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(Two Column)

- Debian: DSA-6354-1: libconfig-inifiles-perl
A flaw was discovered in libconfig-inifiles-perl, a Perl module to read .ini-style configuration files, which may result in the execution of arbitrary shell commands or file overwrite when processing specially crafted file names. For the stable distribution (trixie), this problem has been fixed in
- Debian: DSA-6353-1: gst-libav1.0
It was discovered that incorrect memory management in the ffmpeg plugin for GStreamer could result in heap memory corruption. For the stable distribution (trixie), this problem has been fixed in version 1.26.2-1+deb13u1. We recommend that you upgrade your gst-libav1.0 packages.
- Debian LTS: DLA-4637-1: libconfig-inifiles-perl security update
A flaw was discovered in libconfig-inifiles-perl, a Perl module to read .ini-style configuration files, which may result in the execution of arbitrary shell commands or file overwrite when processing specially crafted file names. For Debian 11 bullseye, this problem has been fixed in version
- Debian libconfig-inifiles-perl Important Arbitrary Command Exec DSA-6354-1
A flaw was discovered in libconfig-inifiles-perl, a Perl module to read .ini-style configuration files, which may result in the execution of arbitrary shell commands or file overwrite when processing specially crafted file names. For the stable distribution (trixie), this problem has been fixed in
- Debian gst-libav1.0 Moderate Heap Corruption Vulnerability DSA-6353-1
It was discovered that incorrect memory management in the ffmpeg plugin for GStreamer could result in heap memory corruption. For the stable distribution (trixie), this problem has been fixed in version 1.26.2-1+deb13u1. We recommend that you upgrade your gst-libav1.0 packages.

- 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.
- [$] Single-hop block replication with RMR and BRMR
How can cloud providers efficiently supply durable virtual block devices? RemoteDirect Memory Access (RDMA) provides a way for servers in a cluster to sharechunks of memory, but there still needs to be a protocol that operates on top ofRDMA to provide the guarantees expected of a block device. The kernel's RDMA transportlibrary (RTRS) provides a way to send messages via RDMA. Ipresented about twonew components built on top of RTRS at the 2026LinuxStorage, Filesystem, Memory Management and BPF Summit: Reliable Multicastover RTRS (RMR) and Block device over RMR (BRMR). These modules, which Iam working on with Jia Li, could be a way for cloud providers toexpose durable block devices with as little overhead as possible. To accomplishthat, however, we need some discussion and feedback from the community beforesending the modules upstream.
- Security updates for Thursday
Security updates have been issued by AlmaLinux (dracut, podman, postfix, rsync, xorg-x11-server, and xorg-x11-server-Xwayland), Debian (atril, firefox-esr, and nginx), Mageia (libcap, perl, and python-pillow), Oracle (firefox, gstreamer-plugins-base and gstreamer-plugins-good, httpd:2.4, kernel, libpng12, libpng15, libxml2, libxslt, opencryptoki, openssl, postfix, rsync, webkit2gtk3, xorg-x11-server, and xorg-x11-server-Xwayland), Slackware (bind, libidn, mozilla, and openssl), SUSE (alloy, docker, elemental-system-agent, glibc, grafana, helm, LibVNCServer, openssh8.4, perl-GD, perl-HTTP-Daemon, python-WebOb-doc, python311-google-adk, rustup, traefik2, wireshark, and xwayland), and Ubuntu (dolibarr, golang-go.crypto, graphite2, gst-plugins-bad1.0, kitty, libconfig-inifiles-perl, libnginx-mod-js, and webpy).
- [$] LWN.net Weekly Edition for June 18, 2026
Inside this week's LWN.net Weekly Edition: Front: State of Fedora; mTHP creation; overlayfs; buffer-heads cleanup; 7.1 statistics. Briefs: curl summer of bliss; 7.1 kernel; AUR compromise; Fedora election; FairScan 2.0; Firefox 152.0; Homebrew 6.0.0; KDE Plasma 6.7; LWN topic list; Quotes; ... Announcements: Newsletters, conferences, security updates, patches, and more.
- Fedora F44 election results
The resultsare in for Fedora's F44 election cycle for seats on the FedoraCouncil, Fedora EngineeringSteering Committee, FedoraMindshare Committee, and EPELSteering Committee.
Miro Hrončok and Aleksandra Fedorova have wonseats on the council. Neal Gompa, Fabio Valentini, Michel Lind,Maxwell G, and Simon de Vlieger have been elected to FESCo. SamyakJain, Akashdeep Dhar, Luis Bazan, and Mat Holmes have all been electedto the Mindshare Committee. The four candidates for the EPELcommittee, Carl George, Diego Hererra, Jonathan Wright, and TroyDawson were all automatically elected as there were an equal number ofcandidates and seats open. Congratulations to all the winners.
- Everything security at PyCon US 2026
The Python Software Foundation blog has a postwith a summary of the security-related content at PyCon US 2026 with links toslides from important sessions. The recordings will be published tothe PyCon US channel onYouTube, and the post will be updated with links to those videos asthey are made available.
