A Zillow listing for a $2.4 million house in a Dallas suburb is grabbing attention for its 5,786-square-foot data center with immersion cooling tanks, massive server racks, and two separate power grids. Tom's Hardware reports: With a brick exterior, cute paving, and mini-McMansion arch stylings, the building certainly looks to be a residential home for the archetypal Texas family. Prospective home-buyers will thus be disappointed by the 0 bedroom, 1 bathroom setup, which becomes a warehouse-feeling office from the first step inside where you are met with a glass-shielded reception desk in a white-brick corridor. The "Crypto Collective" branding betrays the former life of the unit, which served admirably as a crypto mining base. The purchase of the "upgraded turnkey Tier 2 Data Center" will include all of its cooling and power infrastructure. Three Engineered Fluids "SLICTanks," single-phase liquid immersion cooling tanks for use with dielectric coolant, will come with pumps and a 500kW dry cooler. The tanks are currently filled with at least 80 mining computers visible from the photos, though the SLICTanks can be configured to fit more machines. Also visible in proximity to the cooling array is a deep row of classic server racks and a staggering amount of networking. The listing advertises a host of potential uses for future customers, from "AI services, cloud hosting, traditional data center, servers or even Bitcoin Mining". Also packed into the 5,786 square feet of real estate is two separate power grids, 5 HVAC units, a hefty amount of four levels of warehouse-style storage aisles, a lounge/office space, and a fully-paved backyard. In other good news, its future corporate residents will not have an HOA to deal with, and will only be 20 minutes outside of the heart of Dallas, sitting just out of earshot of two major highways.

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An anonymous reader quotes a report from TorrentFreak: A French court has ordered Google, Cloudflare, and Cisco to poison their DNS resolvers to prevent circumvention of blocking measures, targeting around 117 pirate sports streaming domains. The move is another anti-piracy escalation for broadcaster Canal+, which also has permission to completely deindex the sites from search engine results. [...] Two decisions were handed down by the Paris judicial court last month; one concerning Premier League matches and the other the Champions League. The orders instruct Google, Cloudflare, and Cisco to implement measures similar to those in place at local ISPs. To protect the rights of Canal+, the companies must prevent French internet users from using their services to access around 117 pirate domains. According to French publication l'Informe, which broke the news, Google attorney Sebastien Proust crunched figures published by government anti-piracy agency Arcom and concluded that the effect on piracy rates, if any, is likely to be minimal. Starting with a pool of all users who use alternative DNS for any reason, users of pirate sites -- especially sites broadcasting the matches in question -- were isolated from the rest. Users of both VPNs and third-party DNS were further excluded from the group since DNS blocking is ineffective against VPNs. Proust found that the number of users likely to be affected by DNS blocking at Google, Cloudflare, and Cisco, amounts to 0.084% of the total population of French Internet users. Citing a recent survey, which found that only 2% of those who face blocks simply give up and don't find other means of circumvention, he reached an interesting conclusion. "2% of 0.084% is 0.00168% of Internet users! In absolute terms, that would represent a small group of around 800 people across France!" In common with other courts presented with the same arguments, the Paris court said the number of people using alternative DNS to access the sites, and the simplicity of switching DNS, are irrelevant. Canal+ owns the rights to the broadcasts and if it wishes to request a blocking injunction, it has the legal right to do so. The DNS providers' assertion that their services are not covered by the legislation was also waved aside by the court. Google says it intends to comply with the order. As part of the original matter in 2023, it was already required to deindex the domains from search results under the same law. At least in theory, this means that those who circumvented the original blocks using these alternative DNS services, will be back to square one and confronted by blocks all over again. Given that circumventing this set of blocks will be as straightforward as circumventing the originals, that raises the question of what measures Canal+ will demand next, and from whom.

