Alibaba Group researchers have developed "ZeroSearch," a technique that enables large language models to acquire search capabilities without using external search engines during training. The approach transforms LLMs into retrieval modules through supervised fine-tuning and employs a "curriculum-based rollout strategy" that gradually degrades generated document quality. In tests across seven question-answering datasets, ZeroSearch matched or exceeded the performance [PDF] of models trained with real search engines. A 7B-parameter retrieval module achieved results comparable to Google Search, while a 14B-parameter version outperformed it. The cost savings are substantial: training with 64,000 search queries using Google Search via SerpAPI would cost approximately $586.70, compared to just $70.80 using a 14B-parameter simulation LLM on four A100 GPUs -- an 88% reduction. The technique works with multiple model families including Qwen-2.5 and LLaMA-3.2. Researchers have released their code, datasets, and pre-trained models on GitHub and Hugging Face, potentially lowering barriers to entry for smaller AI companies developing sophisticated assistants.

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President Trump on Thursday attacked a law signed by President Joe Biden aimed at expanding high-speed internet access, calling the effort "racist" and "totally unconstitutional" and threatening to end it "immediately." The New York TimesL: Mr. Trump's statement was one of the starkest examples yet of his slash-and-burn approach to dismantling the legacy of his immediate predecessor in this term in office. The Digital Equity Act, a little-known effort to improve high-speed internet access in communities with poor access, was tucked into the $1 trillion bipartisan infrastructure bill that Mr. Biden signed into law early in his presidency. The act was written to help many different groups, including veterans, older people and disabled and rural communities. But Mr. Trump, using the incendiary language that has been a trademark of his political career, denounced the law on Thursday for also seeking to improve internet access for ethnic and racial minorities, raging in a social media post that it amounted to providing "woke handouts based on race."

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According to Bloomberg's Mark Gurman, Apple has "made progress" on a chip for a product that could rival the Ray-Ban Meta smart glasses. The company is also reportedly working on glasses that use augmented reality. The Verge reports: The chip is apparently based on the chips Apple uses for the Apple Watch, though the company has removed parts and is being designed in such a way that it can handle the "multiple cameras" that the smart glasses might have, Bloomberg reports. Apple wants mass production of the chip to start by the end of 2026 or sometime in 2027, so the glasses themselves could come out within that timeframe. [...] Apple is developing chips for camera-equipped Apple Watch and Airpods as well, and the goal is for those chips to be ready "by around 2027," Bloomberg says. The company is also developing new M-series chips and dedicated AI server chips, per the report.

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In a recent interview with the Council on Foreign Relations, Cloudflare CEO Matthew Prince warned that AI is breaking the economic model of the web by decoupling content creation from value, with platforms like Google and OpenAI increasingly providing answers without driving traffic to original sources. He argued that unless AI companies start compensating creators, the web's content ecosystem will collapse -- calling most current AI investment a "money fire" with only a small fraction holding long-term value. Search Engine Land reports: Google's value exchange with content creators has collapsed, Prince said: "Ten years ago... for every two pages of a website that Google scraped, they would send you one visitor. ... That was the trade. ... Now, it takes six pages scraped to get one visitor." That drop reflects the rise of zero-click searches, which happen when searchers get answers directly on Google's search page. "Today, 75 percent of the queries... get answered without you leaving Google." This trend, long criticized by publishers and SEOs, is part of a broader concern: AI companies are using original content to generate answers that rarely/never drive traffic back to creators. AI makes the problem worse. Large language models (LLMs) are accelerating the crisis, Prince said. AI companies scrape far more content per user interaction than Google ever has -- with even less return to creators. "What do you think it is for OpenAI? 250 to one. What do you think it is for Anthropic? Six thousand to one." "More and more the answers... won't lead you to the original source, it will be some derivative of that source." This situation threatens the sustainability of the web as we know it, Prince said: "If content creators can't derive value... then they're not going to create original content." The modern web is breaking. AI companies are aware of the problem, and the business model of the web can't survive unless there's some change, Prince said: "Sam Altman at OpenAI and others get that. But... he can't be the only one paying for content when everyone else gets it for free." Cloudflare's right in the middle of this problem -- it powers 80% of AI companies and a 20-30% of the web. Cloudfaire is now trying to figure out how to help fix what's broken, Prince said. AI = money fire. Prince is not against AI. However, he said he is skeptical of the investment frenzy. "I would guess that 99% of the money that people are spending on these projects today is just getting lit on fire. But 1% is going to be incredibly valuable." "And so maybe we've all got a light, you know, $100 on fire to find that $1 that matters." You can watch a recording of the interview and read the full transcript here.

