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The Linux Kernel Runtime Guard (LKRG) is a out-of-tree loadable kernel module that attempts to detect and report violations of the kernel's internal invariants, such as might be caused by an in-progress security exploit or a rootkit. LKRG has been experimental since its initial release in 2018. In September 2025, the project announced the 1.0 version. With the promises of stability that version brings, users might want more information to decide whether to include it in their kernel.

Claims that Chinese technology for AI lags the US are a "fairy tale," Arthur Mensch, the chief executive officer of Mistral, said. From a report: "China is not behind the West," Mensch said in an interview on Bloomberg Television at the World Economic Forum in Davos, Switzerland on Thursday. The capabilities of China's open-source technology is "probably stressing the CEOs in the US." The remarks from the boss of one of Europe's leading AI companies diverge from other tech leaders at Davos, who reassured lawmakers and business chiefs that China is behind the cutting edge by months or years.

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Autodesk said today it plans to cut approximately 1,000 jobs, or roughly 7% of its workforce, as part of what the company described as the final phase of a global restructuring effort aimed at strengthening its sales and marketing operations. The maker of AutoCAD and other digital design software said a significant portion of the cuts will fall within customer-facing sales functions.

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How would Sony ceding control of its TV hardware business change the industry? The Verge has an optimistic take: [...] As of today, Sony already relies on different manufacturing partners to create its TV lineup. While display panel manufacturers never reveal who they sell panels to, Sony is likely already using panels for its LCD TVs from TCL China Star Optoelectronics Technology (CSOT), in addition to OLED panels from LG Display and Samsung Display. With this deal, a relationship between Sony and TCL CSOT LCD panels is guaranteed (although I doubt this would affect CSOT selling panels to other manufacturers). And with TCL CSOT building a new OLED facility, there's a potential future in which Sony OLEDs will also get panels from TCL. Although I should point out that we're not sure yet if the new facility will have the ability to make TV-sized OLED panels, at least to start. [...] There's some concern from fans that this could lead to a Sharp, Toshiba, or Pioneer situation where the names are licensed and the TVs produced are a shell of what the brands used to represent. I don't see this happening with Sony. While the electronics side of the business hasn't been as strong as in the past, Sony -- and Bravia -- is still a storied brand. It would take a lot for Sony to completely step aside and allow another company to slap its name on an inferior product. And based on TCL's growth and technological improvements over the past few years, and the shrinking gap between premium and midrange TVs, I don't expect Sony TVs will suffer from a partnership with TCL.

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Around 800 artists, writers, actors, and musicians signed on to a new campaign against what they call "theft at a grand scale" by AI companies. From a report: The signatories of the campaign -- called "Stealing Isn't Innovation" -- include authors George Saunders and Jodi Picoult, actors Cate Blanchett and Scarlett Johansson, and musicians like the band R.E.M., Billy Corgan, and The Roots. "Driven by fierce competition for leadership in the new GenAI technology, profit-hungry technology companies, including those among the richest in the world as well as private equity-backed ventures, have copied a massive amount of creative content online without authorization or payment to those who created it," a press release reads. "This illegal intellectual property grab fosters an information ecosystem dominated by misinformation, deepfakes, and a vapid artificial avalanche of low-quality materials ['AI slop'], risking AI model collapse and directly threatening America's AI superiority and international competitiveness."

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An expanded class-action lawsuit filed last Friday alleges that a member of Nvidia's data strategy team directly contacted Anna's Archive -- the sprawling shadow library hosting millions of pirated books -- to explore "including Anna's Archive in pre-training data for our LLMs." Internal documents cited in the amended complaint show Nvidia sought information about "high-speed access" to the collection, which Anna's Archive charged tens of thousands of dollars for. According to the lawsuit, Anna's Archive warned Nvidia that its library was illegally acquired and maintained, then asked if the company had internal permission to proceed. The pirate library noted it had previously wasted time on other AI companies that couldn't secure approval. Nvidia management allegedly gave "the green light" within a week. Anna's Archive promised access to roughly 500 terabytes of data, including millions of books normally only accessible through Internet Archive's controlled digital lending system. The lawsuit also alleges Nvidia downloaded books from LibGen, Sci-Hub, and Z-Library.