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According to Bloomberg's Mark Gurman, Apple appears ready to embrace a thinner design language with the upcoming MacBook Pro, Apple Watch, and iPhone. MacRumors reports: When the M4 iPad Pro was unveiled last month, Apple touted it as the company's thinnest product ever, and even compared it to the 2012 iPod nano to emphasize its slim dimensions. Writing in the latest edition of his Power On newsletter, Gurman says that like the iPad Pro, Apple is now focused on delivering the thinnest possible devices across its lineups without compromising on battery life or major new features. Gurman writes that the new iPad Pro is the "beginning of a new class of Apple devices," and that Apple's aim is to offer "the thinnest and lightest products in their categories across the whole tech industry." Apple now reportedly has its sights on making thinner versions of iPhone, Apple Watch, and MacBook Pro over the next couple of years. Gurman's sources tell him Apple is now focused on developing a significantly skinnier iPhone in time for the iPhone 17 line in 2025, corroborating a May report by The Information. According to the latter report, Apple is planning to launch an all-new thinner iPhone 17 model next year that will allegedly feature a "major redesign" akin to the iPhone X. Gurman previously reported that Apple is planning a complete revamp of the Apple Watch for the device's tenth anniversary, dubbed "Apple Watch X." Since the original Apple Watch was unveiled in 2014 and launched in 2015, Gurman is unsure whether the Apple Watch X will be released in 2024 or 2025. However, Apple analyst Ming-Chi Kuo today claimed that this year's upcoming Apple Watch will have a larger screen and thinner design, which sounds like the sort of major overhaul and design signature that Gurman has suggested.

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After two years of testing, McDonald's has ended its use of AI-powered drive-thru ordering. "The company was trialing IBM tech at more than 100 of its restaurants but it will remove those systems from all locations by the end of July, meaning that customers will once again be placing orders with a human instead of a computer," reports Engadget. From the report: As part of that decision, McDonald's is ending its automated order taking (AOT) partnership with IBM. However, McDonald's may be considering other potential partners to work with on future AOT efforts. "While there have been successes to date, we feel there is an opportunity to explore voice ordering solutions more broadly," Mason Smoot, chief restaurant officer for McDonald's USA, said in an email to franchisees that was obtained by trade publication Restaurant Business (as noted by PC Mag). Smoot added that the company would look into other options and make "an informed decision on a future voice ordering solution by the end of the year," noting that "IBM has given us confidence that a voice ordering solution for drive-thru will be part of our restaurant's future." McDonald's told Restaurant Business that the goal of the test was to determine whether AOT could speed up service and streamline operations. By automating drive-thru orders, companies are hoping to negate the need for a staff member to take them and either reduce the number of workers needed to operate a restaurant or redeploy resources to other areas of the business. IBM will continue to power other McDonald's systems and it's in talks with other fast-food chains over the use of its AOT tech. The likes of Hardee's, Carl's Jr., Krystal, Wendy's, Dunkin and Taco Johns are already testing or using such technology at their drive-thru locations.

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An anonymous reader quotes a report from NBC News: U.S. Surgeon General Vivek Murthy on Monday called on Congress to require a tobacco-style warning for visitors to social media platforms. In an op-ed published in The New York Times, Murthy said the mental health crisis among young people is an urgent problem, with social media "an important contributor." He said his vision of the warning includes language that would alert users to the potential mental health harms of the websites and apps. "A surgeon general's warning label, which requires congressional action, would regularly remind parents and adolescents that social media has not been proved safe," he wrote. In 1965, after the previous year's landmark report from Surgeon General Luther L. Terry that linked cigarette smoking to lung cancer and heart disease, Congress mandated unprecedented warning labels on packs of cigarettes, the first of which stated, "Caution: Cigarette Smoking May Be Hazardous to Your Health." Murthy said in the op-ed, "Evidence from tobacco labels shows that surgeon general's warnings can increase awareness and change behavior." But he acknowledged the limitations and said a label alone wouldn't make social media safe. Steps can be taken by Congress, social media companies, parents and others to mitigate the risks, ensure a safer experience online and protect children from possible harm, he wrote. In the op-ed, Murthy linked the amount of time spent on social media to the increasing risk that children will experience symptoms of anxiety and depression. The American Psychological Association says teenagers spend nearly five hours every day on top platforms such as YouTube, TikTok and Instagram. In a 2019 study, the association found the proportion of young adults with suicidal thoughts or other suicide-related outcomes increased 47% from 2008 to 2017, when social media use among that age group soared. And that was before the pandemic triggered a year's worth of virtual isolation for the U.S. In early 2021, amid continued pandemic lockdowns, Murthy called on social media platforms to "proactively enhance and contribute to the mental health and well-being of our children." [...] A surgeon general's public health advisory on social media's mental health published last year cited research finding that among its potential harms are exposure to violent and sexual content and to bullying, harassment and body shaming.