- [$] Some buffer-heads cleanup work
Jan Kara has been workingon cleaning up how bufferheads are used by some kernel filesystems. In a shortfilesystem-track session at the 2026 Linux Storage,Filesystem, Memory Management, and BPF Summit, he gave an update onthat work and where it is headed. Topics included generic infrastructureto track buffer heads for metadata, a buffer-head cleanup for the Amigafilesystem, and some planned locking fixes.
- FairScan 2.0 released
Version2.0 of the FairScan document-scanning app for Android has beenreleased. The headline feature for this release is the addition ofoptical-character-recognition (OCR) support using Tesseract to produce PDFswith searchable text from scans. FairScan developer Pierre-YvesNicolas has written a detailedblog about adding the feature and explaining why it had not been addedpreviously.
That looks nice, so why didn't FairScan have it before? That'sbecause FairScan wasn't ready for it: I wouldn't be comfortable ifFairScan was giving you wrong text half of the time. To get goodresults from an OCR engine, you need to provide it a readableimage. If it's hard to read for a human, it's certainly also hard toread for an OCR engine.
Over the past year, I worked on different parts of FairScan'sautomatic processing to transform photos of documents into PDFs thatare easy for humans to read: document detection perspective correction shadow reduction brightness and contrast enhancement All this work on image processing helped FairScan produce cleanPDFs and can now also contribute to making text recognition effective.
FairScan is available via GooglePlay or F-Droid.

- How NVIDIA Vera CPU Performance Compares To The Ampere Altra Max
Last month on Phoronix was an exclusive first look at the NVIDIA Vera CPU performance compared to prior-generation NVIDIA Grace as well as the current AMD EPYC and Intel Xeon competition. Following that was looking at how the ARM Linux server performance has evolved over the past eight years of AArch64 Linux servers. A Phoronix Premium supporter recently requested wanting to see how Vera compares to Ampere Altra. While Ampere Altra has been in the marketplace now for more than five years, they are some of the most readily available ARM Linux server options for DIY/enthusiast builds given the scarcity of AmpereOne and lack of other readily available socketed ARM CPU options. This article shows how the performance compares between Ampere Altra Max and NVIDIA Vera.
- The Growth of Vulnerability Management: The Rise of Agentic AI Pentesting
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.
- Claude AI Assists In Fixing Years Old AMD Radeon Linux Display Bug Affecting Numerous Laptops
A bug in the AMDGPU Linux kernel graphics driver leading to some laptop displays freezing after periods of use may finally be close to being resolved. Given the length and quantity of bug reports and one of the problematic commits being tracked back to 2017, it's a heavy hitting issue for some Linux users. With the help of Claude Code, it looks like a fix is on the way to the Linux kernel...
- Native system rollback and snapshot management feature for Fedora 45
This will enable users on Fedora to finally be able to use a full Btrfs disk configuration without custom work outside of the installer. It will also help with improving the safety of software updates for those using Btrfs by having the system configured to automatically generate full system snapshots and boot entries for those snapshots for rescue/recovery purposes. In addition, this will enable future work on interesting custom alternative approaches for producing appliances (such as appliances built so that they receive updates via btrfs send/receive atomically and re-root) without unusual tooling.Targeted release: Fedora 45
- AI/LLM Patch Craziness Having An Impact On ARM64 Linux Kernel Development
The ongoing rise in AI/LLM-generated patches hitting the mailing lists and affecting development workflows continues to impact Linux kernel development. For the ARM64 architecture updates in Linux 7.2 is an interesting anecdote over over feeling like this activity has "slowed us down a little on the feature side" and having to deal with this AI/LLM patch activity resulted in some features now being postponed from making it for this current Linux kernel development cycle...
- Myna Announced As Speech-To-Text Solution For The Ubuntu Desktop
Earlier this month plans were shared publicly of Ubuntu 26.10 aiming to build a context-aware desktop with local AI features and one of the first capabilities to be integrated speech-to-text support. Now we have more details on the speech-to-text plans with Canonical announcing the Myna project...

- Hyundai Takes Full Control of Boston Dynamics As SoftBank Exits For $325 Million
Hyundai Motor Group is acquiring SoftBank's remaining 9.65% stake in Boston Dynamics for $325 million, "closing out SoftBank's last piece of Boston Dynamics and turning the Waltham, Massachusetts robotics company into a wholly owned Hyundai business," reports Startup Fortune. From the report: The price is $325 million for the remaining stake, according to the deal terms, and it follows the put option SoftBank retained when Hyundai bought control of Boston Dynamics in 2021. You should read that as a signal, not a footnote. Hyundai paid about $880 million for an 80% stake in Boston Dynamics in the 2021 transaction, valuing the company at roughly $1.1 billion at the time. SoftBank had bought Boston Dynamics from Alphabet in 2017, after Google had acquired the robotics lab in 2013. It was a strange ownership path for a company whose robots became famous on YouTube long before they became obvious commercial products. That part is changing. At CES in Las Vegas on January 5, 2026, Hyundai and Boston Dynamics showed the electric Atlas humanoid robot in public, with the Associated Press reporting that the life-sized robot stood up, walked around the stage and was remotely piloted for the demonstration. The useful detail was not the stagecraft. It was the deployment plan. A production version of Atlas is expected to begin work at Hyundai's electric vehicle plant near Savannah, Georgia, by 2028. [...] If Hyundai can turn that into repeatable manufacturing value, the SoftBank exit will look less like a tidy cleanup and more like the moment Hyundai stopped borrowing a robotics future and decided to own it outright.