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ReactOS, an open-source project to develop an operating system that is compatible with Microsoft Windows NT applications and drivers, is celebrating 30 years since the first commit to its source tree. In that time there have been more than 88,000 commits from 301 contributors, for a total of 14,929,578 lines of code. There is, of course, much left to do.

It's been such a long journey that many of our contributors today, including myself, were not alive during this event. Yet our mission to deliver "your favorite Windows apps and drivers in an open-source environment you can trust" continues to bring people together. [...]

We're continuing to move ReactOS forward. Behind the scenes there are several out-of-tree projects in development. Some of these exciting projects include a new build environment for developers (RosBE), a new NTFS driver, a new ATA driver, multi-processor (SMP) support, support for class 3 UEFI systems, kernel and usermode address space layout randomization (ASLR), and support for modern GPU drivers built on WDDM.

Version 1.93.0 of the Rust programming language has been released. Notable changes include in updated version of the bundled musl library, thread-local storage for the global allocator, some asm! improvements, and a number of newly stabilized APIs.

Security updates have been issued by AlmaLinux (gpsd), Debian (inetutils and modsecurity-crs), Fedora (cpp-httplib, curl, mariadb11.8, mingw-libtasn1, mingw-libxslt, mingw-python3, rclone, and rpki-client), Oracle (gimp, glib2, go-toolset:rhel8, golang, kernel, mariadb-devel:10.3, and thunderbird), Red Hat (buildah, go-toolset:rhel8, golang, grafana, kernel, kernel-rt, multiple packages, openssl, osbuild-composer, podman, and skopeo), Slackware (bind), SUSE (ffmpeg-4, libsodium, libvirt, net-snmp, open-vm-tools, ovmf, postgresql17, postgresql18, python-FontTools, python-weasyprint, and webkit2gtk3), and Ubuntu (glib2.0 and opencc).

The new year was supposed to bring opportunities for beaten-down software stocks. Instead, the group is off to its worst start in years. From a report: The release of a new artificial intelligence tool from startup Anthropic on Jan. 12 rekindled fears about disruption that weighed on software makers in 2025. TurboTax owner Intuit tumbled 16% last week, its worst since 2022, while Adobe and Salesforce, which makes customer relationship management software, both sank more than 11%. All told, a group of software-as-a-service stocks tracked by Morgan Stanley is down 15% so far this year, following a drop of 11% in 2025. It's the worst start to a year since 2022, according to data compiled by Bloomberg. While unproven, the tool represents just the type of capabilities that investors have been fearing, and reinforces bearish positions that are looking increasingly entrenched, according to Jordan Klein, a tech-sector specialist at Mizuho Securities. "Many buysiders see no reasons to own software no matter how cheap or beaten down the stocks get," Klein wrote in a Jan. 14 note to clients. "They assume zero catalysts for a re-rate exist right now," he said, referring to the potential for higher valuation multiples.