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Cybercriminals are demanding payments of between $300,000 and $5 million apiece from as many as 10 companies breached in a campaign that targeted Snowflake customers, according to a security firm helping with the investigation. From a report: The hacking scheme has entered a "new stage" as the gang looks to profit from the most valuable information it has stolen, said Austin Larsen, a senior threat analyst at Google's Mandiant security business, which helped lead Snowflake's inquiry. That includes auctioning companies' data on illegal online forums to try to pressure them into making payments, he said. "We anticipate the actor to continue to attempt to extort victims," Larsen said. Snowflake, a cloud-based data analytics firm, said on June 2 that hackers had launched a "targeted" effort directed against Snowflake users that used single-factor authentication techniques. The company declined to comment on any specific customers.

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Apple said on Monday it will no longer offer its "buy now, pay later" service, Apple Pay Later, in the United States, and will instead focus on bringing installment loan offerings to Apple Pay users globally later this year. The company told 9to5Mac that the new feature will allow users to access installment loans from eligible credit and debit cards, as well as lenders, when checking out with Apple Pay. Existing Apple Pay Later users in the U.S. will still be able to manage their loans through the Wallet app. Apple Pay Later, which launched in the U.S. in March last year, allowed users to split purchases of $50 to $1,000 into four equal payments over six weeks without fees or interest. The company said the shift to a global installment loan offering will enable it to provide flexible payments to more users worldwide in collaboration with Apple Pay enabled banks and lenders.

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Proton, the secure-minded email and productivity suite, is becoming a nonprofit foundation, but it doesn't want you to think about it in the way you think about other notable privacy and web foundations. From a report: "We believe that if we want to bring about large-scale change, Proton can't be billionaire-subsidized (like Signal), Google-subsidized (like Mozilla), government-subsidized (like Tor), donation-subsidized (like Wikipedia), or even speculation-subsidized (like the plethora of crypto "foundations")," Proton CEO Andy Yen wrote in a blog post announcing the transition. "Instead, Proton must have a profitable and healthy business at its core." The announcement comes exactly 10 years to the day after a crowdfunding campaign saw 10,000 people give more than $500,000 to launch Proton Mail. To make it happen, Yen, along with co-founder Jason Stockman and first employee Dingchao Lu, endowed the Proton Foundation with some of their shares. The Proton Foundation is now the primary shareholder of the business Proton, which Yen states will "make irrevocable our wish that Proton remains in perpetuity an organization that places people ahead of profits." Among other members of the Foundation's board is Sir Tim Berners-Lee, inventor of HTML, HTTP, and almost everything else about the web. Of particular importance is where Proton and the Proton Foundation are located: Switzerland. As Yen noted, Swiss foundations do not have shareholders and are instead obligated to act "in accordance with the purpose for which they were established." While the for-profit entity Proton AG can still do things like offer stock options to recruits and even raise its own capital on private markets, the Foundation serves as a backstop against moving too far from Proton's founding mission, Yen wrote.

