Cloudflare suffered its worst network outage in six years on Tuesday, beginning at 11:20 UTC. The disruption prevented the content delivery network from routing traffic for roughly three hours. The failure, writes Cloudflare in a blog post, originated from a database permissions change deployed at 11:05 UTC. The modification altered how a database query returned information about bot detection features. The query began returning duplicate entries. A configuration file used to identify automated traffic doubled in size and spread across the network's machines. Cloudflare's traffic routing software reads this file to distinguish bots from legitimate users. The software had a built-in limit of 200 bot detection features. The enlarged file contained more than 200 entries. The software crashed when it encountered the unexpected file size. Users attempting to access websites behind Cloudflare's network received error messages. The outage affected multiple services. Turnstile security checks failed to load. The Workers KV storage service returned elevated error rates. Users could not log into Cloudflare's dashboard. Access authentication failed for most customers. Engineers initially suspected a coordinated attack. The configuration file was automatically regenerated every five minutes. Database servers produced either correct or corrupted files during a gradual system update. Services repeatedly recovered and failed as different versions of the file circulated. Teams stopped generating new files at 14:24 UTC and manually restored a working version. Most traffic resumed by 14:30 UTC. All systems returned to normal at 17:06 UTC.

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An anonymous reader shares a report: California-based TP-Link says it may take a sales hit of more than $1 billion because of erroneous reports that the networking company's technology has been "infiltrated" by Beijing. In a lawsuit, TP-Link claims its competitor, Netgear, orchestrated a smear by planting false claims with journalists and internet influencers with the goal of scaring off customers. Closely held TP-Link, which makes wireless routers, alleges in a complaint filed Monday that Netgear's campaign "threatens injury to well over a billion dollars in sales" and violates a 2024 settlement of a patent fight. That accord, in which TP-Link agreed to pay Netgear $135 million, includes a provision that the public company promises not to disparage its rival, according to the suit in Delaware federal court. The suit comes as TP-Link faces growing scrutiny in Washington over national-security issues. US lawmakers from both parties have expressed concern that TP-Link's wireless equipment could be exploited by Chinese hackers following a series of attacks on its routers.

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A Chinese man who cryogenically preserved his wife after her death has sparked a heated online debate after it emerged he began dating a new partner in 2020. Some argue it's natural for him to move on, while others say he's being selfish or disrespectful to both his late wife and his current partner. The BBC reports: As a sign of his devotion, Gui Junmin decided to freeze his wife Zhan Wenlian's body after she died from lung cancer in 2017, aged 49, making her China's first cryogenically preserved person. But after a November interview revealed he had been dating a different partner since 2020, Chinese social media has been torn on Mr Junmin's predicament. Whilst some asked why the 57-year-old didn't just "let go" another commenter remarked he appeared to be "most devoted to himself." After Zhan Wenlian was given months to live by doctors, Gui Junmin decided to use cryonics - which is scientifically unproven - to preserve her body once she died. Following her death, he signed a 30-year agreement to preserve his wife's frozen body with the Shandong Yinfeng Life Science Research Institute. Since then, Zhan's body has been stored in a 2,000-litre container at the institute in a vat of -190C liquid nitrogen. Chinese newspaper Southern Weekly revealed that although Mr Junmin lived alone for two years after the procedure, in 2020 he began dating again, despite his wife remaining in cryopreservation. He told the newspaper that a severe gout attack which left him unable to move for two days began to change his mind about the benefits of living alone. Soon after, he started seeing his current partner Wang Chunxia, although Mr Junmin suggested to the paper the love was only "utilitarian" and that she hadn't "entered" his heart.

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Today's representative line comes from Capybara James (most recently previously). It's representative, not just of the code base, but of Goodhart's Law: when a measure becomes a target, it ceases to be a good measure. Or, "you get what you measure".

If, for example, you decide that code coverage metrics are how you're going to judge developers, then your developers are going to ensure that the code coverage looks great. If you measure code coverage, then you will get code coverage- and nothing else.

