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    - Toilet Maker Toto's Shares Get Unlikely Boost From AI Rush
    An anonymous reader shares a report: Shares of Japanese toilet maker Toto gained the most in five years after booming memory demand excited expectations of growth in its little-known chipmaking materials operations. The stock surged as much as 11%, its steepest rise since February 2021, after Goldman Sachs analysts said Toto's electrostatic chucks used in NAND chipmaking will likely benefit from an AI infrastructure buildout that's tightening supplies of both high-end and commodity memory. [...] Known for its heated toilet seats, the maker of washlets has for decades been part of the semiconductor and display supply chain via its advanced ceramic parts and films. Its electrostatic chucks -- which it began mass producing in 1988 -- are used to hold silicon wafers in place during chipmaking while helping to control temperature and contamination, according to the company. The company's new domain business accounted for 42% of its total operating income in the fiscal year ended March 2025, Bloomberg-compiled data show.

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    - The Great Graduate Job Drought
    Global hiring remains 20% below pre-pandemic levels and job switching has hit a 10-year low, according to a LinkedIn report, and new university graduates are bearing the brunt of a labor market that increasingly favors experienced candidates over fresh talent. In the UK, the Institute of Student Employers found that graduate hiring fell 8% in the last academic year and employers now receive 140 applications for each vacancy, up from 86 per vacancy in 2022-23. US data from the New York Federal Reserve shows unemployment among recent college graduates aged 22-27 stands at 5.8% versus 4.1% for all workers. Recruiter Reed had 180,000 graduate job postings in 2021 but only 55,000 in 2024. In a survey of Reed clients last year, 15% said they had reduced hiring because of AI. London mayor Sadiq Khan said the capital will be "at the sharpest edge" of AI-driven changes and that entry-level jobs will be first to go.

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    - Wall Street Pushes Solo 401(k)s as More Americans Work for Themselves
    An anonymous reader shares a report: A niche retirement plan favored by freelancers is quickly becoming a hot Wall Street sales pitch, as more and more Americans look for ways to shelter a bigger chunk of their paychecks from taxes. Known as solo 401(k)s, they allow the self-employed to contribute $72,000 a year into tax-advantaged retirement accounts. That's nearly three times the maximum for typical salaried workers in the US. While they've existed for decades serving a workforce that often struggled to earn enough to max out those contributions, wealth planners like JPMorgan Chase & Co. and Betterment are now racing to tap into burgeoning demand from a newer, and wealthier cohort: Post-pandemic contractors and self-employed DIY savers looking to shelter more income, grow assets tax-deferred or tax-free, all with the click of a button. The pitch is simple: Because of a quirk in the tax code, self-employed workers effectively contribute twice to their 401(k)s -- once as an employee on their own behalf and then again as a business owner making matching contributions. The platforms take care of the paperwork and clients get institutional-level tax planning and investment flexibility. More than three-quarters of America's record 36 million small businesses now have just a single employee, the owner. Cerulli Associates projects that total 401(k) plans in the U.S. will surpass 1 million by 2030, and the fastest growth is expected in sub-$5 million "micro" accounts.

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    - China Makes Too Many Cars, and the World Is Increasingly OK With It
    After years of Western governments raising alarms about Chinese automotive overcapacity and erecting tariff barriers, an unexpected pivot is now underway as major economies cautiously open their markets to Chinese electric vehicles, Bloomberg writes. Beijing itself has started acknowledging the problem at home. Chinese regulators last week warned of "severe penalties" for automakers defying efforts to rationalize pricing in the country's car market, and earlier this month a government ministry urged battery makers to curtail expansion and cutthroat competition. The European Union imposed steep tariffs on Chinese EV imports in 2024 and is now considering replacing them with minimum import price agreements. Canada's Prime Minister Mark Carney last week decided to allow 49,000 Chinese EVs annually at a 6.1% tariff rate, removing a 100% surtax. Germany announced this week that its $3.5 billion EV subsidy program will be open to all manufacturers including Chinese brands. Germany's environment minister Carsten Schneider dismissed concerns during a January 19 press conference: "I cannot see any evidence of this postulated major influx of Chinese car manufacturers in Germany, either in the figures or on the roads." BYD registered an eightfold increase in sales in Germany last year and pulled ahead of Tesla, though Volkswagen still registered around 2,300 vehicles for every one BYD sold.

