early look at what to expect over the coming months.
GNOME 51 “A Coruña” Is Now in Development
The new release is named A Coruña, after the Spanish city that will host GUADEC 2026, the annual GNOME Users and Developers European Conference. The event serves as one of the most important gatherings for GNOME contributors, where future desktop plans, technologies, and development priorities are discussed.
As soon as GNOME 50 was finalized, development work for GNOME 51 officially began, continuing GNOME’s well-established six-month release cadence.
Release Schedule Already Published
The GNOME team has outlined the preliminary roadmap for the GNOME 51 cycle.
Current milestone dates include:
GNOME 51 Alpha: June 27, 2026 GNOME 51 Beta: August 1, 2026 GNOME 51 Release Candidate (RC): August 29, 2026 GNOME 51 Final Release: September 16, 2026
These milestones provide time for:
Feature integration Public testing Bug fixing Performance optimization Final stabilization before release
As always, dates may shift slightly depending on development progress.
Still Too Early for Major Feature Announcements
Because the development cycle has only just started, GNOME developers have not yet revealed a finalized feature list. Most major design discussions and merge requests are still in their early stages.
However, several areas are already attracting attention.
Wayland Improvements Are Likely a Major Focus
One of the biggest transitions in recent GNOME history happened with GNOME 50, which completed the project’s move away from X11 by removing remaining X.Org support from the desktop environment.
Because GNOME is now fully committed to Wayland, many observers expect GNOME 51 to focus heavily on:
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- Alpine Linux Experiments with Systemd Compatibility While Keeping Its Lightweight Identity
by George Whittaker
Alpine Linux, one of the most recognizable non-systemd Linux distributions, is reportedly experimenting with an optional systemd compatibility layer, a move that has sparked intense discussion across the Linux community.
For years, Alpine has stood apart from mainstream Linux distributions by avoiding both glibc and systemd, instead relying on:
musl libc BusyBox OpenRC as its init system
Now, growing software compatibility pressures, especially around desktop applications, containers, and enterprise tooling, appear to be pushing Alpine developers to explore new approaches.
Why Alpine Linux Avoided Systemd for So Long
Alpine Linux built its reputation around simplicity, security, and minimalism. Unlike many mainstream distributions, Alpine intentionally avoided systemd in favor of the lighter and more modular OpenRC init system.
This design philosophy made Alpine extremely popular for:
Containers and Docker images Embedded systems Lightweight virtual machines Security-focused deployments
Its tiny footprint and reduced dependency chain became major advantages in cloud and container environments.
The Compatibility Problem Is Growing
Despite Alpine’s popularity, avoiding systemd has increasingly created compatibility challenges.
Many modern Linux applications now assume the presence of:
libsystemd systemd APIs glibc-specific behaviors
This has become particularly problematic for:
Desktop software Proprietary enterprise applications Monitoring agents Certain gaming and multimedia tools AI and container orchestration software
Historically, Alpine users often relied on:
Compatibility layers like gcompat Flatpak containers Docker workarounds Manually patched packages
The growing complexity of those workarounds appears to be one reason compatibility discussions are intensifying.
What the Experimental Compatibility Layer Actually Means
Importantly, Alpine Linux is not replacing OpenRC with systemd.
Instead, the project appears to be exploring:
Optional compatibility packages libsystemd support Improved API compatibility for software expecting systemd components
Experimental efforts already exist in the broader ecosystem. For example, unofficial projects have packaged portions of systemd, particularly libsystemd, for Alpine systems specifically to satisfy software dependencies without running full systemd services.
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- Debian Experiments with AI-Assisted Bug Triage as Open-Source Projects Face Growing Report Overload
by George Whittaker
The Debian project has begun exploring AI-assisted bug triage workflows, joining a broader movement across the open-source world to manage the rapidly increasing volume of software bug reports and vulnerability submissions.
While Debian developers are approaching the idea cautiously, the effort reflects a growing reality for large open-source projects: modern software ecosystems are producing more bugs, duplicate reports, and security findings than human maintainers can efficiently process alone.
The discussion arrives during a period of intense debate within Linux and open-source communities about how artificial intelligence should be integrated into software development and maintenance.
Why Debian Is Looking at AI-Assisted Triage
Debian is one of the largest and most complex Linux distributions in existence, maintaining tens of thousands of software packages across multiple architectures and release branches. Managing bug reports at that scale has always been challenging.
Now, AI-assisted vulnerability scanning and automated testing tools are dramatically increasing report volumes across open-source projects. Maintainers are increasingly facing:
Duplicate vulnerability reports Low-quality automated submissions Massive triage backlogs Security mailing list overload Increasing maintainer burnout
AI-assisted bug triage systems are being explored as a way to help organize, prioritize, and categorize incoming reports before human maintainers review them.
What AI-Assisted Bug Triage Actually Means
Importantly, Debian is not handing software maintenance over to AI systems.
Instead, AI-assisted triage generally focuses on repetitive administrative tasks such as:
Detecting duplicate bug reports Categorizing issues by severity Routing bugs to appropriate maintainers Summarizing lengthy reports Identifying missing reproduction details Prioritizing security-related submissions
The goal is to reduce the amount of manual sorting work maintainers must perform before actual debugging begins.
The Open-Source Community Is Divided
Debian’s experiments come during an ongoing debate about AI’s role in open-source development.
Some maintainers view AI-assisted tooling as necessary because software complexity has outpaced human review capacity. Others worry about:
Low-quality AI-generated reports Maintainer overload False positives Loss of contributor accountability “Drive-by” AI contributions with little human understanding
The Debian community itself has spent months discussing how AI-assisted contributions should be handled, but no final project-wide policy has yet been adopted.
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