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Apple can’t get out of facing a class-action lawsuit over AirTags stalking claims

Engadget - Sun, 03/17/2024 - 13:43

A San Francisco judge has ruled that Apple must face a lawsuit accusing the company of negligence over the potential stalking risks created by its AirTags, Bloomberg reports. While the bulk of the roughly three dozen claims in the class-action suit were dismissed, US District Judge Vince Chhabria denied Apple’s bid to have the suit thrown out based on three plaintiffs’ claims alleging that “when they were stalked, the problems with the AirTag’s safety features were substantial, and that those safety defects caused their injuries.”

While the suit argues that Apple was warned of the potential for its Bluetooth item trackers to be misused and thus should be held liable under California law, Apple disagrees, according to Bloomberg. After it released AirTags, Apple later rolled out safety features designed to thwart stalking attempts, like an update that made it so AirTags would emit a loud sound when they get a certain distance from their owner and notifications about unknown trackers. Apple and Google also last year announced that they’re working together on developing industry standards to proactively fight the misuse of tracking devices.

Nevertheless, the lawsuit argues that AirTags have “become the weapon of choice of stalkers and abusers,” Bloomberg reports. The case was filed in the Northern California district court.

This article originally appeared on Engadget at https://www.engadget.com/apple-cant-get-out-of-facing-a-class-action-lawsuit-over-airtags-stalking-claims-184329639.html?src=rss
Categories: Technology

The second-generation Apple Pencil is on sale for $79

Engadget - Sun, 03/17/2024 - 11:22

Apple’s second-generation Apple Pencil is down to one of the best prices we’ve seen yet in a deal on Amazon. The gen 2 Apple Pencil is going for just $79, in what amounts to a 39 percent discount. It’s normally $129, so this would save you $50 on what is the best stylus for the iPad (as long as you have a compatible model).

The second-generation Apple Pencil is great for artists and note-takers who make heavy use of their iPads. It works with the iPad mini (sixth generation), iPad Air (fourth generation and later), the 12.9-inch iPad Pro from the third generation on, and all 11-inch iPad pro models. When it comes to choosing a stylus for your iPad, you really can’t do any better than the Apple Pencil, as it’s designed specifically to be used with Apple’s tablets. It boasts pressure sensitivity for a more realistic drawing experience and has a hover feature that will preview your pen marks to improve precision.

The second-generation Apple Pencil also has a customizable double-tap feature so you can have easier access to the tools you use the most. It charges wirelessly as well, when it’s magnetically attached to a compatible iPad. Apple’s second-generation Pencil was also designed with a more practical flat edge on either side, so it’s less likely to roll off the table when you set it down.

This model of the Apple Pencil came out a few years ago, but it’s still the best of the current lineup. There have been rumors for months that Apple is planning to release new Apple Pencils, possibly as soon as this spring, but that has yet to be confirmed by the company itself. In the meantime, the second generation Apple Pencil is as cheap as the less feature-rich USB-C Apple Pencil.

Follow @EngadgetDeals on Twitter and subscribe to the Engadget Deals newsletter for the latest tech deals and buying advice.

This article originally appeared on Engadget at https://www.engadget.com/the-second-generation-apple-pencil-is-on-sale-for-79-162232896.html?src=rss
Categories: Technology

SpaceX is reportedly building hundreds of spy satellites for the US government

Engadget - Sun, 03/17/2024 - 10:00

SpaceX has been contracted by the Department of Defense’s National Reconnaissance Office (NRO) to build a network of hundreds of low-orbiting spy satellites capable of operating as a swarm and tracking targets on the ground, according to Reuters. The Reuters report, which cites five sources with knowledge of the program, builds on earlier reporting by The Wall Street Journal that revealed SpaceX had signed a $1.8 billion contract in 2021 with an unnamed agency.

This network, called Starshield, would reportedly be able to gather continuous imagery all over Earth for US intelligence, using a mix of large imaging satellites to collect data and relay satellites to transmit information. According to one source who spoke to Reuters, it has the potential to make it so “no one can hide.” Neither SpaceX nor the NRO directly confirmed the company’s involvement in the project, but an NRO spokesperson told Reuters, "The National Reconnaissance Office is developing the most capable, diverse, and resilient space-based intelligence, surveillance, and reconnaissance system the world has ever seen.”