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An anonymous reader quotes a report from Inside Climate News: Just 32 companies accounted for over half of global fossil carbon emissions in 2024, according to a report published Wednesday by the U.K.-based think tank InfluenceMap. That is down from 36 companies responsible for half the global CO2 emissions in 2023, and 38 companies five years ago. The analysis is the latest update to the Carbon Majors database, which tracks the world's largest oil, gas, coal and cement producers and uses production data to calculate the carbon emissions from each entity's production. The database, first developed by researcher Richard Heede and now hosted by InfluenceMap, quantifies current and historical emissions attributable to nearly 180 companies and provides annual updates. It is the only database of its kind tracking corporate-generated carbon emissions dating back to the start of the Industrial Revolution, research that's being used in efforts to hold major polluters accountable for climate harms. Despite dire warnings from scientists about the consequences of accelerating climate change, fossil fuel production is continuing apace. Last year, fossil fuel CO2 emissions reached a record high, topping 38 billion metric tons. In 2024 these emissions were 37.4 billion metric tons -- up 0.8 percent from 2023 -- and traceable to 166 oil, gas, coal and cement producers, according to the report. Much of the global carbon emissions in 2024 came from state-owned entities, which represented 16 of the top 20 emitters. The five largest emitters overall -- Saudi Arabia's Aramco, Coal India, China's CHN Energy, National Iranian Oil Co. and Russia's Gazprom -- were all state-controlled, and accounted for 18 percent of the total fossil CO2 emissions in 2024. ExxonMobil, Chevron, Shell, ConocoPhillips and BP -- the top five emitting investor-owned companies -- together were responsible for 5.5 percent of the total emissions in that year. Historically, ExxonMobil and Chevron rank in the top five for fossil carbon emissions generated from 1854 through 2024, accounting for 2.79 percent and 3.08 percent of overall carbon pollution, respectively. According to the analysis, the 178 entities in the database have generated 70 percent of fossil CO2 emissions since the start of the Industrial Revolution, and just 22 entities are responsible for one-third of these emissions. "Each year, global emissions become increasingly concentrated among a shrinking group of high-emitting producers, while overall production continues to grow. Simultaneously, these heavy emitters continue to use lobbying to obstruct a transition that the scientific community has known for decades is essential," said Emmett Connaire, senior analyst at InfluenceMap. The findings of the new analysis, he added, "underscore the growing importance of this kind of rigorous evidence in efforts to determine accountability for climate-related losses."

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Ars Technica's Benj Edwards reports: On Saturday, tech entrepreneur Siqi Chen released an open source plugin for Anthropic's Claude Code AI assistant that instructs the AI model to stop writing like an AI model. Called "Humanizer," the simple prompt plugin feeds Claude a list of 24 language and formatting patterns that Wikipedia editors have listed as chatbot giveaways. Chen published the plugin on GitHub, where it has picked up over 1,600 stars as of Monday. "It's really handy that Wikipedia went and collated a detailed list of 'signs of AI writing,'" Chen wrote on X. "So much so that you can just tell your LLM to... not do that." The source material is a guide from WikiProject AI Cleanup, a group of Wikipedia editors who have been hunting AI-generated articles since late 2023. French Wikipedia editor Ilyas Lebleu founded the project. The volunteers have tagged over 500 articles for review and, in August 2025, published a formal list of the patterns they kept seeing. Chen's tool is a "skill file" for Claude Code, Anthropic's terminal-based coding assistant, which involves a Markdown-formatted file that adds a list of written instructions (you can see them here) appended to the prompt fed into the large language model (LLM) that powers the assistant. Unlike a normal system prompt, for example, the skill information is formatted in a standardized way that Claude models are fine-tuned to interpret with more precision than a plain system prompt. (Custom skills require a paid Claude subscription with code execution turned on.) But as with all AI prompts, language models don't always perfectly follow skill files, so does the Humanizer actually work? In our limited testing, Chen's skill file made the AI agent's output sound less precise and more casual, but it could have some drawbacks: it won't improve factuality and might harm coding ability. [...] Even with its drawbacks, it's ironic that one of the web's most referenced rule sets for detecting AI-assisted writing may help some people subvert it.