Read more of this story at Slashdot.
- Canada Missed Chances To Inspect OceanGate's Titan Before Fatal Implosion
An anonymous reader quotes a report from Wired: A report from Canada's Transportation Safety Board has highlighted regulatory failures that allowed OceanGate's unregistered, unflagged, and uncertified Titan submersible to operate out St. John's, Newfoundland, for years before it imploded on a tourist trip to the wreck of the Titanic in 2023. "When it came to the Titan, critical information existed across multiple federal government organizations, but no one was responsible for connecting the dots," says TBS chair Yoan Marier in a statement. "Without a complete picture of the operation, the Titan continued to operate in Canada without regulatory oversight." [...] As OceanGate continued to operate from St. John's in 2021 and 2022, the Titan made successful dives to the Titanic and several sites within Canadian waters. The company eventually interacted with a total of 10 Canadian federal agencies, including Parks Canada, the Department of National Defense, and the Royal Canadian Mounted Police. But the company's operations were never directly reported to the team responsible for marine safety. "In terms of the actual people that were responsible for marine oversight, their focus was on the Canadian support vessel," says TSB investigator Jason Melvin. While TSB investigators did not have access to the wreckage of the Titan itself, which remains with the US Coast Guard, they did analyze portions of the carbon fiber left over from its manufacture. They calculated that a hull made to OceanGate's exact specifications might have been able to make hundreds of millions of dives to Titanic depths before failing. However, the composite samples as built had porosity and waviness between layers and were ground down in a way that might have introduced defects. When the TSB tested the compressive strength of the carbon fiber, it indicated the material could fail in as few as 30 deep dives. [...] The TSB is recommending increased oversight of the riskiest vessels and improvements in information sharing between departments, and is requiring that all human-occupied submersibles be subject to international construction and safety standards.
Read more of this story at Slashdot.
- New Unpatchable Exploit Targets Apple Devices With A12 and A13 Chips
Researchers have disclosed a new unpatchable BootROM exploit affecting Apple devices with A12, A13, S4, and S5 chips. The attack requires physical USB access and DFU mode, but can let an attacker run code before iOS loads, bypass signature checks, and boot modified software. 9to5Mac reports the details: In a highly detailed technical post published today, the Paradigm Shift Team details usbliter8, a new exploit that "leverages both a hardware bug in the USB controller and a specific configuration flaw present in the device firmware" and cannot be patched. The PS Team explains that ahead of today's disclosure, it shared its findings and worked with Apple Product Security to coordinate the release. The researchers also thanked Apple's security team for its "prompt response, constructive engagement, and cooperation throughout" the process. In a nutshell, this bug affects the following Apple SoCs: A12, S4, S5, and A13. [...] They add that "technical support for A12X/Z is possible," but "it is not currently implemented." That could add the 2018 and 2020 iPad Pro lineups to the list. The way usbliter8 works is: it sends specially crafted data to a device over USB while it is in DFU mode, confusing the USB controller and causing it to write data to the wrong part of memory. That gives an attacker with physical access to the device control over its startup process. From there, they can run their own code before iOS loads, bypass signature checks, and boot modified system software. Importantly, the exploit does not affect or compromise the device's Secure Enclave, which in practice means that data such as passcodes and encrypted user data remain secure. That said, PS Team says that "although usbliter8 doesn't affect SEP itself, it opens up wider attack vectors to compromise the Secure Enclave," adding that "by releasing this exploit publicly, we hope to highlight the real-world impact of these hardware flaws and contribute to a broader understanding of modern SecureROM security." [...] Given that this is also an unpatchable exploit, the researchers note that "affected users should be aware that migrating to newer hardware remains the most effective mitigation."
Read more of this story at Slashdot.