That's how you get tests like this:

Mockito.verify(exportRequest, VerificationModeFactory.atLeast(0)).failedRequest(any(), any(), any());

This test passes if the function exportRequest.failedRequest is called at least zero times, with any input parameters.

Which, as you might imagine, is a somewhat useless thing to test. But what's important is that there is a test. The standards for code coverage are met, the metric is satisfied, and Goodhart marks up another win on the board.

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An anonymous reader quotes a report from CNBC: The Trump administration will provide Constellation Energy with a $1 billion loan to restart the Crane Clean Energy Center nuclear plant in Pennsylvania, Department of Energy officials said Tuesday. Previously known as Three Mile Island Unit 1, the plant is expected to start generating power again in 2027. Constellation unveiled plans to rename and restart the reactor in Sept. 2024 through a power purchase agreement with Microsoft to support the tech company's data center demand in the region. Three Mile Island Unit 1 ceased operations in 2019, one of a dozen reactors that closed in recent years as nuclear struggled to compete against cheap natural gas. It sits on the same site as Three Mile Island Unit 2, the reactor that partially melted down in 1979 in the worst nuclear accident in U.S. history. The loan would cover the majority to the project's estimated cost of $1.6 billion. The first advance to Constellation is expected in the first quarter of 2026, said Greg Beard, senior advisor to the Energy Department's Loan Programs Office, in a call with reporters. The loan comes with a guarantee from Constellation that it will protect taxpayer money, Beard said.

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MI5 has warned U.K. lawmakers that Chinese intelligence operatives are using LinkedIn and recruitment fronts to target them for information gathering and long-term cultivation. PBS reports: Writing to lawmakers, House of Commons Speaker Lindsay Hoyle said a new MI5 "espionage alert" warned that Chinese nationals were "using LinkedIn profiles to conduct outreach at scale" on behalf of the Chinese Ministry of State Security. "Their aim is to collect information and lay the groundwork for long-term relationships, using professional networking sites, recruitment agents and consultants acting on their behalf," he said. MI5 issued the alert because the activity was "targeted and widespread," he added. The MI5 alert cited LinkedIn profiles of two women, Amanda Qiu and Shirly Shen, and said other similar recruiters' profiles were acting as fronts for espionage. Home Office Minister Dan Jarvis said that apart from parliamentary staff, others including economists, think tank consultants and government officials have been similarly targeted. Jarvis said the government is rolling out a series of measures to tackle the risk, including investing 170 million pounds ($224 million) to renew encrypted technology used by civil servants to safeguard sensitive work. Opposition parties say authorities are not doing enough and are too wary of jeopardizing trade ties with China.

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Mexico has finally lifted its long-running Tor ban for the main government portal, allowing privacy-focused users, journalists, and activists to access gob.mx again after more than a decade of blocking. That said, the open data portal and the former Tor-compatible whistleblower system remain inaccessible. CyberInsider reports: The development follows a long period of digital censorship that spanned two full six-year presidential terms, those of Enrique Pena Nieto and Andres Manuel Lopez Obrador, and continued into the early months of Claudia Sheinbaum Pardo's current administration. Research conducted by Jacobo Najera and Miguel Trujillo, published in October 2023, documented that 21 federal government agencies were blocking traffic from the Tor network, effectively excluding privacy-conscious users from vital public resources and services.

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A NordPass analysis found that Gen Z is actually worse at password security than older generations, with "12345" topping their list while "123456" dominates among everyone else. The Register reports: And while there were a few more "skibidis" among the Zoomer dataset compared to those who came before them, the trends were largely similar. Variants on the "123456" were among the most common for all age groups, with that exact string proving to be the most common among all users -- the sixth time in seven years it holds the undesirable crown. Some of the more adventurous would stretch to "1234567," while budding cryptologists shored up their accounts by adding an 8 or even a 9 to the mix. However, according to Security.org's password security checker, a computer could crack any of these instantly. Most attackers would not even need to expend the resources required to reveal the password, given how commonly used they are. They could just spray a list of known passwords at an authentication API and secure a quick win.