Last fall, it was reported that SpaceX had bagged a $70 million contract with the Space Force to provide satellite communications under its Starshield program. This is a distinct entity from SpaceX’s Starlink constellation, at least according to Elon Musk, who has said Starlink “needs to be a civilian network,” whereas Starshield is meant to be used for government and national security purposes.

This article originally appeared on Engadget at https://www.engadget.com/spacex-is-reportedly-building-hundreds-of-spy-satellites-for-the-us-government-150024771.html?src=rss
Categories: Technology

March 17 — José Andrés and Sens. Ben Cardin and Bill Cassidy

Meet the Press RSS - Sun, 03/17/2024 - 09:15

Sen. Ben Cardin (D-Md.) exclusively joins Meet the Press to discuss his party’s position on Israel after Senate Majority Leader Chuck Schumer (D-N.Y.) called Israeli Prime Minister Benjamin Netanyahu an obstacle to peace. During an exclusive interview, Sen. Bill Cassidy (R-La.) reacts to former President Trump saying there would be a “bloodbath” if he’s not re-elected in November. Chef José Andrés talks about his efforts to bring aid to Gaza during a Meet the Moment interview. 

Categories: Government, politics

The Amazon Echo Buds are down to a record-low $35 right now

Engadget - Sun, 03/17/2024 - 08:30

Amazon’s Echo Buds are on sale for their lowest price yet. You can get the retailer’s AirPods alternatives today for a mere $35 (that’s $15 off). One of Engadget’s picks for the best budget wireless earbuds, the Echo Buds have a clear, detailed and balanced sound profile, built-in Alexa support and five hours of battery life. The discount comes a few days before Amazon’s Big Spring Sale is set to kick off on March 20.

The third-generation Echo Buds were redesigned to lose the silicone tips and adopt a more AirPods-like form factor. This leads to a more open design that makes it easier to listen to music, podcasts or audiobooks without blocking out your environment. Despite the buds themselves being longer than previous models, their USB-C charging case remains pleasingly compact.

The buds support multipoint connectivity, so you can seamlessly switch them between host devices. Setup takes place in the Alexa app, where you can view the battery life of each earbud and their charging case. You can also control their EQ, SideTone (how much of your voice you hear during calls) and VIP Filter settings in the app. It even has a Find My tool to help you locate them if you ever lose them.

None of that would matter if the Echo Buds sounded terrible, but we were impressed with what they offer for their price point. After testing them, Engadget’s Billy Steele wrote, “Softer and acoustic genres like bluegrass, folk and lighter country sound great, with the warm strums of Zach Bryan’s guitars and vocals on American Heartbreak cutting through the mix.” He found the Echo Buds’ tuning to be generally well-balanced across genres.

Your Spring Sales Shopping Guide: Spring sales are in the air, headlined by Amazon’s Big Spring sale event. Our expert editors are curating all the best spring sales right here. Follow Engadget to shop the best tech deals from Amazon’s Big Spring Sale, hear from Autoblog’s car experts on the best spring auto deals on Amazon, and find spring sales to shop on AOL, handpicked just for you.

This article originally appeared on Engadget at https://www.engadget.com/the-amazon-echo-buds-are-down-to-a-record-low-35-right-now-160044108.html?src=rss
Categories: Technology

Redwoods are growing almost as fast in the UK as their Californian cousins

Ars Technica - Sun, 03/17/2024 - 06:37

Enlarge / Looking up at the canopy of a redwood tree in a forest near Golden Gate Live Steamers, Grizzly Peak Boulevard in Oakland. (credit: Smith Collection/Gado/Getty)

What can live for over 3,000 years, weigh over 150 tonnes and could be sitting almost unnoticed in your local park? Giant sequoias (known as giant redwoods in the UK) are among the tallest and heaviest organisms that have ever lived on Earth, not to mention they have the potential to live longer than other species.

My team’s new study is the first to look at the growth of giant sequoias in the UK—and they seem to be doing remarkably well. Trees at two of the three sites we studied matched the average growth rates of their counterparts in the US, where they come from. These remarkable trees are being planted in an effort to help absorb carbon, but perhaps more importantly they are becoming a striking and much-admired part of the UK landscape.

To live so long, giant sequoias have evolved to be extraordinarily resilient. In their native northern California, they occupy an ecological niche in mountainous terrain 1,400–2,100 meters above sea level.

