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'How Good Is ChatGPT at Coding, Really?'

IEEE Spectrum (the IEEE's official publication) asks the question. "How does an AI code generator compare to a human programmer?" A study published in the June issue of IEEE Transactions on Software Engineering evaluated the code produced by OpenAI's ChatGPT in terms of functionality, complexity and security. The results show that ChatGPT has an extremely broad range of success when it comes to producing functional code — with a success rate ranging from anywhere as poor as 0.66 percent and as good as 89 percent — depending on the difficulty of the task, the programming language, and a number of other factors. While in some cases the AI generator could produce better code than humans, the analysis also reveals some security concerns with AI-generated code. The study tested GPT-3.5 on 728 coding problems from the LeetCode testing platform — and in five programming languages: C, C++, Java, JavaScript, and Python. The results? Overall, ChatGPT was fairly good at solving problems in the different coding languages — but especially when attempting to solve coding problems that existed on LeetCode before 2021. For instance, it was able to produce functional code for easy, medium, and hard problems with success rates of about 89, 71, and 40 percent, respectively. "However, when it comes to the algorithm problems after 2021, ChatGPT's ability to generate functionally correct code is affected. It sometimes fails to understand the meaning of questions, even for easy level problems," said Yutian Tang, a lecturer at the University of Glasgow. For example, ChatGPT's ability to produce functional code for "easy" coding problems dropped from 89 percent to 52 percent after 2021. And its ability to generate functional code for "hard" problems dropped from 40 percent to 0.66 percent after this time as well... The researchers also explored the ability of ChatGPT to fix its own coding errors after receiving feedback from LeetCode. They randomly selected 50 coding scenarios where ChatGPT initially generated incorrect coding, either because it didn't understand the content or problem at hand. While ChatGPT was good at fixing compiling errors, it generally was not good at correcting its own mistakes... The researchers also found that ChatGPT-generated code did have a fair amount of vulnerabilities, such as a missing null test, but many of these were easily fixable. "Interestingly, ChatGPT is able to generate code with smaller runtime and memory overheads than at least 50 percent of human solutions to the same LeetCode problems..."

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Watch Volunteers Emerge After Living One Year in a Mars Simulation

They lived 378 days in a "mock Mars habitat" in Houston, reports Engadget. But today the four volunteers for NASA's yearlong simulation will finally emerge from their 1,700-square-foot habitat at the Johnson Space Center that was 3D-printed from materials that could be created with Martian soil. And you can watch the "welcome home" ceremony's livestream starting at 5 p.m. EST on NASA TV (also embedded in Engadget's story). More det ails from NASA: For more than a year, the crew simulated Mars mission operations, including "Marswalks," grew and harvested several vegetables to supplement their shelf-stable food, maintained their equipment and habitat, and operated under additional stressors a Mars crew will experience, including communication delays with Earth, resource limitations, and isolation. One of the mission's crew members told the Houston Chronicle they were "very excited to go back to 'Earth,' but of course there is a bittersweet aspect to it just like any time you reach the completion of something that has dominated one's life for several years." Various crew members left behind their children or long-term partner for this once-in-a-lifetime experience, according to an earlier article, which also notes that NASA is paying the participants $10 per hour "for all waking hours, up to 16 hours per day. That's as much as $60,480 for the 378-day mission." Engadget points out there are already plans for two more one-year "missions" — with the second one expected to begin next spring... I'm curious. Would any Slashdot readers be willing to spend a year in a mock Mars habitat?

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Curricula From Bill Gates-Backed 'Illustrative Math' Required In NYC High Schools