- EU To Soon Classify AWS and Azure As Gatekeepers Under DSA
The European Commission is reportedly preparing to provisionally classify Amazon Web Services and Microsoft Azure as "gatekeepers" under the Digital Markets Act, bringing cloud infrastructure under the law's stricter competition rules for the first time. The designation could require greater interoperability and data portability, making it easier for customers to switch providers, with a final decision expected by the end of 2026. Heise reports: This investigation began in November 2025, when the EU targeted the cloud power of US tech giants. The trigger was outages in cloud services with sometimes significant impacts on other internet services. Shortly before, an approximately 15-hour outage of the AWS cloud in the US meant that not only Amazon's own streaming services but also Atlassian, Docker, Epic Games, and the Signal messenger were unavailable or severely restricted. Shortly thereafter, Microsoft Azure also struggled with an outage, preventing air passengers from checking in and interrupting votes in the Scottish Parliament. As a result, European antitrust authorities have also scrutinized cloud services under the Digital Markets Act for the first time. The major cloud providers, primarily from the US, have so far evaded the EU's Digital Markets Act because a large part of their business is handled through corporate contracts. This makes it difficult to determine the number of individual users. However, this is one of the EU's most important criteria for determining the market power of companies. [...] As gatekeepers, AWS and Azure would be obliged to ensure interoperability and data portability. This would, for example, simplify switching cloud providers and allow customers to link other services with AWS or Azure clouds, instead of being limited to AWS and Azure offerings. Significant fines could also be imposed if the cloud services are found to be in violation of existing regulations.
Read more of this story at Slashdot.
- The Korean Telecom Giant At the Center of Anthropic's Mythos Controversy
An anonymous reader quotes a report from Wired: The Trump administration's move to impose export controls on Anthropic's most powerful AI technology followed a spat over the company granting South Korean telecom giant SK Telecom access to its Claude Mythos model, according to people familiar with the matter. US officials were concerned about what they alleged were SK Telecom's ties to China, those people said. Those concerns appear to have compounded when Amazon later flagged vulnerabilities to the White House it identified in Fable 5, a highly safeguarded version of Mythos that Anthropic released to the public on June 9. The Amazon researchers claimed that it was possible to circumvent some of Fable 5's guardrails and access Mythos' formidable cybercapabilities, though Anthropic and outside cybersecurity experts have argued these risks are not unique to Claude. The confluence of events is what ultimately led the White House to determine that it could not trust Anthropic to safeguard its most advanced AI technology, according to a person close to the administration. On Friday, the Trump administration ordered Anthropic to revoke access to Mythos and Fable 5 for all foreign nationals, including immigrants inside the US. Rather than gate access to its technology based on nationality, a process that would be difficult to implement while also preserving privacy, Anthropic decided it was better to disable access to the models entirely. The White House and Anthropic still remain at odds after days of negotiations about bringing Claude Mythos and Fable 5 back online. SK Telecom was one of roughly 150 organizations granted early access to Anthropic's vulnerability-detection model Claude Mythos through Project Glasswing, notes Wired. The White House later asked Anthropic to revoke the company's access, reportedly amid concerns about alleged China ties, and Anthropic immediately complied. There was, however, no mention of the telecom in the government's formal demand to restrict Mythos and Fable 5 to U.S. nationals. SK Telecom told a Korean newspaper that the "anonymous insider's remarks in foreign media lack verified facts, and our company has no ties to China."
Read more of this story at Slashdot.
- Meta Lobbies Congress For Protection From Child-Harm Lawsuits
Longtime Slashdot reader schwit1 shares a report from Reuters: Meta has lobbied the U.S. Congress for legal immunity from child-harm claims tied to social media products such as Instagram, as it faces thousands of lawsuits from young users and their families, according to a source familiar with the matter and proposed legislative language reviewed by Reuters. If adopted by lawmakers and passed into law as part of the Kids Online Safety Act (KOSA) under consideration in the U.S. Senate, such a provision could undermine thousands of lawsuits against Meta and other online platforms over harms to children. Meta and Google's YouTube face a combined $6 million in damages after they lost the first case at trial early this year. While legislators have given no indication of adopting the language, the lobbying effort shows the kind of legal protections Meta is seeking amid the biggest attempt to regulate online platforms in the U.S. since the 1990s. Meta has reportedly proposed the language in exchange for dropping its opposition to KOSA. Under the law, platforms would be required to mitigate harms to minors tied to features such as infinite scrolling, notifications, and appearance-altering filters.
Read more of this story at Slashdot.
- NASA Picks Eric Schmidt's Rocket Company For Mars Mission
NASA has selected Relativity Space to build and launch Aeolus, a 2028 Mars orbiter that would provide daily global measurements of dust, winds, and atmospheric temperatures to support future robotic and human missions. TechCrunch reports: The structure of the contract is akin to the deals that NASA made with SpaceX to fly cargo to the International Space Station, or Firefly Aerospace to put a lander on the Moon. The government agency handles the science, while the private company provides low-cost infrastructure. Aeolus, as the mission is dubbed, will contain four instruments to measure and image Mars from orbit, providing what NASA expects to be the first daily, global view of dust, winds, and temperature in its atmosphere. The agency said that data will make it safer for landers and, someday, astronauts, to visit the surface of the Red Planet. By pairing NASA's world-class instruments with commercial innovation and investment, we can deliver more science, more often, and reduce the time it takes to get essential data into the hands of researchers preparing for future human missions to Mars," NASA administrator Jared Isaacman said in statement. The mission is set to launch in 2028 -- a rapid pace that will require Relativity to design and build the spacecraft to carry the Aeolus instruments, and finish building the rocket that will carry it to space, all on a tight timeline. NASA did not disclose how much it is paying Relativity for the mission, and Relativity did not respond to questions from TechCrunch. Relativity was founded in 2015 by two former SpaceX and Blue Origin engineers, with the idea of using 3D printing to its maximum potential as a path to building a cheaper rocket. The company's first design, Terran-1, launched in March 2023 and failed mid-flight. Relativity doubled down by moving on to a larger design, dubbed the Terran R. Before Relativity could get it to the launch pad, the company ran into fundraising challenges, and Schmidt took a majority stake in the company in it last year, installing himself as CEO. He's been tight-lipped about the investment but has expressed interest in orbital data centers, and is thought to be using Relativity to launch a space telescope, Lazuili, financed by his family philanthropy, Schmidt Sciences.