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An anonymous reader quotes a report from ZDNet: At KubeCon North America 2025 in Atlanta, the Cloud Native Computing Foundation (CNCF)'s leaders predicted an enormous surge in cloud-native computing, driven by the explosive growth of AI inference workloads. How much growth? They're predicting hundreds of billions of dollars in spending over the next 18 months. [...] Where cloud-native computing and AI inference come together is when AI is no longer a separate track from cloud-native computing. Instead, AI workloads, particularly inference tasks, are fueling a new era where intelligent applications require scalable and reliable infrastructure. That era is unfolding because, said [CNCF Executive Director Jonathan Bryce], "AI is moving from a few 'Training supercomputers' to widespread 'Enterprise Inference.' This is fundamentally a cloud-native problem. You, the platform engineers, are the ones who will build the open-source platforms that unlock enterprise AI." "Cloud native and AI-native development are merging, and it's really an incredible place we're in right now," said CNCF CTO Chris Aniszczyk. The data backs up this opinion. For example, Google has reported that its internal inference jobs have processed 1.33 quadrillion tokens per month recently, up from 980 trillion just months before. [...] Aniszczyk added that cloud-native projects, especially Kubernetes, are adapting to serve inference workloads at scale: "Kubernetes is obviously one of the leading examples as of the last release the dynamic resource allocation feature enables GPU and TPU hardware abstraction in a Kubernetes context." To better meet the demand, the CNCF announced the Certified Kubernetes AI Conformance Program, which aims to make AI workloads as portable and reliable as traditional cloud-native applications. "As AI moves into production, teams need a consistent infrastructure they can rely on," Aniszczyk stated during his keynote. "This initiative will create shared guardrails to ensure AI workloads behave predictably across environments. It builds on the same community-driven standards process we've used with Kubernetes to help bring consistency as AI adoption scales." What all this effort means for business is that AI inference spending on cloud-native infrastructure and services will reach into the hundreds of billions within the next 18 months. That investment is because CNCF leaders predict that enterprises will race to stand up reliable, cost-effective AI services.

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Another highly influential Linux kernel engineer, David Hildenbrand, is leaving Red Hat after a decade of major contributions to memory management, virtualization, and VirtIO. His recent kernel patch updates his maintainer info to a kernel.org address, signaling his departure. He hasn't yet said where he's headed next. Phoronix reports: David Hildenbrand serves as a reviewer for the HugeTLB code, s390 KVM code, and memory management reclaim code. He also serves as an upstream maintainer for the Linux kernel's core memory management code, Get User Pages (GUP) memory management code, kernel samepage merging (KSM), reverse mapping (RMAP), transparent hugepage (THP), memory advice (MADVISE), VirtIO memory driver, and VirtIO balloon driver. Hildenbrand had been employed by Red Hat the past decade in Munich working on QEMU/KVM virtualization, Linux kernel memory management, VirtIO, and related low-level areas. Just this year alone so far in 2025 he's authored or been mentioned on more than one thousand mainline Linux kernel patches.

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Blender 5.0 has been released with major upgrades including HDR and wide-gamut color support on Linux via Wayland/Vulkan, significant theme and UI improvements, new color-space tools, revamped curve and geometry features, and expanded hardware requirements. 9to5Linux reports: Blender 5.0 also introduces a working color space for Blend files, a new AgX HDR view, a new Convert to Display compositor node, new Rec.2100-PQ and Rec.2100-HLG displays that can be used for color grading for HDR video export, and new ACES 1.3 and 2.0 views as an alternative to AgX and Filmic. A new "Jump Time by Delta" operator for jumping forward/backward in time by a user-specified delta has been introduced as well, along with a revamped Curve drawing, which better supports the new Curves object type and all of their features, and a new Geometry Attribute constraint. Also new is a "Cylinder" option for curve display type that allows rendering thicker curves without the flat ribbon appearance, support for the Zstd (Zstandard) fast lossless compression algorithm for point caches, as well as a new "Curve Data" panel in edit mode that allows tweaking built-in curve attribute values. A full list of changes can be found here. You can download from the official website.