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An anonymous reader quotes a report from ZDNet: RIP, 486 processor. You've had a long run since Intel released you back in 1989. While Microsoft stopped supporting you with the release of Windows XP in 2001, Linux kept you alive and well for another 20+ years. But all good things must come to an end, and with the forthcoming release of the Linux 6.15 kernel, the 486 and the first Pentium processors will be sunsetted. Why? Linus Torvalds wrote recently on the Linux Kernel Mailing List (LKML), "I really get the feeling that it's time to leave i486 support behind. There's zero real reason for anybody to waste one second of development effort on this kind of issue." Senior Linux kernel developer Ingo Molnar put Torvalds' remark into context, writing, "In the x86 architecture, we have various complicated hardware emulation facilities on x86-32 to support ancient 32-bit CPUs that very very few people are using with modern kernels. This compatibility glue is sometimes even causing problems that people spend time to resolve, which time could be spent on other things." "This will be the first time Linux has dropped support for a major chip family since 2012, when Linux stopped supporting the 386 family," notes ZDNet's Steven Vaughan-Nichols. "Moving forward, the minimum supported x86 CPU will now be the original Pentium (P5) or newer, requiring the presence of the Time Stamp Counter (TSC) and the CMPXCHG8B (CX8) instruction. These features are absent in the older 486 and early 586 processors, such as the IDT WinChip and AMD Elan families." That said, you can continue running Linux on Pentium CPUs, but you'll have to "run museum kernels," as Torvalds pointed out in 2022 when he first floated the idea of ending support for 486.

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A federal judge has allowed key parts of a class action lawsuit against Delta Air Lines to proceed, stemming from massive flight disruptions caused by CrowdStrike's faulty Windows update in July 2024. The Register reports: Delta blamed its reliance on Microsoft software and the CrowdStrike incident for its woes. However, according to the plaintiffs in the action (PDF), both companies offered the airline assistance, which Delta turned down. Customers of the Atlanta-based carrier affected by the delays and cancellations claim they struggled to secure refunds and compensation from the airline. The plaintiffs allege that "although Delta offered reimbursement of eligible expenses through their website and app, Delta failed to clarify that the customer would only be receiving a partial reimbursement." "Furthermore, Delta did not disclose to its customers that acceptance of the partial reimbursement would release any legal claims the customer may have against Delta until after the customer 'click[ed] on the button to accept the partial reimbursement.'" The action concerns both US domestic and international travel. The former is covered by US Department of Transportation rules, which require airline agents to "inform customers of their right to a refund ... before making an offer for alternative transportation, travel credits, vouchers, or other compensation in lieu of refunds." The latter claims come under the Montreal Convention, which is designed to be a single, universal treaty to govern airline liability. Delta, which estimated its operational losses at around half a billion dollars due to the outage, sought to dismiss the complaint. While the US District Judge, Mark H. Cohen, granted the airline's motion to dismiss some of the claims, he permitted others to proceed. These were Count I (breach of contract based on failure to refund) and Count XII (violation of the Montreal Convention).

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After gaining attention from Neowin and DistroWatch last week, the sole maintainer behind AnduinOS 1.3 -- a Linux distribution styled to resemble Windows 11 -- decided to reveal himself. He turns out to be Anduin Xue, a Microsoft software engineer, who has been working on the project as a personal, non-commercial endeavor built on Ubuntu. Neowin reports: As a Software Engineer 2 at Microsoft (he doesn't work on Windows), Anduin Xue says he's financially stable and sees no need to commercialize AnduinOS. Explaining the financial aspects of the project, he said: "Many have asked why I don't accept donations, how I profit, and if I plan to commercialize AnduinOS. Truthfully, I haven't thoroughly considered these issues. It's not my main job, and I don't plan to rely on it for a living. Each month, I dedicate only a few hours to maintaining it. Perhaps in the future, I might consider providing enterprise solutions based on AnduinOS, but I won't compromise its original simplicity. It has always been about providing myself with a comfortably themed Ubuntu." In our coverage of the AnduinOS 1.3 release last week, one commenter pointed out that the distro is from China. For some, this will raise issues, but Anduin Xue addressed this in his blog post, too, saying that the source code is available to the public. For this reason, he told lacing the operating system with backdoors for the Chinese government would be "irrational and easily exposed." For those worried that the distribution may be abandoned, Anduin Xue said that he intends to continue supporting it and may even maintain it full-time if sponsorship or corporate cooperation emerges.