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Categories: Technology

2025 Maserati Grecale Folgore review: A stylish SUV, but a hard EV sell

Ars Technica - Sat, 03/16/2024 - 17:59

Enlarge / Maserati's first electric SUV looks good, but the weight ruins the handling. (credit: Michael Teo Van Runkle)

Maserati provided flights from Los Angeles to Bari and accommodation so Ars could drive the new Grecale Folgore. Ars does not accept paid editorial content.

PUGLIA, ITALY—At a recent media drive program in Puglia, Italy, Maserati introduced the production version of the all-electric Grecale Folgore. The svelte SUV will join the American lineup for model-year 2025 as the company's second-ever EV, following the 2024 GranTurismo Folgore.

Similar to the GranTurismo, development of the Grecale chassis always included plans to electrify the model. But unlike the GT, Grecale does not receive a dogbone-style battery and triple drive unit layout, instead sticking with by-now-traditional skateboard underpinnings and dual 205-kilowatt motors that swap in for the spectacular twin-turbo "Nettuno" V6 engine used on the lower Modena and Trofeo trims.

Total combined output maxes out at 550 hp (410 kW) and 605 lb-ft (820 Nm) of torque, or about 30 hp (22 kW) more than the former top-spec internal-combustion Trofeo trim. Only a few years ago, those power figures for either a gasoline or battery-electric drivetrain would have placed the Grecale at the top of the SUV food chain. Throw in the reactive nature of instantaneous torque, as well as all-wheel-drive traction, and 605 lb-ft should sound pretty impressive.

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Categories: Technology

It took Starbucks a little too long to realize coffee NFTs aren't it

Engadget - Sat, 03/16/2024 - 12:01

Starbucks is pulling the plug on Odyssey, its Web3 rewards program that gave members access to collectible NFTs. The company updated its FAQ on Friday to let members know that the beta program is closing on March 31, and they have a little over a week left to complete any remaining activities (called journeys). Those will shut down March 25. Users won’t lose their Stamps (Starbucks’ NFTs), which are hosted on Nifty Gateway, but they’ll have to sign up for Nifty using their Starbucks Rewards email to access them there, if they haven’t already.

Starbucks was late to the NFT game with Odyssey, which launched in beta in late 2022 — well after interest in the digital collectibles peaked. Unlike some other NFT ventures from major brands, though, it seemed to be aiming for more than a quick cash grab. It gamified the rewards system, offering activities and coffee-related mini-games that encouraged members’ ongoing participation.

In a conversation with TechCrunch published just last month, Odyssey community lead Steve Kaczynski emphasized the community element, saying, “I’ve seen that people who live in California in the Starbucks Odyssey community are really good friends with people in Chicago and they have met up in real life at times. This never would have happened if not for Web3.” But it’s 2024, and brands and consumers alike have long since moved on from NFTs. (Naturally, Forum3, which worked with Starbucks on Odyssey, seems to have pivoted to AI).

Starbucks says the Odyssey marketplace, where members could buy and sell their stamps, will move over to the Nifty marketplace. They can also withdraw their Stamps to trade them on other platforms.

This article originally appeared on Engadget at https://www.engadget.com/it-took-starbucks-a-little-too-long-to-realize-coffee-nfts-arent-it-170132305.html?src=rss
Categories: Technology

Tesla settles long-running racial discrimination court battle with former worker

Engadget - Sat, 03/16/2024 - 08:30

Owen Diaz's lengthy court battle against Tesla is officially over, now that both parties have agreed on a settlement. Attorney Lawrence Organ, Diaz's lawyer, told CNBC that that the "parties have reached an amicable resolution of their disputes," but that the "terms of the settlement are confidential." If you've been following this case for a while now, that means you won't get to find out how much Diaz is getting after the massive $137 million in damages he was originally awarded got dramatically lowered to $3.2 million. 

The former elevator operator famously sued the automaker for enabling a racist workplace, saying that he faced discrimination "straight from the Jim Crow era" as a Black individual. He said his fellow workers left left drawings of swastika and racist graffiti, such as ones of Inki the Caveman, on his workspace and around Tesla's Fremont assembly plant. Diaz also said that he and other Black workers were subjected to racial slurs, and that the company failed to address thes behaviors despite repeated complaints. 

In 2021, a San Francisco court ordered Tesla to pay $137 million in damages to its former worker, which was one of the highest amounts awarded to a plaintiff suing on the basis of discrimination. However, a judge during the appeals that followed found the amount excessive and lowered it to $15 million, even though he upheld the original jury's verdict. The parties went back into trial after Diaz refused the lowered amount, but a jury lowered the damages Tesla must pay even further to $3.2 million. At the time, Diaz's lawyer said he was wrongly attacked by the defense and that they had already requested a new trial due to misconduct. It looks like both parties have since agreed to negotiate behind closed doors. 