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An anonymous reader quotes a report from Ars Technica: Apple's Power Mac and Mac Pro towers used to be the company's primary workstations, but it has been years since they were updated with the same regularity as the MacBook Air or MacBook Pro. The Mac Pro has seen just four hardware updates in the last 15 years, and that's counting a 2012 refresh that was mostly identical to the 2010 version. Long-suffering Mac Pro buyers may have taken heart when Apple finally added an M2 Ultra processor to the tower in mid-2023, making it one of the very last Macs to switch from Intel to Apple Silicon -- surely this would mean that the computer would at least be updated once every year or two, like the Mac Studio has been? But Bloomberg's Mark Gurman says that Mac Pro buyers shouldn't get their hopes up for new hardware in 2026. Gurman says that the tower is "on the back burner" at Apple and that the company is "focused on a new Mac Studio" for the next-generation M5 Ultra chip that is in the works. As we reported earlier this year, Apple doesn't have plans to design or release an M4 Ultra, and the Mac Studio refresh from this spring included an M3 Ultra alongside the M4 Max. Note that Gurman carefully stops short of saying we definitely won't see a Mac Pro update next year -- the emphasis on the Mac Studio merely "suggests the Mac Pro won't be updated in 2026 in a significant way," and internal sources tell him "Apple has largely written off the Mac Pro." The current Mac Pro does still use the M2 Ultra rather than the M3 Ultra, which indicates that Apple doesn't see the need to update its high-end desktop every time it releases a suitable chip. But all of Apple's other desktops -- the iMac, the Mac mini, and the Studio -- have skipped a silicon generation once since the M1 came out in 2020.

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An anonymous reader shares a report: Lawyers from the American Civil Liberties Union (ACLU) and Electronic Frontier Foundation (EFF) sued the city of San Jose, California over its deployment of Flock's license plate-reading surveillance cameras, claiming that the city's nearly 500 cameras create a pervasive database of residents movements in a surveillance network that is essentially impossible to avoid. The lawsuit was filed on behalf of the Services, Immigrant Rights & Education Network and Council on American-Islamic Relations, California, and claims that the surveillance is a violation of California's constitution and its privacy laws. The lawsuit seeks to require police to get a warrant in order to search Flock's license plate system. The lawsuit is one of the highest profile cases challenging Flock; a similar lawsuit in Norfolk, Virginia seeks to get Flock's network shut down in that city altogether. "San Jose's ALPR [automatic license plate reader] program stands apart in its invasiveness," ACLU of Northern California and EFF lawyers wrote in the lawsuit. "While many California agencies run ALPR systems, few retain the locations of drivers for an entire year like San Jose. Further, it is difficult for most residents of San Jose to get to work, pick up their kids, or obtain medical care without driving, and the City has blanketed its roads with nearly 500 ALPRs."

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Klarna has claimed that AI-related savings have allowed the buy now, pay later company to increase staff salaries by nearly 60%, but hinted it could slash more jobs after nearly halving its workforce over the past three years. From a report: Chief executive Sebastian Siemiatkowski said headcount had dropped from 5,527 to 2,907 since 2022, mostly as a result of natural attrition, with departing staff replaced by technology rather than by new staff members. The figures add to the impact of an internal artificial intelligence programme, which had steadily reduced its use of outsourced workers including those in customer service, with technology now carrying out the work of 853 full-time staff, up from 700 earlier this year. It meant the company, which was founded in Sweden in 2005, had managed to increase revenues by 108% while keeping operating costs flat. Siemiatkowski told analysts on an earnings call on Tuesday that it was "pretty remarkable, and unheard of as a number, among businesses."

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An anonymous reader shares a report: It's too soon to be talking about the Curse of OpenAI, but we're going to anyway. Since September 10, when Oracle announced a $300 billion deal with the chatbot maker, its stock has shed $315 billion in market value. OK, yes, it's a gross simplification to just look at market cap. But equivalents to Oracle shares are little changed over the same period (Nasdaq Composite, Microsoft, Dow Jones US Software Index), so the $15 billion loss figure [figure updated with stock price] is not entirely wrong. Oracle's "astonishing quarter" really has cost it nearly as much as one General Motors, or two Kraft Heinz.