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An anonymous reader quotes a report from Ars Technica: The US Senate today voted along party lines to kill a Federal Communications Commission program to distribute Wi-Fi hotspots to schoolchildren, with Democrats saying the Republican-led vote will make it harder for kids without reliable Internet access to complete their homework. The Senate approved a Congressional Review Act (CRA) resolution to nullify the hotspot rule, which was issued by the Federal Communications Commission in July 2024 under then-Chairwoman Jessica Rosenworcel. The program would be eliminated if the House version passes and President Trump signs the joint resolution of disapproval. The Rosenworcel FCC's rule expanded E-Rate, a Universal Service Fund program, allowing schools and libraries to use E-Rate funding to lend out Wi-Fi hotspots and services that could be used off-premises. The FCC rule was titled, "Addressing the Homework Gap through the E-Rate Program," and the hotspot lending program was scheduled to begin in funding year 2025, which starts in July 2025. Today's Senate vote on the resolution of disapproval was 50-38. There was a 53-47 vote on Tuesday that allowed the Senate measure to proceed to the final step. Sen. Richard Blumenthal (D-Conn.) said on Tuesday that "this resolution would prevent millions of students, educators, and families from getting online." Sen. Edward Markey (D-Mass.) called the Republican move "a cruel and shortsighted decision that will widen the digital divide and rob kids of the tools they need to succeed."

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An anonymous reader shares a report: When Microsoft announced new Surface devices earlier this week, we noted that there wasn't a lot of daylight between the starting prices of the new but lower-end devices ($799 for the 12-inch Surface Pro, $899 for the 13-inch Surface Laptop) and the starting prices of the older-but-higher-end Surfaces from last spring ($999 for both). It appears Microsoft has quietly solved this problem by discontinuing the 256GB versions of the 13.8-inch Surface Laptop 7 and the 13-inch Surface Pro 11. Microsoft's retail pages for both devices list only 512GB and 1TB configurations, with regular prices starting at $1,199. Though not technically a price hike -- the 512GB versions of both devices also cost $1,199 before -- it does amount to an effective price increase for last year's Surface hardware, especially given that both devices have user-replaceable storage that can easily be upgraded for less than the $200 that Microsoft charged for the 256GB-to-512GB upgrade. The upshot is that the new Surface PCs make more sense now than they did on Tuesday in relative terms, but it's only because you'll pay more to buy a Surface Pro 11 or Surface Laptop 7 than you would before. The 15-inch version of the Surface Laptop 7 still lists a 256GB configuration and a $1,299 starting price, but the 256GB models are currently out of stock.

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A Florida federal judge has dismissed the majority of claims against celebrities who endorsed Sam Bankman-Fried's now-collapsed cryptocurrency exchange FTX. Judge K. Michael Moore ruled that investors failed to demonstrate the high-profile endorsers -- including Tom Brady, Gisele Bundchen, Kevin O'Leary, Larry David, Shohei Ohtani, and Stephen Curry -- knew about FTX's fraudulent activities. In his ruling, Moore wrote that while the celebrity endorsers may have been "uninformed, negligent, or even reckless," plaintiffs didn't adequately establish that defendants had "knowledge of FTX's fraud" or "the requisite intent to deceive and defraud investors."

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Wikipedia is taking legal action against the UK's new Online Safety Act regulations it says could threaten the safety of its volunteer editors and their ability to keep harmful content off the site. From a report: The Wikimedia Foundation -- the non-profit which supports the online encyclopaedia -- is seeking a judicial review of rules which could mean Wikipedia is subjected to the toughest duties required of websites under the act. Lead counsel Phil Bradley-Schmieg said it was "unfortunate that we must now defend the privacy and safety of Wikipedia's volunteer editors from flawed legislation." The government told the BBC it was committed to implementing the act but could not comment on ongoing legal proceedings. It's thought this is the first judicial review to be brought against the new online safety laws - albeit a narrow part of them - but experts say it may not be the last. "The Online Safety Act is vast in scope and incredibly complex," Ben Packer, a partner at law firm Linklaters, told the BBC. The law would inevitably have impacts on UK citizens' freedom of expression and other human rights, so as more of it comes into force "we can expect that more challenges may be forthcoming," he told the BBC.