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The U.S. government on Monday sued Adobe, accusing the maker of Photoshop and Acrobat of harming consumers by enrolling them in its most lucrative subscription plans without clearly disclosing important terms. From a report: In a complaint filed in the San Jose, California, federal court, the government said Adobe failed to adequately disclose hefty early termination fees, sometimes reaching hundreds of dollars, when customers sign up for "annual, paid monthly" subscription plans. The government said Adobe hides important terms in fine print and behind textboxes and hyperlinks, clearly discloses the fees only when subscribers try to cancel, and makes canceling an onerous and complicated process.

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Thousands of people catching trains in the United Kingdom likely had their faces scanned by Amazon software as part of widespread artificial intelligence trials, new documents reveal. Wired: The image recognition system was used to predict travelers' age, gender, and potential emotions -- with the suggestion that the data could be used in advertising systems in the future. During the past two years, eight train stations around the UK -- including large stations such as London's Euston and Waterloo, Manchester Piccadilly, and other smaller stations -- have tested AI surveillance technology with CCTV cameras with the aim of alerting staff to safety incidents and potentially reducing certain types of crime. The extensive trials, overseen by rail infrastructure body Network Rail, have used object recognition -- a type of machine learning that can identify items in videofeeds -- to detect people trespassing on tracks, monitor and predict platform overcrowding, identify antisocial behavior ("running, shouting, skateboarding, smoking"), and spot potential bike thieves. Separate trials have used wireless sensors to detect slippery floors, full bins, and drains that may overflow. The scope of the AI trials, elements of which have previously been reported, was revealed in a cache of documents obtained in response to a freedom of information request by civil liberties group Big Brother Watch. "The rollout and normalization of AI surveillance in these public spaces, without much consultation and conversation, is quite a concerning step," says Jake Hurfurt, the head of research and investigations at the group.

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The accounting and finance professions have long adapted to technology -- from calculators and spreadsheets to cloud computing. However, the emergence of generative AI presents both new challenges and opportunities for students looking to get ahead in the world of finance. From a report: Research last year by investment bank Evercore and Visionary Future, which incubates new ventures, highlights the workforce disruption being wreaked by generative AI. Analysing 160mn US jobs, the study reveals that service sectors such as legal and financial are highly susceptible to disruption by AI, although full job replacement is unlikely. Instead, generative AI is expected to enhance productivity, the research concludes, particularly for those in high-value roles paying above $100,000 annually. But, for current students and graduates earning below this threshold, the challenge will be navigating these changes and identifying the skills that will be in demand in future. Generative AI is being swiftly integrated into finance and accounting, by automating specific tasks. Stuart Tait, chief technology officer for tax and legal at KPMG UK, describes it as a "game changer for tax," because it is capable of handling complex tasks beyond routine automation. "Gen AI for tax research and technical analysis will give an efficiency gain akin to moving from typewriters to word processors," he says. The tools can answer tax queries within minutes, with more than 95 per cent accuracy, Tait says.

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Three out of Vietnam's five active international undersea internet cables are down, state media said over the weekend, the second major round of outages in the country in just over a year. From a report: The problems with the three cables, which connect Vietnam with the United States, Europe and Asia, have "significantly affected Vietnam's internet connection with the world", reported the official Vietnam News Agency. Vietnam is connected to the global internet mainly via five undersea cables with a combined capacity of nearly 62 Tbps, according to data from FPT, one of the country's top internet service providers. It's not clear if the three cables referred to, which account for most of the bandwidth, are totally or partially down.