Read more of this story at Slashdot.
- Rolls-Royce Secures Deal To Build Small Nuclear Reactors For Sweden
Rolls-Royce SMR has secured a multibillion-pound agreement to build three small modular reactors on Sweden's west coast, "marking a major step in the British engineering group's ambition to become a leading supplier of the technology in Europe," reports Euronews. From the report: Following a rigorous selection process that started in 2022, UK engineering giant Rolls-Royce's nuclear division, Rolls-Royce SMR, won the contract to build nuclear reactors for Sweden. As part of the deal, the group, selected by Videberg Kraft as its partner, will deliver three Small Modular Reactors (SMRs) to Sweden's west coast, at the Varo Peninsula. "The Videberg Project will build Sweden's first new nuclear power plant in more than forty years, supporting industries and households in southern Sweden," a press statement from Rolls-Royce said. The partnership with utility Vattenfall and developer Karnfull Next is seen as one of the most advanced opportunities for deployment outside of the UK. [...] The European Commission considers small modular reactors (SMRs) to be a promising low-carbon technology that could help support the bloc's clean energy and energy security goals. In order to remove regulatory barriers, the EU's SMR strategy was adopted in March 2026 to accelerate the development and deployment of the technology across Europe. SMRs are smaller than conventional nuclear power plants, typically generating between 20 and 300 megawatts of electricity. At the upper end of that range, a reactor could produce around 7.2 million kilowatt-hours of electricity per day -- enough to power hundreds of thousands of homes. The International Energy Agency (IEA) estimates that more than 1,000 small modular reactors could be deployed worldwide by 2050 under a supportive policy scenario, requiring cumulative investment of around $670 billion.
Read more of this story at Slashdot.
- Trump Admin Backs Off Plans To Kill Ocean Monitoring
An anonymous reader quotes a report from The Guardian: In May, the federal government announced without warning that it would take apart a network of ocean monitoring systems that it had spent over $350 million to build. No reason was given for the decision to shut down the Ocean Observatories Initiative (OOI), but suspicion immediately focused on the network's role in tracking climate change. But the OOI also provides data that's useful for weather forecasting and fisheries management, leading to widespread opposition. Today, it appears that the opposition has won, as the government will announce that it's reversing the decision. The big remaining question is how much damage the OOI took during the intervening month. [...] The OOI is a federally supported resource that provides ocean data for use by academic researchers, government planners, and private companies. It consists of arrays of monitoring systems in several locations in both the Atlantic and Pacific Oceans that can track things like currents, salinity, chemical levels, temperatures, and tectonic activity. (There are over 100 individual entries on the page that display the data gathered by the system.) Obviously, there are many potential uses of that data. The fact that it has been gathered continuously for a decade means it can help track changes in how carbon dioxide and heat enter the oceans. This is probably what made it a target for the climate change denialists who helped set the Trump administration's policy. Those policymakers are perfectly happy to annoy people with environmental concerns, but they apparently neglected to consider how upset everyone else would be about losing access to the other data. The ensuing public backlash led the Senate on Wednesday to unanimously agree with a measure that would block the government from taking down the OOI. Today's decision may indicate that the administration recognized it had gotten itself into a fight it knew it was losing. The National Science Foundation formally announced the decision, stating: "effective immediately, [it] will not proceed with further removal or descoping of equipment from the remaining arrays and will continue operations including planned maintenance." The agency added that it "appreciates the concerns raised by the range of stakeholders that have informed us they rely on data" from the OOI. The NSF also said it would "issue a Dear Colleague Letter to collect input from stakeholders and convene an expert panel to assess observational needs, evaluate available data sources, consider responses ... and help the agency identify a sustainable path for NSF's ocean observing systems."
Read more of this story at Slashdot.