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    - Solar and Wind Overtake Fossil Fuels in the EU
    Wind and solar power overtook fossil fuels last year as a source of electricity in the EU for the first time, a new report found. Semafor adds: The milestone was hit largely thanks to a rise in solar power, which generated a record 13% of electricity in the EU, according to Ember. Together, wind and solar hit 30% of EU electricity generation, edging out fossil fuels at 29%. The shift is especially important with the bloc's alternative to Russian LNG -- Washington -- becoming increasingly unreliable and willing to weaponize economic tools. The US Commerce Secretary threw shade at the bloc's renewable push during Davos, warning that China uses net zero goals to make allies "subservient" by controlling battery and critical mineral supply chains. Still, renewables now provide nearly half of EU power, with wind and solar outpacing all fossil sources in more than half of member countries. "The stakes of transitioning to clean energy are clearer than ever," the Ember report's author said.

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    - Toronto Man Posed as Pilot To Rack Up Hundreds of Free Flights, Prosecutors Say
    A Toronto man posed as a pilot for years in order to fool airlines into giving him hundreds of free flights, prosecutors have alleged, in a case that has prompted comparisons to the Hollywood thriller Catch Me If You Can. From a report: Authorities in Hawaii announced this week that Dallas Pokornik, 33, had been charged with wire fraud after he allegedly fooled three major US carriers into giving him free tickets over a span of four years. Airlines typically offer standby tickets to their own staff and those with rival airlines as a way of ensuring the broader industry can effectively move employees across continents. According to court documents, Pokornik was a flight attendant for a Toronto-based airline from 2017 to 2019, but then used an employee identification from that carrier to obtain tickets, "which he in fact knew to be fraudulent at the time it was so presented." The only Toronto-based airline, Porter, told reporters it was "unable to verify any information related to this story." On one occasion, Pokornik is alleged to have requested a jumpseat in an aircraft's cockpit, which are normally reserved for off-duty pilots, even though he was not a pilot and did not have an airman's certificate. Federal rules prohibit the cockpit jumpseats from being used for leisure travel.

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    - Apple's Secret Product Plans Stolen in Luxshare Cyberattack
    An anonymous reader shares a report: The Apple supplier subject to a major cyberattack last month was China's Luxshare, it has now emerged. More than 1TB of confidential Apple information was reportedly stolen. It was reported in December that one of Apple's assemblers suffered a significant cyberattack that may have compromised sensitive production-line information and manufacturing data linked to Apple. The specific company targeted, the scope of the breach, and its operational impact were unclear until now. The attack was first revealed on RansomHub's dark web leak site on December 15, 2025, where the group claimed it had encrypted internal Luxshare systems and exfiltrated large volumes of confidential data belonging to the company and its customers. The attackers warned that the information would be publicly released unless Luxshare contacted them to negotiate, and accused the company of attempting to conceal the incident. According to the attackers' claims, the exfiltrated material includes vital files such as detailed 3D CAD product models and high-precision geometric files, 2D manufacturing drawings, mechanical component designs, circuit board layouts, and internal engineering PDFs. The group added that the large archives include Apple product data as well as information belonging to Nvidia, LG, Tesla, Geely, and other major clients.

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    - When Two Years of Academic Work Vanished With a Single Click
    Marcel Bucher, a professor of plant sciences at the University of Cologne in Germany, lost two years of carefully structured academic work in an instant when he temporarily disabled ChatGPT's "data consent" option in August to test whether the AI tool's functions would still work without providing OpenAI his data. All his chats were permanently deleted and his project folders emptied without any warning or undo option, he wrote in a post on Nature. Bucher, a ChatGPT Plus subscriber paying $20 per month, had used the platform daily to draft grant applications, prepare teaching materials, revise publication drafts and create exams. He contacted OpenAI support, first receiving responses from an AI agent before a human employee confirmed the data was permanently lost and unrecoverable. OpenAI cited "privacy by design" as the reason, telling Nature it does provide a confirmation prompt before users permanently delete a chat but maintains no backups. Bucher said he had saved partial copies of some materials, but the underlying prompts, iterations, and project folders -- what he describes as the intellectual scaffolding behind his finished work -- are gone forever.