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Wells Fargo's co-branded credit card partnership with fintech startup Bilt Technologies is causing the bank to lose up as much as $10 million monthly, according to a WSJ report. The bank agreed to a co-branded program with the fintech startup that most other big banks -- including JPMorgan Chase -- passed on, incorrectly modeled key assumptions and sees no path to profitability. The card, which allows users to pay rent without fees while earning rewards, has attracted many young customers. From the report: There is a reason why credit cards hadn't gained traction in the rent sector until Bilt came along. Most landlords didn't accept them because they refuse to pay card fees that get pocketed by the banks issuing them and often run between 2% and 3%. Bilt structured the card so landlords won't incur the fees. Wells instead eats much of that. About six months after the credit card was launched, Wells began paying Bilt a fee of about 0.80% of each rent transaction, even though the bank isn't collecting interchange fees from landlords. It appears that the problem for Wells Fargo is that Bilt customers are savvy. They are making the rent payments, but not carrying balances or doing any other transactions through the card.

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YouTube is piloting a new feature called "Notes" that allows viewers to add context and information under videos. The move comes as YouTube aims to minimize the spread of misinformation on its platform, particularly during the pivotal 2024 U.S. election year. The feature, similar to Community Notes on X (formerly Twitter), will initially be available on mobile in the U.S. in English.

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A report from BleepingComputer notes that ASUS "has released a new firmware update that addresses a vulnerability impacting seven router models that allow remote attackers to log in to devices." But there's more bad news: Taiwan's CERT has also informed the public about CVE-2024-3912 in a post yesterday, which is a critical (9.8) arbitrary firmware upload vulnerability allowing unauthenticated, remote attackers to execute system commands on the device. The flaw impacts multiple ASUS router models, but not all will be getting security updates due to them having reached their end-of-life (EoL). Finally, ASUS announced an update to Download Master, a utility used on ASUS routers that enables users to manage and download files directly to a connected USB storage device via torrent, HTTP, or FTP. The newly released Download Master version 3.1.0.114 addresses five medium to high-severity issues concerning arbitrary file upload, OS command injection, buffer overflow, reflected XSS, and stored XSS problems.

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Researchers have devised a way to extract energy from the photosynthesis process of algae, according to an announcement from Concordia University. Suspended in a specialized solution, the algae forms part of a "micro photosynthetic power cell" that can actually generate enough energy to power low-power devices like Internet of Things (IoT) sensors. "Photosynthesis produces oxygen and electrons. Our model traps the electrons, which allows us to generate electricity," [says Kirankumar Kuruvinashetti, PhD 20, now a Mitacs postdoctoral associate at the University of Calgary.] "So more than being a zero-emission technology, it's a negative carbon emission technology: it absorbs carbon dioxide from the atmosphere and gives you a current. Its only byproduct is water." [...] Muthukumaran Packirisamy, professor in the Department of Mechanical, Industrial and Aerospace Engineering and the paper's corresponding author, admits the system is not yet able to compete in power generation with others like photovoltaic cells. The maximum possible terminal voltage of a single micro photosynthetic power cell is only 1.0V. But he believes that, with enough research and development, including artificial intelligence-assisted integration technologies, this technology has the potential to be a viable, affordable and clean power source in the future. It also offers significant manufacturing advantages over other systems, he says. "Our system does not use any of the hazardous gases or microfibres needed for the silicon fabrication technology that photovoltaic cells rely on. Furthermore, disposing of silicon computer chips is not easy. We use biocompatible polymers, so the whole system is easily decomposable and very cheap to manufacture." In the paper the researchers also described it as a âoemicrobial fuel cellâ...