New York City announced a "major citywide initiative" to increase "math achievement" among students, according to the mayor's office. 93 middle schools and 420 high schools will implement an "Illustrative Math" curriculum (from an education nonprofit founded in 2011) combined with intensive teacher coaching, starting this fall. "The goal is to ensure that all New York City students develop math skills," according to the NYC Solves web site (with the mayor's office noting "years of stagnant math scores.") Long-time Slashdot reader theodp writes: The NYC Public Schools further explained, "As part of the NYC Solves initiative, all high schools will use Illustrative Mathematics and districts will choose a comprehensive, evidence-based curricula for middle school math instruction from an approved list. Each curriculum has been reviewed and recommended by EdReports, a nationally recognized nonprofit organization." The About page for Illustrative Mathematics (IM) lists The Bill & Melinda Gates Foundation as a Philanthropic Supporter [as well as the Chan Zuckerberg Initiative and The William and Flora Hewlett Foundation], and lists two Gates Foundation Directors as Board members... A search of Gates Foundation records for "Illustrative Mathematics" turns up $25 million in committed grants since 2012, including a $13.9 million grant to Illustrated Mathematics in Nov. 2022 ("To support the implementation of high-quality instructional materials and practices for improving students' math experience and outcomes") and a $425,000 grant just last month to Educators for Excellence ("To engage teacher feedback on the implementation of Illustrative Mathematics curriculum and help middle school teachers learn about the potential for math high-quality instructional materials and professional learning in New York City"). EdReports, which vouched for the Illustrative Mathematics curriculum (according to New York's Education Department), has received $10+ million in committed Gates Foundation grants. The Gates Foundation is also a very generous backer of NYC's Fund for Public Schools, with grants that included $4,276,973 in October 2023 "to support the implementation of high-quality instructional materials and practices for improving students' math experience and outcomes." Chalkbeat reported in 2018 on a new focus on high school curriculum by the Gates Foundation ("an area where we feel like we've underinvested," said Bill Gates). The Foundation made math education its top K-12 priority in Oct. 2022 with a $1.1 billion investment. Also note this May 2023 blog post from $14+ million Gates Foundation grantee Educators for Excellence, a New York City nonprofit. The blog post touts the key role the nonprofit had played in a year-long advocacy effort that ultimately "secured a major win" ending the city's curricula "free-for-all" and announced "a standardized algebra curriculum from Illustrative Mathematics will also be piloted at 150 high schools." As the NY Times reported back in 2011, behind "grass-roots" school advocacy, there's Bill Gates!

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'Windows Recall' Preview Remains Hackable As Google Develops Similar Feature

Windows Recall was "delayed" over concerns that storing unencrypted recordings of users' activity was a security risk. But now Slashdot reader storagedude writes: The latest version of Microsoft's planned Windows Recall feature still contains data privacy and security vulnerabilities, according to a report by the Cyber Express. Security researcher Kevin Beaumont — whose work started the backlash that resulted in Recall getting delayed last month — said the most recent preview version is still hackable by Alex Hagenah's "TotalRecall" method "with the smallest of tweaks." The Windows screen recording feature could as yet be refined to fix security concerns, but some have spotted it recently in some versions of the Windows 11 24H2 release preview that will be officially released in the fall. Cyber Express (the blog of threat intelligence vendor Cyble Inc) got this official response: Asked for comment on Beaumont's findings, a Microsoft spokesperson said the company "has not officially released Recall," and referred to the updated blog post that announced the delay, which said: "Recall will now shift from a preview experience broadly available for Copilot+ PCs on June 18, 2024, to a preview available first in the Windows Insider Program (WIP) in the coming weeks." "Beyond that, Microsoft has nothing more to share," the spokesperson added. Also this week, the blog Android Authority wrote that Google is planning to introduce its own "Google AI" features to Pixel 9 smartphones. They include the ability to enhance screenshots, an "Add Me" tool for group photos — and also "a feature resembling Microsoft's controversial Recall" dubbed "Pixel Screenshots." Google's take on the feature is different and more privacy-focused: instead of automatically capturing everything you're doing, it will only work on screenshots you take yourself. When you do that, the app will add a bit of extra metadata to it, like app names, web links, etc. After that, it will be processed by a local AI, presumably the new multimodal version of Gemini Nano, which will let you search for specific screenshots just by their contents, as well as ask a bot questions about them. My take on the feature is that it's definitely a better implementation of the idea than what Microsoft created.. [B]oth of the apps ultimately serve a similar purpose and Google's implementation doesn't easily leak sensitive information... It's worth mentioning Motorola is also working on its own version of Recall — not much is known at the moment, but it seems it will be similar to Google's implementation, with no automatic saving of everything on the screen. The Verge describes the Pixel 9's Google AI as "like Microsoft Recall but a little less creepy."

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Is China Building Spy Bases in Cuba?