- Adobe Adds Its AI Assistant To Premiere, Illustrator and InDesign
Adobe is expanding its Firefly AI assistant into Premiere, Illustrator, InDesign, and Frame.io, where it can automate all sorts of tasks such as organizing clips, renaming assets, adding interview markers, rearranging layers, and finding missing fonts. It's available starting today as part of a public beta. TechCrunch reports: Adobe is slowly transforming Firefly to increasingly resemble Canva, at least when it comes to AI features, loading up the app with AI tools that can generate images, videos and storyboards. The company is now adding a new feature called Elements that can save AI-generated characters, objects and locations for later use. Firefly is also getting a Projects feature that can store existing assets in one place, and share context. This could be useful for teams creating a video series or brand campaigns. Both of these features are currently available in a private beta. The company said users can now describe a brand and its style, or upload existing collateral, in Firefly to have it generate a brand kit, complete with logos, brand identity and color palettes, or even generate product videos from photos. Users can also create storyboards to create videos.
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- California 'Billionaire Tax' Makes Ballot Despite Opposition From Tech Moguls
California's proposed "billionaire tax" has gathered enough signatures to qualify for the November ballot, setting up a major fight between labor unions and some of Silicon Valley's richest figures. From the report: The California Billionaire Tax Act, colloquially known as the billionaire tax, would levy a one-time 5% tax on any California resident worth more than $1bn. The proposal is backed by the Service Employees International Union-United Healthcare Workers West as a means of funding California's strained healthcare and education programs. The proposal has become one of the state's biggest political flashpoints as it gained momentum throughout the year, with prominent billionaires, such as the Google co-founder Larry Page, making moves to cut ties with the state and Newsom vowing to block it from going to a vote. Although it has gained enough signatures for the ballot, the groups backing the measure have until June 25 to decide whether to move forward or potentially strike a deal with the state. While unions backing the group have framed the proposal as a way of getting the ultra-rich to pay their fair share, many of the state's tech elites have condemned the tax and spent millions attempting to crush it. The Google co-founder Sergey Brin has spent $82m alone on efforts to fight the tax, while joining other Silicon Valley billionaires in declaring he will leave California if it goes through. The Palantir co-founder Peter Thiel, crypto billionaire Chris Larsen and Ring founder James Siminoff are among the other tech moguls who have made huge political donations to groups opposing the tax. California has the most billionaires out of any state, many of whom have increased their wealth in recent years amid the AI boom.
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- Midjourney Pivots From AI Image Generation To Body Scanning Medical Spa
Midjourney is expanding beyond AI image generation with plans for a medical-imaging business built around a water-based, full-body ultrasound scanner that uses hundreds of thousands of sensors and AI to reconstruct MRI-like images. "As you descend into the water, hundreds of thousands of tiny elements take turns, sending out waves, listening together, compressing and then streaming data to a massive cluster where thousands of computers split the task," Midjourney explained in the announcement. "By looking at how the shapes of all the waves change, we reconstruct a detailed map or 'image' which basically lets us figure out what's in there." The company hopes to open a San Francisco scanning "spa" in late 2027, with 50,000 or more deployed around the world by 2031. The Register reports: It's not clear how fast the process is with the prototype unit, but Midjourney said its goal is for the whole thing to take around a minute. "We think it's completely possible that with enough early imaging in the future, the world could avoid 30% of all deaths and 50% of all healthcare costs," the company added. According to a "technical" video included in the announcement, there's a ring of 40 scanners included in the prototype unit the company has built. That ring of 40 elements contains 358,000 ultrasonic elements made up of tiny transducers that create ultrasound waves in water while listening for how they change when they slap the body of whoever is in Midjourney's dunk tank up to a thousand times a second. [...] Midjourney said that it's planning to open its first ultrasound scanner spa at the end of 2027, but it has another hurdle to jump: FDA approval. Beyond improving its tech so that the second-generation scanner is ready for its 2027 spa date, "regulation is the next limit," the company said. "Normally, for every diagnostic medical capability you need FDA approval," Midjourney explained. "We're starting by just giving you detailed body composition maps -- and we'll be submitting regular test results to the FDA for increased capabilities." Midjourney also fails to mention how it will store and secure those scans, whether it will use said scans to train its body composition-detection algorithms, and how it's ensuring those algorithms get things right that it usually take a human a few years of education and training to learn.
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- Bernie Sanders Unveils $7 Trillion Plan To Give Americans Control of AI Industry
An anonymous reader quotes a report from the Associated Press: As artificial intelligence companies reshape the economy and race toward trillion-dollar valuations, Sen. Bernie Sanders is proposing a sweeping transfer of wealth and power from the industry to the American public. The legislation, shown first to The Associated Press, would create a sovereign wealth fund overseen by an independent commission and financed through a one-time 50% tax on the stock of the largest AI companies. Sanders estimates that the tax would create a nearly $7 trillion fund that would generate hundreds of billions of dollars annually in direct payments to Americans and programs such as health care, education and housing. [...] The 50% tax would apply to AI companies that reach $200 million in annual AI sales. Any new AI company that reaches that benchmark would also be subject to the tax. It would create a sovereign wealth fund -- similar to those used by countries around the world and some U.S. states -- that Sanders estimates would be worth around $7 trillion. Unlike a traditional tax, the proposal would require companies to transfer stock rather than cash, effectively making the American public a major shareholder in the country's largest AI firms. A seven-person independent commission -- nominated by the president and confirmed by the Senate -- would manage the fund and use its voting shares "to block decisions that hurt the American people and to push for policies that help them," the bill summary says. Sanders proposes that a 5% annual dividend from the fund would provide direct payments of more than $1,000 to every American. If companies grow, the gains would be used for public goods such as education, housing and health care. Sanders argues taxpayers would not bear the losses if AI company valuations decline. "We're not going to lose any money, even if there is a bust in the bubble," Sanders said. The commission would be directed to "to block decisions that hurt the American people and to push for policies that help them," according to the summary. "The benefits cannot simply go to the handful of wealthy corporations. They will be shared by the American people," the independent Vermont senator said in an interview Wednesday. "The public has got to have a significant seat at the table to make sure that terrible things do not happen to ordinary people, and that in fact, AI benefits ordinary people, not hurts them," Sanders said.