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"At the height of the COVID-19 pandemic, the U.S. military launched a secret campaign to counter what it perceived as China's growing influence in the Philippines..." reports Reuters. "It aimed to sow doubt about the safety and efficacy of vaccines and other life-saving aid that was being supplied by China, a Reuters investigation found." Reuters interviewed "more than two dozen current and former U.S officials, military contractors, social media analysts and academic researchers," and also reviewed posts on social media, technical data and documents about "a set of fake social media accounts used by the U.S. military" — some active for more than five years. Friday they reported the results of their investigation: Through phony internet accounts meant to impersonate Filipinos, the military's propaganda efforts morphed into an anti-vax campaign. Social media posts decried the quality of face masks, test kits and the first vaccine that would become available in the Philippines — China's Sinovac inoculation. Reuters identified at least 300 accounts on X, formerly Twitter, that matched descriptions shared by former U.S. military officials familiar with the Philippines operation. Almost all were created in the summer of 2020 and centered on the slogan #Chinaangvirus — Tagalog for China is the virus. "COVID came from China and the VACCINE also came from China, don't trust China!" one typical tweet from July 2020 read in Tagalog. The words were next to a photo of a syringe beside a Chinese flag and a soaring chart of infections. Another post read: "From China — PPE, Face Mask, Vaccine: FAKE. But the Coronavirus is real." After Reuters asked X about the accounts, the social media company removed the profiles, determining they were part of a coordinated bot campaign based on activity patterns and internal data. The U.S. military's anti-vax effort began in the spring of 2020 and expanded beyond Southeast Asia before it was terminated in mid-2021, Reuters determined. Tailoring the propaganda campaign to local audiences across Central Asia and the Middle East, the Pentagon used a combination of fake social media accounts on multiple platforms to spread fear of China's vaccines among Muslims at a time when the virus was killing tens of thousands of people each day. A key part of the strategy: amplify the disputed contention that, because vaccines sometimes contain pork gelatin, China's shots could be considered forbidden under Islamic law... A senior Defense Department official acknowledged the U.S. military engaged in secret propaganda to disparage China's vaccine in the developing world, but the official declined to provide details. A Pentagon spokeswoman... also noted that China had started a "disinformation campaign to falsely blame the United States for the spread of COVID-19." A senior U.S. military officer directly involved in the campaign told Reuters that "We didn't do a good job sharing vaccines with partners. So what was left to us was to throw shade on China's." At least six senior State Department officials for the region objected, according to the article. But in 2019 U.S. Defense Secretary Mark Esper signed "a secret order" that "elevated the Pentagon's competition with China and Russia to the priority of active combat, enabling commanders to sidestep the StateDepartment when conducting psyops against those adversaries." [A senior defense official] said the Pentagon has rescinded parts of Esper's 2019 order that allowed military commanders to bypass the approval of U.S. ambassadors when waging psychological operations. The rules now mandate that military commanders work closely with U.S. diplomats in the country where they seek to have an impact. The policy also restricts psychological operations aimed at "broad population messaging," such as those used to promote vaccine hesitancy during COVID... Nevertheless, the Pentagon's clandestine propaganda efforts are set to continue. In an unclassified strategy document last year, top Pentagon generals wrote that the U.S. military could undermine adversaries such as China and Russia using "disinformation spread across social media, false narratives disguised as news, and similar subversive activities [to] weaken societal trust by undermining the foundations of government." And in February, the contractor that worked on the anti-vax campaign — General Dynamics IT — won a $493 million contract. Its mission: to continue providing clandestine influence services for the military.