"Images captured from space show the growth of Cuba's electronic eavesdropping stations," reported the Wall Street Journal this week, citing a new report from the Center for Strategic and International Studies, a Washington-based think tank. But they added that the stations "are believed to be linked to China," including previously-unreported construction about 70 miles from the U.S. naval base at Guantanamo Bay. (The Journal had previously reported China and Cuba were "negotiating closer defense and intelligence ties, including establishing a new joint military training facility on the island and an eavesdropping facility.") At the time, the Journal reported that Cuba and China were already jointly operating eavesdropping stations on the island, according to U.S. officials, who didn't disclose their locations. It couldn't be determined which, if any, of those are included in the sites covered by the CSIS report. The concern about the stations, former officials and analysts say, is that China is using Cuba's geographical proximity to the southeastern U.S. to scoop up sensitive electronic communications from American military bases, space-launch facilities, and military and commercial shipping. Chinese facilities on the island "could also bolster China's use of telecommunications networks to spy on U.S. citizens," said Leland Lazarus, an expert on China-Latin America relations at Florida International University... Authors of the CSIS report, after analyzing years' worth of satellite imagery, found that Cuba has significantly upgraded and expanded its electronic spying facilities in recent years and pinpointed four sites — at Bejucal, El Salao, Wajay and Calabazar... "These are active locations with an evolving mission set," said Matthew Funaiole, a senior follow at CSIS and the report's chief author. The CSIS web site shows some of the satellite images. "Pinpointing the specific targets of these assets is nearly impossible," they add — but since Cuba has no space program, "the types of space-tracking capabilities observed are likely intended to monitor the activities of other nations (like the United States) with a presence in orbit." While China's own satellites could also benefit from a North America-based groundstation for communications, the Cuban facilities "would also provide the ability to monitor radio traffic and potentially intercept data delivered by U.S. satellites as they pass over highly sensitive military sites across the southern United States." The think tank points out that one possibly-installed system would be within range to monitor rocket launches from Cape Canaveral and NASA's Kennedy Space Center. "Studying these launches — particularly those of SpaceX's Falcon 9 and Falcon Heavy reusable first-stage booster rocket systems — is likely of keen interest to China as it attempts to catch up to U.S. leadership in space launch technology."

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Investors Pour $27.1 Billion into AI Startups, Defying a Downturn

"For two years, many unprofitable tech startups have cut costs, sold themselves or gone out of business," reports the New York Times. "But the ones focused on artificial intelligence have been thriving." Now, the AI boom that started in late 2022, has become the strongest counterpoint to the broader startup downturn. Investors poured $27.1 billion into AI startups in the United States from April to June, accounting for nearly half of all U.S. startup funding in that period, according to PitchBook, which tracks startups. In total, U.S. startups raised $56 billion, up 57% from a year earlier and the highest three-month haul in two years. AI companies are attracting huge rounds of funding reminiscent of 2021, when low interest rates pushed investors away from taking risks on tech investments... The startup downturn began in early 2022 as many money-losing companies struggled to grow as quickly as they did in the pandemic. Rising interest rates also pushed investors to chase less risky investments. To make up for dwindling funding, startups slashed staff and scaled back their ambitions. Then in late 2022, OpenAI, a San Francisco AI lab, kicked off a new boom with the release of its ChatGPT chatbot. Excitement around generative AI technology, which can produce text, images and videos, set off a frenzy of startup creation and funding. "Sam Altman canceled the recession," joked Siqi Chen, founder of the startup Runway Financial, referring to OpenAI's chief executive. Chen said his company, which makes finance software, was growing faster than it otherwise would have because "AI can do the job of 1.5 people...." An analysis of 125 AI startups by Kruze Consulting, an accounting and tax advisory firm, showed that the companies spent an average of 22% of their expenses on computing costs in the first three months of the year — more than double the 10% spent by non-AI software companies in the same period. "No wonder VCs are throwing money into these companies," said Healy Jones, Kruze's vice president of financial strategy. While AI startups are growing faster than other startups, he said, "they clearly need the money." Startups receiving funding include CoreWeave ($1.1 billion), ScaleAI ($1 billion), and the Elon Musk-founded xAI ($6 billion), according to the article. "For investors who back fast-growing startups, there is little downside to being wrong about the next big thing, but there is enormous upside in being right. AI's potential has generated deafening hype, with prominent investors and executives predicting that the market for AI will be bigger than the markets for the smartphone, the personal computer, social media and the internet."

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GM Will Pay $146M Penalty Because 5.9 Million Older Vehicles Emit Excess CO2

General Motors will pay nearly $146 million in penalties to the U.S. government, reports the Associated Press, "because 5.9 million of its older vehicles do not comply with emissions and fuel economy standards." The National Highway Traffic Safety Administration said in a statement Wednesday that certain GM vehicles from the 2012 through 2018 model years did not comply with federal fuel economy requirements. The penalty comes after the Environmental Protection Agency said its testing showed the GM pickup trucks and SUVs emit over 10% more carbon dioxide on average than GM's initial compliance testing claimed. The EPA says the vehicles will remain on the road and cannot be repaired. The GM vehicles on average consume at least 10% more fuel than the window sticker numbers say, but the company won't be required to reduce the miles per gallon on the stickers, the EPA said... GM said in a statement that it complied with all regulations in pollution and mileage certification of its vehicles. The company said it is not admitting to any wrongdoing nor that it failed to comply with the Clean Air Act... The enforcement action involves about 4.6 million full-size pickups and SUVs and about 1.3 million midsize SUVs, the EPA said. The affected models include the Chevy Tahoe, Cadillac Escalade and Chevy Silverado. About 40 variations of GM vehicles are covered. GM will be forced to give up credits used to ensure that manufacturers' greenhouse gas emissions are below the fleet standard for emissions that applies for that model year, the EPA said. In a quarterly filing with the Securities and Exchange Commission, GM said it expects the total cost to resolve the matter will be $490 million. Because GM agreed to address the excess emissions, EPA said it was not necessary to make a formal determination regarding the reasons for the excess pollution. According to the article, David Cooke, senior vehicles analyst for the Union of Concerned Scientists, "said it's possible that GM owners could sue the company because they are getting lower gas mileage than advertised." The article also notes that in 2014, Hyundai and Kia "entered into a settlement in which they had to pay a $100 million civil penalty to end a two year investigation into overstated gas mileage on window stickers of 1.2 million vehicles."