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    - Anthropic's AI Keeps Passing Its Own Company's Job Interview
    Anthropic has a problem that most companies would envy: its AI model keeps getting so good, the company wrote in a blog post, that it passes the company's own hiring test for performance engineers. The test, designed in late 2023 by optimization lead Tristan Hume, asks candidates to speed up code running on a simulated computer chip. Over 1,000 people have taken it, and dozens now work at Anthropic. But Claude Opus 4 outperformed most human applicants. Hume redesigned the test, making it harder. Then Claude Opus 4.5 matched even the best human scores within the two-hour time limit. For his third attempt, Hume abandoned realistic problems entirely and switched to abstract puzzles using a strange, minimal programming language -- something weird enough that Claude struggles with it. Anthropic is now releasing the original test as an open challenge. Beat Claude's best score and ... they want to hear from you.

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    - Apple Accuses European Commission of 'Political Delay Tactics' To Justify Fines
    Apple has accused the European Commission of using "political delay tactics" to postpone new app marketplace policies and create grounds for investigating and fining the iPhone maker, a preemptive response to reports that the commission plans to blame Apple for the announced closure of third-party app store Setapp. MacPaw, the developer behind Setapp, said it would shut down the marketplace next month because of "still-evolving and complex business terms that don't fit Setapp's current business model." The EC is preparing to say that Apple has not rolled out changes to address key issues concerning its business terms and their complexity, according to remarks seen by Bloomberg. Apple said it disputes this finding. The company said it submitted a formal compliance plan in October proposing to replace its $0.59 per-install fee structure with a 5% revenue share, but the commission has not responded. "The European Commission has refused to let us implement the very changes that they requested," Apple said. The company also claimed there is no demand in the EU for alternative app stores and disputed that Setapp is closing because of its actions.

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    - 'Almost Everyone' Laid Off at Vimeo Following Bending Spoons Buyout
    Vimeo is laying off employees around the world just months after Italian software company Bending Spoons completed its $1.38 billion acquisition of the video hosting platform. Dave Brown, Vimeo's former brand VP, described the cuts on LinkedIn as affecting "a large portion of the company." One video engineer claimed "almost everyone" was laid off, "including the entire video team," and another software engineer said he lost his job alongside "a gigantic amount of the company." This marks Vimeo's second round of layoffs in less than six months. The company cut 10% of its workforce in September, just one week before Bending Spoons announced its acquisition plans. Bending Spoons has a history of post-acquisition layoffs at companies including WeTransfer, Filmic, and Evernote.

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    - US Formally Withdraws From WHO
    The United States formally withdrew from the World Health Organization on Thursday, making good on an executive order that President Trump issued on his first day in office pledging to leave the international organization that coordinates global responses to public health threats. The New York Times: While the United States is walking away from the organization, a senior official with the Department of Health and Human Services told reporters on Thursday that the Trump administration was considering some type of narrow, limited engagement with W.H.O. global networks that track infectious diseases, including influenza. As a W.H.O. member, the United States long sent scientists from the Centers for Disease Control and Prevention to participate in international decision-making about which strains to include in the flu vaccine. A W.H.O. meeting on next year's vaccine is scheduled for February. The official said the Trump administration would soon disclose how or whether it will participate. On Thursday, the administration said that all U.S. government funding to the organization had been terminated, and that all assigned federal employees and contractors had been recalled from its Geneva headquarters and its offices worldwide.