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- Apple Announces Major App Store Changes on iOS in Brazil
Apple is allowing iPhone developers in Brazil to distribute apps through authorized alternative marketplaces and use third-party payment systems following action by the country's competition regulator. "In other words, developers in Brazil will be able to circumvent the App Store and Apple's in-app purchase system, but there are still fees," reports MacRumors. Apple will collect commissions ranging from 5% on externally distributed apps to as much as 26% for some App Store transactions using its payment system. From the report: Alternative app marketplaces will have to be authorized by Apple and will need to meet ongoing requirements. For apps that are still distributed through the App Store, developers will be able to include an alternative payment processing method in their app and/or link users to a website to complete a transaction. These changes are available on iOS 26.5 and later, and they are the result of regulatory action from Brazil's competition regulator. Apple has added a new page on its website with additional details for developers in Brazil. Apple said these changes introduce privacy and security risks for users, including children. The company has introduced safeguards to mitigate these risks, including a notarization process for iOS apps, an authorization process for app marketplaces, and limitations on external links and alternative payments for users under the age of 18. Apple has already allowed alternative app stores and/or third-party payment systems on iOS in the EU, Japan, and South Korea, and it will likely be forced to do so in the UK and Australia too, due to similar regulations in those countries.
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- Android 17 Drops For Pixel Phones and Watch
Google has begun rolling out Android 17, the June Pixel Feature Drop, and Wear OS 7 simultaneously across supported Pixel phones and watches. Highlights include floating app bubbles, improved foldable multitasking and gaming, tighter location and contact permissions, stronger lost-device protections, new Pixel AI tools, and up to 10% better Pixel Watch battery life. PhoneArena reports: Pixel owners are the clear winners, since everything here reaches Pixel first and a lot of it goes back to the Pixel 6. Fold owners get the most toys, with the Bubble Bar and foldable gaming mode built for the big screen. Watch wearers get the quietly important upgrade. Better battery and Live Updates make an everyday wearable easier to rely on, especially if you keep it on overnight. Google's latest Pixel Drop combines several AI-powered tools with a broader slate of Android 17 upgrades. Pixel owners gain Lyria 3 for generating music from text or images, Gemini Omni for creating custom video clips, enhanced call translation and screening, AirDrop-compatible Quick Share, expanded Magic Cue support, and conversational photo editing. Android 17 builds on those additions with floating app Bubbles, selfie-camera Screen Reactions, and a split-screen gaming mode for foldables, while also strengthening privacy and security with more granular location and contact permissions, improved lost-device protection, tighter PIN-guessing limits, and enhanced threat detection. Other additions include expanded parental controls, separate assistant volume and app memory settings, and an option to hide app names for greater privacy. You can read more about everything new in Android 17 in Google's blog post.
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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]

- 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.
- Haiku enables AVX512 support
Were a little deep into June already, but its only now that Haiku published its monthly progress report for May. Theres a bunch of fixes for drag-and-drop behaviour in Tracker, AVX512 support can now be enabled thanks to changes to the kernel’s FPU handling, some low-level changes were made for the Rust and Zig compilers, and further improvements were made to the boot process on the Raspberry Pi 5 (although a lot more work is needed on that front). Theres still no sixth beta since a few more blockers remain, but dont let that stop you from installing Haiku its stable enough as it is, sixth beta or no.
- Tribblix Milestone 40 for x86 released
Tribblix, the Illumos distribution focused on giving you a classic UNIX-style experience, has been updated with the release of Milestone 40. This version has some major component updates. Perl in now 5.42 instead of 5.34, and the default Python is now 3.13. The GCC suite is now version 14.2.0, go is version 1.26, Xfce has been updated to version 4.18, node is v22, with v24 added and v20 removed. ↫ Tribblix M40 release notes Theres a more detailed changelog, as well as the downloads page to get started. If youre already running Tribblix, you can update in-place, of course.
- Your EPUB is fine. Kobo disagrees. Blame Adobe.!