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Stolen Campaign Lawn Signs Tracked with Hidden Apple AirTags

An anonymous reader shared this report from Business Insider: It's a political tale as old as time: put up a campaign poster in your yard, and thieves come to snatch it. But according to The Wall Street Journal, those fed up with front lawn looting are embracing a modern solution. Apple's geo-tracking AirTag devices are helping owners find their signs — and sometimes, even the people who stole them. The practice has already led to charges. In one example cited by the outlet, Florida politician John Dittmore decided to hide the coin-sized gadget on one of his posters after waking up to a number of thefts in May... [Two teenagers were charged with criminal mischief and the theft of nine signs.] In other cited cases, stolen signs don't end up with teens, but in the homes of electoral opponents. After Chris Torre became the victim of poster snatching, AirTags led him to the residence of Renee Rountree, the Journal said. Both were running for a seat on the Isle of Wight County Board of Supervisors in Virginia. Her son-in-law was charged with a misdemeanor for stealing the property, while Rountree faced a misdemeanor for receiving stolen goods. In a December trial, she noted plans to return the signs. Rountree has since been ordered to 250 hours of community service. "I would like to think that this will have a huge deterrent effect," the trial's judge said in the court's transcript, quoted by WSJ.

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Eclipse Foundation Releases Open-Source Theia IDE - Compatible with VS Code Extensions

"After approximately seven years in development, the Eclipse Foundation's Theia IDE project is now generally available," writes ADT magazine, "emerging from beta to challenge Microsoft's similar Visual Studio Code (VS Code) editor." The Eclipse Theia IDE is part of the Eclipse Cloud DevTools ecosystem. The Eclipse Foundation calls it "a true open-source alternative to VS Code," which was built on open source but includes proprietary elements, such as default telemetry, which collects usage data... Theia was built on the same Monaco editor that powers VS Code, and it supports the same Language Server Protocol (LSP) and Debug Adapter Protocol (DAP) that provide IntelliSense code completions, error checking and other features. The Theia IDE also supports the same extensions as VS Code (via the Open VSX Registry instead of Microsoft's Visual Studio Code Marketplace), which are typically written in TypeScript and JavaScript. There are many, many more extensions available for VS Code in Microsoft's marketplace, while "Extensions for VS Code Compatible Editors" in the Open VSX Registry number 3,784 at the time of this writing... The Eclipse Foundation emphasized another difference between its Theia IDE and VS Code: the surrounding ecosystem/community. "At the core of Theia IDE is its vibrant open source community hosted by the Eclipse Foundation," the organization said in a news release. "This ensures freedom for commercial use without proprietary constraints and fosters innovation and reliability through contributions from companies such as Ericsson, EclipseSource, STMicroelectronics, TypeFox, and more. The community-driven model encourages participation and adaptation according to user needs and feedback." Indeed, the list of contributors to and adopters of the platform is extensive, also featuring Broadcom, Arm, IBM, Red Hat, SAP, Samsung, Google, Gitpod, Huawei and many others. The It's FOSS blog has some screenshots and a detailed rundown. ADT magazine stresses that there's also an entirely distinct (but related) project called the Eclipse Theia Platform (not IDE) which differs from VS Code by allowing developers "to create desktop and cloud IDEs using a single, open-source technology stack" [that can be used in open-source initiatives]. The Eclipse Theia platform "allows developers to customize every aspect of the IDE without forking or patching the code... fully tailored for the needs of internal company projects or for commercial resale as a branded product."

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10 caloducs dans un ventirad ? La folle décision de la marque CRYORIG, en simple et double tour !

10 caloducs sur un seul ventirad, il fallait oser tout de même ! C'est pourtant bel et bien ce que la société CRYORIG vient de mettre au point et non seulement sur un refroidisseur CPU à double tour, mais également sur une variante à une seule tour !Leurs petits noms : les CRYORIG OE10 et CRYORIG TE...

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