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Blue Origin has unveiled an enterprise-focused satellite internet network called TeraWave, which promises up to 6 Tbps speeds via a mixed low- and medium-Earth orbit constellation. TechCrunch reports: The TeraWave constellation will use a mix of 5,280 satellites in low-Earth orbit and 128 in medium-Earth orbit, and Blue Origin plans to deploy the first ones in late 2027. It's not immediately clear how long Blue Origin expects it will take to build out the whole network. The low-Earth orbit satellites Blue Origin is building will use RF connectivity and have a max data transfer speed of 144 Gbps, while the medium-Earth variety will use an optical link that can achieve the much higher 6 Tbps speed. For reference, SpaceX's Starlink currently maxes out at 400 Mbps -- though it plans to launch upgraded satellites that will offer 1 Gbps data transfer in the future. "We identified an unmet need with customers who were seeking enterprise-grade internet access with higher speeds, symmetrical upload/download speeds, more redundancy, and rapid scalability for their networks. TeraWave solves for these problems," Blue Origin said in a statement.

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An anonymous reader quotes a report from the New York Times: Weight-loss drugs like Ozempic have transformed millions of lives with easily administered treatments and quick results. Now it turns out the dropped pounds may have a surprising perk for airlines, too: lower fuel costs, as slimmer passengers lighten their aircraft's loads. According to a study published last week by Jefferies, a financial services firm, the four largest U.S. carriers -- American Airlines, Delta Air Lines, Southwest Airlines and United Airlines -- could together save as much as $580 million per year on fuel thanks to weight-loss drugs, known as GLP-1s. One in eight U.S. adults said they were taking a GLP-1 in a November survey published by KFF, a nonprofit health research group. Fuel is among airlines' largest expenses. The Jefferies study estimates that the four airlines will together consume 16 billion gallons of fuel in 2026 at a total cost of $38.6 billion, nearly 20 percent of their total expenses. The savings from skinnier passengers would amount to just 1.5 percent of fuel costs. But airlines and pilots must scrutinize even the smallest changes to a plane's weight and balance, and a lighter payload means each jet burns less fuel to generate the thrust necessary to fly. Investors could also stand to benefit: The researchers estimated that a 2 percent reduction in aircraft weight could boost earnings per share by about 4 percent. "Please note savings are before any lost snack sales," the Jefferies analysts added.

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alternative_right quotes a report from The Intercept: Federal prosecutors on January 9 charged Aurelio Luis Perez-Lugones, an IT specialist for an unnamed government contractor, with "the offense of unlawful retention of national defense information," according to an FBI affidavit (PDF). The case attracted national attention after federal agents investigating Perez-Lugones searched the home of a Washington Post reporter. But overlooked so far in the media coverage is the fact that a surprising surveillance tool pointed investigators toward Perez-Lugones: an office printer with a photographic memory. News of the investigation broke when the Washington Post reported that investigators seized the work laptop, personal laptop, phone, and smartwatch of journalist Hannah Natanson, who has covered the Trump administration's impact on the federal government and recently wrote about developing more than 1,000 government sources. A Justice Department official told the Post that Perez-Lugones had been messaging Natanson to discuss classified information. The affidavit does not allege that Perez-Lugones disseminated national defense information, only that he unlawfully retained it. The affidavit provides insight into how Perez-Lugones allegedly attempted to exfiltrate information from a Secure Compartmented Information Facility, or SCIF, and the unexpected way his employer took notice. According to the FBI, Perez-Lugones printed a classified intelligence report, albeit in a roundabout fashion. It's standard for workplace printers to log certain information, such as the names of files they print and the users who printed them. In an apparent attempt to avoid detection, Perez-Lugones, according to the affidavit, took screenshots of classified materials, cropped the screenshots, and pasted them into a Microsoft Word document. By using screenshots instead of text, there would be no record of a classified report printed from the specific workstation. (Depending on the employer's chosen data loss prevention monitoring software, access logs might show a specific user had opened the file and perhaps even tracked whether they took screenshots). Perez-Lugones allegedly gave the file an innocuous name, "Microsoft Word - Document1," that might not stand out if printer logs were later audited. In this case, however, the affidavit reveals that Perez-Lugones's employer could see not only the typical metadata stored by printers, such as file names, file sizes, and time of printing, but it could also view the actual contents of the printed materials -- in this case, prosecutors say, the screenshots themselves. As the affidavit points out, "Perez-Lugones' employer can retrieve records of print activity on classified systems, including copies of printed documents." [...] Aside from attempting to surreptitiously print a document, Perez-Lugones, investigators say, was also seen allegedly opening a classified document and taking notes, looking "back and forth between the screen corresponding the classified system and the notepad, all the while writing on the notepad." The affidavit doesn't state how this observation was made, but it strongly suggests a video surveillance system was also in play.