An infuriating story about something most of us dont really stop to think about: e-books and the rendering engines companies and software use to display them. It’s the year 2026. Thanks to the horrendous RMSDK which Kobo decided to use as their backbone for all book rendering (probably for DRM reasons), a single line of perfectly valid CSS turns a perfectly valid EPUB file into a “corrupted file” on Kobo and just drops the whole book. No clear error message, no fallback. Just a massive fail. ↫ André Klein The level of obnoxiousness goes even deeper: Kobo devices ship with a better, actually maintained renderer for e-books as well, but in order to have a book use it, the book file in question needs to have a specific file extension. Remember that e-book files are just packaged websites; theres no reason to do any of this nonsense with two rendering engines, one of which is shit and frozen in time. I have never had to do anything related to creating an e-book I just put books on my own Kobo and read them and even I am getting annoyed just reading this.
- Windows 1.0 and the WinAPI, 40 years later
How far can you get, application development-wise, by using only the original APIs from Windows 1.0, and only whatever came included by default with Windows 1.0? I finally decided to write an application for the very first version of Windows and see how different the modern WinAPI really is from its earliest versions. Windows 1.0 came out back in the mid-1980s the era of 16-bit processors, MS-DOS, and cooperative multitasking. At first glance, you might think it has almost nothing in common with modern Windows, but when you look specifically at the application API, that’s where things get interesting. I wanted to see how far it would be possible to go using only the capabilities of the first version of Windows. I didn’t want to just make a minimal example with a window and a menu, but a small, complete application with graphics, keyboard input, timers, and constant redrawing. For this experiment, I chose Xonix a simple yet surprisingly addictive game. ↫ Stanislav Safronov It turns out that surprisingly, despite the 40 years and massive changes since Windows 1.0, theres still a lot that feels recognisable. Its also remarkable that the code Safronov ended up with ran on every version of Windows from 1.0 to 10, but sine its a 16 bit application it no longer works on Windows 11. It also had a hiccup on Windows 95, but he suspects thats an issue in the 16 bit subsystem in Windows 95, and not in his code. The codes available on GitHub.
- Running DOS on the Behringer DDX3216 with a DIY BIOS from scratch
In 1994 I got my first computer: an Intel i486 DX2-66 with 4 MB RAM and a 512MB harddisk. The software was IBMs OS/2 and Microsofts Windows 3.11. In the next four years I was upgrading this machine every few months with more RAM (up to 16MB), a CD-ROM-drive and a soundblaster card. So I learned upgrading this machine, installing new software and finally learned how to program new software using BASIC. But I never got in touch with the boot-process or the details of MS-DOS. In 2026, 32 years later, I learned from some screenshots of the DDX3216, that Behringer used a real 386 processor within this machine. Immediately, some of my neurons fired in my head and I pondered if I could boot software and even a full operating system on this device. My goal was to learn how an x86-system is booting, how DOS takes over and what is necessary to get into the shell. ↫ Christian Nöding So this introduction is a bit cryptic if youre not aware of what a DDX3216 is I sure had no idea. The Behringer DDX3216 is a digital mixing console for use in music studios, and I think its about 25 years old or so. Apparently its built around a 386, and as Nöding details in this article, that means it can be made to run DOS. It also happens to have a small black and white LCD, so theres a place to route output to, as well. Furthermore, once you open it up, youll find things like a BIOS chip, PCMCIA slot, a floppy controller, serial/parallel port controller, and more. Sure sounds like a PC to me. After talking to companies and individuals who might have a BIOS compatible with the AMD 386 SoC used in the device bore no fruit, Nöding decided to develop his own BIOS, which involves getting all the devices, interfaces, and even the display to work properly as well. The next step was getting DOS to work, and after MS-DOS 6.22 refused to work, FreeDOS did the trick and booted just fine. Theres still a ton more possible things that can be done here, but this is already quite amazing.
- Swift at Apple: migrating the TrueType hinting interpreter
TrueType is a widely used vector font standard for rendering text in web pages, PDFs, operating systems, and applications. Familiar fonts like Helvetica, Garamond, and Monaco are all built on TrueType outlines. The format specifies a hinting interpreter intended to help outlines rasterize faithfully on low-resolution displays. Modern high-resolution displays enable beautiful typography from outlines alone, but TrueType fonts that need hinting to render legibly remain in use and we continue to support them. Font parsers process data from untrusted sources, making the TrueType hinting interpreter a security-critical attack surface. To make the format more resilient on Apple platforms, we rewrote its hinting interpreter from C to memory-safe Swift for the Fall 2025 releases. In addition to memory safety, we also improved performance: on average, our Swift interpreter runs 13% faster than the C interpreter it replaced. ↫ Scott Perry This article provides a deep dive into how, exactly they did that.

- 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: Go to Full Article
- 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. Go to Full Article
- 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. Go to Full Article
- 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. Go to Full Article
- 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. Go to Full Article
- 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. Go to Full Article
- 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. Go to Full Article
- 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: Go to Full Article
- 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. Go to Full Article
- 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. Go to Full Article
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