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ASUS has suddenly agreed "to overhaul its customer support and warranty systems," writes the hardware review site Gamers Nexus — after a three-video series on its YouTube channel documented bad and "potentially illegal" handling of customer warranties for the channel's 2.2 million viewers. The Verge highlights ASUS's biggest change: If you've ever been denied a warranty repair or charged for a service that was unnecessary or should've been free, Asus wants to hear from you at a new email address. It claims those disputes will be processed by Asus' own staff rather than outsourced customer support agents.... The company is also apologizing today for previous experiences you might have had with repairs. "We're very sorry to anyone who has had a negative experience with our service team. We appreciate your feedback and giving us a chance to make amends." It started five weeks ago when Gamers Nexus requested service for a joystick problem, according to a May 10 video. First they'd received a response wrongly telling them their damage was out of warranty — which also meant Asus could add a $20 shipping charge for the requested repair. "Somehow that turned into ASUS saying the LCD needs to be replaced, even though the joystick is covered under their repair policies," the investigators say in the video. [They also note this response didn't even address their original joystick problem — "only that thing that they had decided to find" — and that ASUS later made an out-of-the-blue reference to "liquid damage."] The repair would ultimately cost $191.47, with ASUS mentioning that otherwise "the unit will be sent back un-repaired and may be disassembled." ASUS gave them four days to respond, with some legalese adding that an out-of-warranty repair fee is non-refundable, yet still "does not guarantee that repairs can be made." Even when ASUS later agreed to do a free "partial" repair (providing the requested in-warranty service), the video's investigators still received another email warning of "pending service cancellation" and return of the unit unless they spoke to "Invoice Quotation Support" immediately. The video-makers stood firm, and the in-warranty repair was later performed free — but they still concluded that "It felt like ASUS tried to scam us." ASUS's response was documented in a second video, with ASUS claiming it had merely been sending a list of "available" repairs (and promising that in the future ASUS would stop automatically including costs for the unrequested repair of "cosmetic imperfections" — and that they'd also change their automatic emails.) Gamers Nexus eventually created a fourth, hour-long video confronting various company officials at Computex — which finally led to them publishing a list of ASUS's promised improvements on Friday. Some highlights: ASUS promises it's "created a Task Force team to retroactively go back through a long history of customer surveys that were negative to try and fix the issues." (The third video from Gamers Nexus warned ASUS was already on the government's radar over its handling of warranty issues.) ASUS also announced their repairs centers were no longer allowed to claim "customer-induced damage" (which Gamers Nexus believes "will remove some of the financial incentive to fail devices" to speed up workloads). ASUS is creating a new U.S. support center allowing customers to choose either a refurbished board or a longer repair. Gamers Nexus says they already have devices at ASUS repair centers — under pseudonyms — and that they "plan to continue sampling them over the next 6-12 months so we can ensure these are permanent improvements." And there's one final improvement, according to Gamers Nexus. "After over a year of refusing to acknowledge the microSD card reader failures on the ROG Ally [handheld gaming console], ASUS will be posting a formal statement next week about the defect."

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Long-time Slashdot reader theodp shared this warning from a long-time AI researcher arguing that data science "is due" for a reckoning over whether results can be reproduced. "Few technological revolutions came with such a low barrier of entry as Machine Learning..." Unlike Machine Learning, Data Science is not an academic discipline, with its own set of algorithms and methods... There is an immense diversity, but also disparities in skill, expertise, and knowledge among Data Scientists... In practice, depending on their backgrounds, data scientists may have large knowledge gaps in computer science, software engineering, theory of computation, and even statistics in the context of machine learning, despite those topics being fundamental to any ML project. But it's ok, because you can just call the API, and Python is easy to learn. Right...? Building products using Machine Learning and data is still difficult. The tooling infrastructure is still very immature and the non-standard combination of data and software creates unforeseen challenges for engineering teams. But in my views, a lot of the failures come from this explosive cocktail of ritualistic Machine Learning: - Weak software engineering knowledge and practices compounded by the tools themselves; - Knowledge gap in mathematical, statistical, and computational methods, encouraged black boxing API; - Ill-defined range of competence for the role of data scientist, reinforced by a pool of candidates with an unusually wide range of backgrounds; - A tendency to follow the hype rather than the science. - What can you do? - Hold your data scientists accountable using Science. - At a minimum, any AI/ML project should include an Exploratory Data Analysis, whose results directly support the design choices for feature engineering and model selection. - Data scientists should be encouraged to think outside-of-the box of ML, which is a very small box - Data scientists should be trained to use eXplainable AI methods to provide context about the algorithm's performance beyond the traditional performance metrics like accuracy, FPR, or FNR. - Data scientists should be held at similar standards than other software engineering specialties, with code review, code documentation, and architectural designs. The article concludes, "Until such practices are established as the norm, I'll remain skeptical of Data Science."

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