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In an opinion piece for The Atlantic, senior editor Saahil Desai argues that media outlets are increasingly treating prediction markets like Polymarket and Kalshi as legitimate signals of reality. The risk, as Desai warns, is a future where news coverage amplifies manipulable betting odds and turns politics, geopolitics, and even tragedy into speculative gambling theater. Here's an excerpt from the report: [...] The problem is that prediction markets are ushering in a world in which news becomes as much about gambling as about the event itself. This kind of thing has already happened to sports, where the language of "parlays" and "covering the spread" has infiltrated every inch of commentary. ESPN partners with DraftKings to bring its odds to SportsCenter and Monday Night Football; CBS Sports has a betting vertical; FanDuel runs its own streaming network. But the stakes of Greenland's future are more consequential than the NFL playoffs. The more that prediction markets are treated like news, especially heading into another election, the more every dip and swing in the odds may end up wildly misleading people about what might happen, or influencing what happens in the real world. Yet it's unclear whether these sites are meaningful predictors of anything. After the Golden Globes, Polymarket CEO Shayne Coplan excitedly posted that his site had correctly predicted 26 of 28 winners, which seems impressive -- but Hollywood awards shows are generally predictable. One recent study found that Polymarket's forecasts in the weeks before the 2024 election were not much better than chance. These markets are also manipulable. In 2012, one bettor on the now-defunct prediction market Intrade placed a series of huge wagers on Mitt Romney in the two weeks preceding the election, generating a betting line indicative of a tight race. The bettor did not seem motivated by financial gain, according to two researchers who examined the trades. "More plausibly, this trader could have been attempting to manipulate beliefs about the odds of victory in an attempt to boost fundraising, campaign morale, and turnout," they wrote. The trader lost at least $4 million but might have shaped media attention of the race for less than the price of a prime-time ad, they concluded. [...] The irony of prediction markets is that they are supposed to be a more trustworthy way of gleaning the future than internet clickbait and half-baked punditry, but they risk shredding whatever shared trust we still have left. The suspiciously well-timed bets that one Polymarket user placed right before the capture of Nicolas Maduro may have been just a stroke of phenomenal luck that netted a roughly $400,000 payout. Or maybe someone with inside information was looking for easy money. [...] As Tarek Mansour, Kalshi's CEO, has said, his long-term goal is to "financialize everything and create a tradable asset out of any difference in opinion." (Kalshi means "everything" in Arabic.) What could go wrong? As one viral post on X recently put it, "Got a buddy who is praying for world war 3 so he can win $390 on Polymarket." It's a joke. I think.

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Inside this week's LWN.net Weekly Edition:

• Front: Singularity; fsconfig(); io_uring restrictions; GPG vulnerabilities; slab allocator; AshOS.
• Briefs: Pixel exploit; telnetd exploit; OzLabs; korgalore; Firefox Nightly RPMs; Forgejo 14.0; Pandas 3.0; Wine 11.0; Quotes; ...
• Announcements: Newsletters, conferences, security updates, patches, and more.