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Plastic producers have pushed "advanced recycling" as a salve to the plastic waste crisis despite knowing for years that it is not a technically or economically feasible solution, a new report argues. The Guardian: Advanced recycling, also known as chemical recycling, refers to a variety of processes used to break plastics into their constituent molecules. The industry has increasingly promoted these technologies, as public concern about the environmental and health effects of plastic pollution has grown. Yet the rollout of these technologies has been plagued by problems, according to a new analysis from the Center for Climate Integrity (CCI), a fossil-fuel accountability advocacy group. "The companies make it sound like it's pretty great, like it's something we should pursue," said Davis Allen, investigative researcher at the CCI and author of the report. "But they know the problems, the limitations." The new analysis follows a 2024 CCI report which alleged that plastic producers concealed the problems with traditional recycling, and argued that they could face legal ramifications for doing so. That earlier research was cited in a September lawsuit filed by California's attorney general, Rob Bonta, against ExxonMobil for its role in the plastic pollution crisis. "The new report focuses on this modern deception with advanced recycling, which has become a real focus for the industry in recent years," said Davis.

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Apple asked a judge to halt an order forcing it to give up control over App Store payments while it appeals the decision. From a report: In a filing on Wednesday, Apple says the order contains "extraordinary intrusions" that could result in "grave irreparable harm" to the company. Last week, California District Court Judge Yvonne Gonzalez Rogers found that Apple was in "willful violation" of a 2021 injunction issued as part of the Epic Games v. Apple case. As a result, the judge ordered Apple to stop collecting an up to 27 percent commission on purchases made outside the App Store, and said the company can no longer restrict how developers point users toward external purchases.

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Switzerland will hold a national referendum on the introduction of electronic identity cards after opponents of the legislation secured enough signatures to force a public vote. The Federal Chancellery confirmed Wednesday that 55,344 valid signatures were submitted against the Federal Act on Electronic Identity passed last December. The proposed e-ID would enable citizens to apply online for criminal record extracts, driving licenses, and age verification when purchasing alcohol. This marks the second referendum on e-ID implementation, after voters rejected a previous version in 2021. The government has revised its approach, making the new system free, optional, and fully state-operated rather than privately managed. If approved, the e-ID would come into force no earlier than 2026, though the collection effort suggests privacy concerns remain paramount for many Swiss voters.

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Meta CEO Mark Zuckerberg is aggressively promoting a future where AI becomes the dominant form of social interaction, claiming that AI friends, therapists, and business agents will soon outnumber human relationships. During a recent media blitz across multiple podcasts and a Stripe conference appearance, Zuckerberg cited statistics suggesting "the average American has fewer than three friends" while claiming people desire "meaningfully more, like 15 friends" -- positioning AI companions as the solution to this gap. The Meta founder's vision extends beyond casual interaction to therapeutic and commercial relationships, with personalized AI that "has a deep understanding of what's going on in this person's life." Meta has already deployed its AI across Instagram, Facebook, and Ray-Ban smart glasses, reaching nearly a billion monthly users.

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An anonymous reader quotes a report from SFGATE: When the pandemic upended the world of higher education, Robin Pugh, a professor at City College of San Francisco, began to see one puzzling problem in her online courses: Not everyone was a real student. Of the 40 students enrolled in her popular introduction to real estate course, Pugh said she'd normally drop three to five from her roster who don't start the course or make contact with her at the start of the semester. But during the current spring semester, Pugh said that number more than doubled when she had to cut 11 students. It's a strange new reality that has left her baffled. "It's really unclear to me, and beyond the scope of my knowledge, how this is really happening," she said. "Is it organized crime? Is it something else? Everybody has lots of theories." Some of the disengaged students in Pugh's courses are what administrators and cybersecurity experts say are "ghost students," and they've been a growing problem for community colleges, particularly since the shift to online instruction during the pandemic. These "ghost students" are artificially intelligent agents or bots that pose as real students in order to steal millions of dollars of financial aid that could otherwise go to actual humans. And as colleges grapple with the problem, Pugh and her colleagues have been tasked with a new and "frustrating" task of weeding out these bots and trying to decide who's a real person. The process, she said, takes her focus off teaching the real students. "I am very intentional about having individualized interaction with all of my students as early as possible," Pugh said. "That included making phone calls to people, sending email messages, just a lot of reaching out individually to find out 'Are you just overwhelmed at work and haven't gotten around to starting the class yet? Or are you not a real person?'" Financial aid fraud is not new, but it's been on the rise in California's community colleges, Cal Matters reported, with scammers stealing more than $10 million in 2024, more than double the amount in 2023. Wendy Brill-Wynkoop, the president of the Faculty Association of California Community Colleges and a professor at College of the Canyons in Santa Clarita, said the bots have been enrolling in courses since around early 2021. "It's been going on for quite some time," she said. "I think the reason that you're hearing more about it is that it's getting harder and harder to combat or to deal with." A spokesperson for the California Community Colleges Chancellor's Office estimates that 0.21% of the system's financial aid was fraudulently disbursed. However, the office was unable to estimate the percentage of fraudulent attempts attributed to bots.