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    - TikTok Finalizes Deal To Form New American Entity
    An anonymous reader quotes a report from NPR: TikTok has finalized a deal to create a new American entity, avoiding the looming threat of a ban in the United States that has been in discussion for years. The social video platform company signed agreements with major investors including Oracle, Silver Lake and MGX to form the new TikTok U.S. joint venture. The new version will operate under "defined safeguards that protect national security through comprehensive data protections, algorithm security, content moderation and software assurances for U.S. users," the company said in a statement Thursday. American TikTok users can continue using the same app. [...] Adam Presser, who previously worked as TikTok's head of operations and trust and safety, will lead the new venture as its CEO. He will work alongside a seven-member, majority-American board of directors that includes TikTok's CEO Shou Chew. [...] In addition to an emphasis on data protection, with U.S. user data being stored locally in a system run by Oracle, the joint venture will also focus on TikTok's algorithm. The content recommendation formula, which feeds users specific videos tailored to their preferences and interests, will be retrained, tested and updated on U.S. user data, the company said in its announcement. The algorithm has been a central issue in the security debate over TikTok. China previously maintained the algorithm must remain under Chinese control by law. But the U.S. regulation passed with bipartisan support said any divestment of TikTok must mean the platform cuts ties -- specifically the algorithm -- with ByteDance. Under the terms of this deal, ByteDance would license the algorithm to the U.S. entity for retraining. The law prohibits "any cooperation with respect to the operation of a content recommendation algorithm" between ByteDance and a new potential American ownership group, so it is unclear how ByteDance's continued involvement in this arrangement will play out. Oracle, Silver Lake and the Emirati investment firm MGX are the three managing investors, who each hold a 15% share. Other investors include the investment firm of Michael Dell, the billionaire founder of Dell Technologies. ByteDance retains 19.9% of the joint venture.

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    - 'Active' Sitting Is Better For Brain Health
    alternative_right shares a report from ScienceAlert: A systematic review of 85 studies has now found good reason to differentiate between 'active' sitting, like playing cards or reading, and 'passive' sitting, like watching TV. [...] "Total sitting time has been shown to be related to brain health; however, sitting is often treated as a single entity, without considering the specific type of activity," explains public health researcher Paul Gardiner from the University of Queensland in Australia. "Most people spend many hours sitting each day, so the type of sitting really matters ... These findings show that small everyday choices -- like reading instead of watching television -- may help keep your brain healthier as you age." Across numerous studies, Gardiner and colleagues found that active sitting activities, like reading, playing card games, and using a computer, showed "overwhelmingly positive associations with cognitive health, enhancing cognitive functions such as executive function, situational memory, and working memory." Meanwhile, passive sitting was most consistently associated with negative cognitive outcomes, including increased risk of dementia. The study was published in the Journal of Alzheimer's Disease.

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    - AI Boosts Research Careers But Flattens Scientific Discovery
    Ancient Slashdot reader erice shares the findings from a recent study showing that while AI helped researchers publish more often and boosted their careers, the resulting papers were, on average, less useful. "You have this conflict between individual incentives and science as a whole," says James Evans, a sociologist at the University of Chicago who led the study. From a recent IEEE Spectrum article: To quantify the effect, Evans and collaborators from the Beijing National Research Center for Information Science and Technology trained a natural language processing model to identify AI-augmented research across six natural science disciplines. Their dataset included 41.3 million English-language papers published between 1980 and 2025 in biology, chemistry, physics, medicine, materials science, and geology. They excluded fields such as computer science and mathematics that focus on developing AI methods themselves. The researchers traced the careers of individual scientists, examined how their papers accumulated attention, and zoomed out to consider how entire fields clustered or dispersed intellectually over time. They compared roughly 311,000 papers that incorporated AI in some way -- through the use of neural networks or large language models, for example -- with millions of others that did not. The results revealed a striking trade-off. Scientists who adopt AI gain productivity and visibility: On average, they publish three times as many papers, receive nearly five times as many citations, and become team leaders a year or two earlier than those who do not. But when those papers are mapped in a high-dimensional "knowledge space," AI-heavy research occupies a smaller intellectual footprint, clusters more tightly around popular, data-rich problems, and generates weaker networks of follow-on engagement between studies. The pattern held across decades of AI development, spanning early machine learning, the rise of deep learning, and the current wave of generative AI. "If anything," Evans notes, "it's intensifying." [...] Aside from recent publishing distortions, Evans's analysis suggests that AI is largely automating the most tractable parts of science rather than expanding its frontiers.

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