According to Bloomberg's Mark Gurman, Apple is reportedly planning a major Siri overhaul in iOS 27 and macOS 27 where the current assistant interface will be replaced with a deeply integrated, ChatGPT-style chatbot experience. "Users will be able to summon the new service the same way they open Siri now, by speaking the 'Siri' command or holding down the side button on their iPhone or iPad," says Gurman. "More significantly, Siri will be integrated into all of the company's core apps, including ones for mail, music, podcasts, TV, Xcode programming software and photos. That will allow users to do much more with just their voice." 9to5Mac reports: The unannounced Siri overhaul will reportedly be revealed at WWDC in June as the flagship feature for iOS 27 and macOS 27. Its release is expected in September when Apple typically ships major software updates. While Apple plans to release an improved version of Siri and Apple Intelligence this spring, that version will use the existing Siri interface. The big difference is that Google's Gemini models will power the intelligence. With the bigger update planned for iOS 27, the iOS 26 upgrade to Siri and Apple Intelligence sounds more like the first step to a long overdue modernization. Gurman reports that the major Siri overhaul will "allow users to search the web for information, create content, generate images, summarize information and analyze uploaded files" while using "personal data to complete tasks, being able to more easily locate specific files, songs, calendar events and text messages." People are already familiar with conversational interactions with AI, and Bloomberg says the bigger update to Siri will be support both text and voice. Siri already uses these input methods, but there's no real continuity between sessions.

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An anonymous reader quotes a report from TorrentFreak: Spotify and several major record labels, including UMG, Sony, and Warner, have taken legal action against the unknown operators of Anna's Archive. The action follows the shadow library's announcement that it would release hundreds of terabytes of scraped Spotify data. Unsealed documents reveal that the court already issued a broad preliminary injunction, ordering hosting companies, Cloudflare, and domain name services, to take action. [...] All these documents were filed under seal, as the shadow library might otherwise be tipped off and take countermeasures. These documents were filed ex-parte and kept away from Anna's Archive. According to Spotify and the labels, this is needed "so that Anna's Archive cannot pre-emptively frustrate" the countermeasures they seek. The lawsuit (PDF), which was unsealed recently, explains directly why Anna's Archive lost several of its domain names over the past weeks. The .ORG domain was suspended by the U.S.-based Public Interest Registry (PIR) in early January, while a domain registrar took the .SE variant offline a few days later. "We don't believe this has to do with our Spotify backup," AnnaArchivist said at the time, but court records prove them wrong. The unsealed paperwork shows that the court granted a temporary restraining order (TRO) on January 2, which aimed to target Anna's Archive hosting and domain names. The sealed nature of this order also explains why the .ORG registry informed us that it could not comment on the suspension last week. While the .ORG and the .SE domains are suspended now, other domains remain operational. This suggests that the responsible registrars and registries do not automatically comply with U.S. court orders. [...] While the unsealed documents resolve the domain suspension mystery, it is only the start of the legal battle in court. It is expected that Spotify and the music companies will do everything in their power to take further action, if needed. Interestingly, however, it appears that the music industry lawsuit may have already reached its goal. A few days ago, the dedicated Spotify download section was removed by Anna's Archive. Whether this removal is linked to the legal troubles is unknown. However, it appears that Anna's Archive stopped the specific distribution of Spotify content alleged in the complaint, seemingly in partial compliance with the injunction's ban on 'making available' the scraped files.

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According to a report by The Information (paywalled), Apple is reportedly developing an AirTag-sized, camera-equipped AI wearable pin that could arrive as early as 2027. "Apple's pin, which is a thin, flat, circular disc with an aluminum-and-glass shell, features two cameras -- a standard lens and a wide-angle lens -- on its front face, designed to capture photos and videos of the user's surroundings," reports The Information, citing people familiar with the device. "It also includes three microphones to pick up sounds in the area surrounding the person wearing it. It has a speaker, a physical button along one of its edges and a magnetic inductive charging interface on its back, similar to the one used on the Apple Watch..." 9to5Mac reports: The Information also notes that Apple is attempting to speed up development in hopes of competing with OpenAI's first wearable (slated to debut in 2026), and that it is not immediately clear whether this wearable would work in conjunction with other products, such as AirPods or Apple's reported upcoming smart glasses. Today's report also notes that this has been a challenging market for new companies, citing the recent failure of Humane's AI Pin as an example.

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