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At its Config 2025 event on Wednesday, Figma unveiled four new AI-powered tools -- Sites, Make, Buzz, and Draw, positioning itself as a full-stack design platform to rival Adobe, WordPress, and Canva. These tools enable users to build websites, generate code, create marketing content, and design vector graphics without leaving the Figma ecosystem. The Verge reports: Figma's first solution is Figma Sites, a website builder that integrates with Figma Design and allows creators to turn their projects into live, functional sites. Figma Sites provides presets for layouts, blocks, templates, and interactions that aim to make building websites less complex and time-consuming. Additional components like custom animations can also be added either using existing code or by prompting Site's AI tool to generate new interaction codes via text descriptions, such as "animate the text to fall into place like a feather." Figma Sites is rolling out in beta for users with full seat access to Figma products. Figma says that AI code generation will be available "in the coming weeks," and that a CMS that allows designers to manage site content will be launched "later this year." Figma Make is Figma's take on AI coding tools like Google's Gemini Code Assist and Microsoft's GitHub Copilot. The prompt-to-code Figma Make tool is powered by Anthropic's Claude 3.7 model and can build working prototypes and apps based on descriptions or existing designs, such as creating a functional music player that displays a disc that spins when new tracks are played. Specific elements of working design, like text formatting and font style, can be manually edited or adjusted using additional AI prompts. Make is rolling out in beta for full seat Figma users. Figma says it's "exploring integrations with third parties and design systems" for Figma Make and may apply the tool to other apps within its design platform. Figma Buzz is a marketing-focused design app that's rolling out in beta to all users, and makes it easier for teams to publish brand content, similar to Canva's product design platform. The tool allows Figma designers to create brand-approved templates, styles, and assets that can be used by marketers to quickly assemble emails, social media posts, advertising, and more. Figma Buzz includes generative AI tools for making and editing images using text prompts, and can source information from spreadsheets to bulk create thousands of image assets at once. Lastly, the Figma Draw vector design app is like a simplified version of Adobe Illustrator that creatives can use to make custom visuals without leaving the Figma platform. It includes a variety of brushes, texture effects, and vector editing tools to create or adjust scalable images and logos for product design projects. Figma Draw is generally available now for full seat users as a toggle in Figma Design, with some features accessible in Sites, Slides, and Buzz. It's not quite as expansive as Adobe's wider Creative Cloud ecosystem, but Figma Draw places the two companies in direct competition for the first time since Adobe killed its own XD product design platform. It also brings some new options to the creative software industry after Adobe failed to acquire Figma for $20 billion due to pressure from competition regulators.

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sciencehabit shares a repot from Science.org: Scientists have captured fungal spores cruising in the inhospitable environment of the stratosphere, much higher than commercial aircraft fly. When brought back to the lab, the researchers found that some of the spores -- including pathogens of plants and people -- had survived intercontinental trips and could be cultured in the lab. Although spores and microbes have been detected in the stratosphere before, the new results come from a cheap, homespun sampling device dangled from weather balloons, the project could help researchers figure out what traits and conditions allow spores to survive a swing through the stratosphere and how they get up there in the first place. The work could also be a first step towards an atmospheric monitoring system that could nip emerging fungal pathogens in the bud, the study's authors reported at a conference of the European Geophysical Union. After five preliminary flights, the team has already learned a lot. Based on DNA sequencing analysis, they identified spores from 235 genera, including fungi that infect blackberries and carrots in the United States and Japan, and one species, Naganishia albida, that can make immunocompromised people sick. In the lab, they were able to revive and culture spores from 15 different fungal species, among them several plant pathogens. Mostly, the results show that their sampler works. Now, the researchers want to set up regular flights to track airborne fungal biodiversity and seasonal variations. They also want to identify how events such as wildfires or volcanic eruptions inject spores into the stratosphere.