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Microsoft's Copilot AI assistant in Windows 11 fails to replicate the capabilities shown in the company's TV advertisements. The Verge tested Copilot Vision over a week using the same prompts featured in ads airing during NFL games. When asked to identify a HyperX QuadCast 2S microphone visible in a YouTube video -- a task successfully completed in Microsoft's ad -- Copilot gave multiple incorrect answers. The assistant identified the microphone as a first-generation HyperX QuadCast, then as a Shure SM7b on two other occasions. Copilot couldn't identify the Saturn V rocket from a PowerPoint presentation despite the words "Saturn V" appearing on screen. When asked about a cave image from Microsoft's ad, Copilot gave inconsistent responses. About a third of the time it provided directions to find the photo in File Explorer. On two occasions it explained how to launch Google Chrome. Four times it offered advice about booking flights to Belize. The cave is Rio Secreto in Playa del Carmen, Mexico. Microsoft spokesperson Blake Manfre said "Copilot Actions on Windows, which can take actions on local files, is not yet available." He described it as "an opt-in experimental feature that will be coming soon to Windows Insiders in Copilot Labs, starting with a narrow set of use cases while we optimize model performance and learn." Copilot cannot toggle basic Windows settings like dark mode. When asked to analyze a benchmark table in Google Sheets, it "constantly misread clear-as-day scores both in the spreadsheet and in the on-page review."

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An anonymous reader shares a report: The IRS accessed a database of hundreds of millions of travel records, which show when and where a specific person flew and the credit card they used, without obtaining a warrant, according to a letter signed by a bipartisan group of lawmakers and shared with 404 Media. The country's major airlines, including Delta, United Airlines, American Airlines, and Southwest, funnel customer records to a data broker they co-own called the Airlines Reporting Corporation (ARC), which then sells access to peoples' travel data to government agencies. The IRS case in the letter is the clearest example yet of how agencies are searching the massive trove of travel data without a search warrant, court order, or similar legal mechanism. Instead, because the data is being sold commercially, agencies are able to simply buy access. In the letter addressed to nine major airlines, the lawmakers urge them to shut down the data selling program. Update: after this piece was published, ARC said it already planned to shut down the program. "Disclosures made by the IRS to Senator Wyden confirm that it did not follow federal law and its own policies in purchasing airline data from ARC," the letter reads. The letter says the IRS "confirmed that it did not conduct a legal review to determine if the purchase of Americans' travel data requires a warrant."

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A federal judge ruled Tuesday that Meta did not illegally stifle competition when it acquired Instagram and WhatsApp. The decision marks Big Tech's first major victory against antitrust enforcement that began during President Donald Trump's first term. The U.S. Federal Trade Commission had sought to force Meta to sell or restructure the platforms to restore competition among social media networks. Meta argued it faced competitive pressure from TikTok, YouTube, and Apple's messaging app.

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A majority of global fund managers think companies are overinvesting, as market anxiety grows about the sustainability of the AI spending boom. From a report: A net 20 per cent of fund managers surveyed this month by Bank of America said companies were spending too much on their investments -- the first time this has been a majority view in data running back to 2005. "This jump is driven by concerns over the magnitude and financing of the AI capex boom," said BofA analysts. The surge in investment to develop AI infrastructure has been a dominant theme in the record rally in US tech stocks this year -- with chipmaker Nvidia becoming the world's first $5tn company last month -- but growing concerns about the sustainability of this spending has caused a pullback on Wall Street in recent weeks.

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Google released Gemini 3 on Tuesday, launching its latest AI model with a breakthrough score of 1501 Elo on the LMArena Leaderboard alongside state-of-the-art performance across multiple benchmarks including 91.9% on GPQA Diamond for PhD-level reasoning and 37.5% on Humanity's Last Exam without tool usage. The model is available starting today in the Gemini app, AI Mode in Search for Google AI Pro, Google AI Studio, Vertex AI and the newly launched Google Antigravity agentic development platform. Third-party platforms including Cursor, GitHub, JetBrains, Manus, and Replit are also gaining access. Separately, Google said AI Overviews now have 2 billion users every month. Gemini app has topped 650 million users per month.

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