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Early in my career, I had the misfortune of doing a lot of Crystal Reports work. Crystal Reports is another one of those tools that lets non-developer, non-database savvy folks craft reports. Which, like so often happens, means that the users dig themselves incredible holes and need professional help to get back out, because at the end of the day, when the root problem is actually complicated, all the helpful GUI tools in the world can't solve it for you.

Michael was in a similar position as I was, but for Michael, there was a five alarm fire. It was the end of the month, and a bunch of monthly sales reports needed to be calculated. One of the big things management expected to see was a year-over-year delta on sales, and they got real cranky if the line didn't go up. If they couldn't even see the line, they went into a full on panic and assumed the sales team was floundering and the company was on the verge of collapse.

Unfortunately, the report was spitting out an error: "A day number must be between 1 and the number of days in the month."

Michael dug in, and found this "delight" inside of a function called one_year_ago:

Local StringVar yearStr := Left({?ReportToDate}, 4); Local StringVar monthStr := Mid({?ReportToDate}, 5, 2); Local StringVar dayStr := Mid({?ReportToDate}, 7, 2); Local StringVar hourStr := Mid({?ReportToDate}, 9, 2); Local StringVar minStr := Mid({?ReportToDate}, 11, 2); Local StringVar secStr := Mid({?ReportToDate}, 13, 2); Local NumberVar LastYear; LastYear := ToNumber(YearStr) - 1; YearStr := Replace (toText(LastYear),'.00' , '' ); YearStr := Replace (YearStr,',' , '' ); //DateTime(year, month, day, hour, min, sec); //Year + Month + Day + Hour + min + sec; // string value DateTime(ToNumber(YearStr), ToNumber(MonthStr), ToNumber(dayStr), ToNumber(HourStr), ToNumber(MinStr),ToNumber(SecStr) );

We've all seen string munging in date handling before. That's not surprising. But what's notable about this one is the day on which it started failing. As stated, it was at the end of the month. But which month? February. Specifically, February 2024, a leap year. Since they do nothing to adjust the dayStr when constructing the date, they were attempting to construct a date for 29-FEB-2023, which is not a valid date.

Michael writes:

Yes, it's Crystal Reports, but surprisingly not having date manipulation functions isn't amongst it's many, many flaws. It's something I did in a past life isn't it??

The fix was easy enough- rewrite the function to actually use date handling. This made a simpler, basically one-line function, using Crystal's built in functions. That fixed this particular date handling bug, but there were plenty more places where this kind of hand-grown string munging happened, and plenty more opportunities for the report to fail.

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An anonymous reader quotes a report from The Guardian: Chris Pelkey was killed in a road rage shooting in Chandler, Arizona, in 2021. Three and a half years later, Pelkey appeared in an Arizona court to address his killer. Sort of. "To Gabriel Horcasitas, the man who shot me, it is a shame we encountered each other that day in those circumstances," says a video recording of Pelkey. "In another life, we probably could have been friends. I believe in forgiveness, and a God who forgives. I always have, and I still do," Pelkey continues, wearing a grey baseball cap and sporting the same thick red and brown beard he wore in life. Pelkey was 37 years old, devoutly religious and an army combat veteran. Horcasitas shot Pelkey at a red light in 2021 after Pelkey exited his vehicle and walked back towards Horcasitas's car. Pelkey's appearance from beyond the grave was made possible by artificial intelligence in what could be the first use of AI to deliver a victim impact statement. Stacey Wales, Pelkey's sister, told local outlet ABC-15 that she had a recurring thought when gathering more than 40 impact statements from Chris's family and friends. "All I kept coming back to was, what would Chris say?" Wales said. [...] Wales and her husband fed an AI model videos and audio of Pelkey to try to come up with a rendering that would match the sentiments and thoughts of a still-alive Pelkey, something that Wales compared with a "Frankenstein of love" to local outlet Fox 10. Judge Todd Lang responded positively to the AI usage. Lang ultimately sentenced Horcasitas to 10 and a half years in prison on manslaughter charges. "I loved that AI, thank you for that. As angry as you are, as justifiably angry as the family is, I heard the forgiveness," Lang said. "I feel that that was genuine." Also in favor was Pelkey's brother John, who said that he felt "waves of healing" from seeing his brother's face, and believes that Chris would have forgiven his killer. "That was the man I knew," John said.

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