While Diaz's case is done, Organ also represents Marcus Vaughn, who filed another lawsuit against the automaker for racial harassment. Vaughn called Tesla's Fremont plant a "hotbed for racist behavior" and petitioned the court last year to give his lawsuit class action status so that he could add 240 Black colleagues to his complaint. 

This article originally appeared on Engadget at https://www.engadget.com/tesla-settles-long-running-racial-discrimination-court-battle-with-former-worker-133036456.html?src=rss
Categories: Technology

Tick-killing pill shows promising results in human trial

Ars Technica - Sat, 03/16/2024 - 06:16

Enlarge (credit: Ladislav Kubeš)

If you have a dog or cat, chances are you’ve given your pet a flavored chewable tablet for tick prevention at some point. What if you could take a similar pill to protect yourself from getting Lyme disease?

Tarsus Pharmaceuticals is developing such a pill for humans—minus the tasty flavoring—that could provide protection against the tick-borne disease for several weeks at a time. In February, the Irvine, California–based biotech company announced results from a small, early-stage trial showing that 24 hours after taking the drug, it can kill ticks on people, with the effects lasting for up to 30 days.

“What we envision is something that would protect you before the tick would even bite you,” says Bobby Azamian, CEO of Tarsus.

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Categories: Technology

KC Soundcheck: Waxahatchee

KCUR - Sat, 03/16/2024 - 04:00
Katie Crutchfield achieved her dreams with the release of Waxahatchee's breakthrough album "Saint Cloud" in 2020. Now, she'll build on them with a new album, "Tigers Blood," out March 22.
Categories: News

The PS5 Pro is reportedly coming this holiday season

Engadget - Sat, 03/16/2024 - 03:44

Confession time: I already have a copy of Final Fantasy XVI and Final Fantasy VII Rebirth for the PS5 even though I still don't have a PlayStation 5 console. I never get consoles the moment they come out and usually wait a few years for their next version. In the PlayStation 5's case, I thought it was going to be the PS5 Slim, but it looks like I could have another option by the end of the year: The PlayStation 5 Pro. Tom Henderson of Insider Gaming says the PS5 Pro details leaked by the Moore’s Law is Dead YouTube channel came from documentation Sony itself recently sent to third-party developers. 

Take the website's confirmation with a grain of salt, of course, but Henderson has a pretty good track record when it comes to leaks. In 2022, he reported that Sony was working a "genuine professional controller" for the PS5, two months before the DualSense Edge was officially announced. He also revealed that the company was set to release a version of the console with a detachable disc drive a full year before Sony introduced the smaller and lighter PS5 model. 

Based on leaked information on the PS5 Pro so far, it will offer improved and consistent frame rate (FPS) at 4K, as well as a "performance mode" for 8K resolution. It's also expected to be able to render games up to 45 percent quicker and to have ray tracing capabilities that are two to three times faster than its non-pro counterpart. Plus, the documentation Moore’s Law is Dead featured in its video shows that it will have a GPU with 67 Teraflops FP16 (33.5 Teraflops FP32) performance, which indicates faster speeds and better graphics overall.

Henderson says Sony is targeting a holiday release for the PS5 Pro, most likely to take advantage of heightened sales for the season. However, that could still change, depending on whether the company feels there haven't been enough first-party title releases this year. 

This article originally appeared on Engadget at https://www.engadget.com/the-ps5-pro-is-reportedly-coming-this-holiday-season-084404542.html?src=rss
Categories: Technology

Researchers use ASCII art to elicit harmful responses from 5 major AI chatbots

Ars Technica - Fri, 03/15/2024 - 19:17

Enlarge / Some ASCII art of our favorite visual cliche for a hacker. (credit: Getty Images)

Researchers have discovered a new way to hack AI assistants that uses a surprisingly old-school method: ASCII art. It turns out that chat-based large language models such as GPT-4 get so distracted trying to process these representations that they forget to enforce rules blocking harmful responses, such as those providing instructions for building bombs.

ASCII art became popular in the 1970s, when the limitations of computers and printers prevented them from displaying images. As a result, users depicted images by carefully choosing and arranging printable characters defined by the American Standard Code for Information Interchange, more widely known as ASCII. The explosion of bulletin board systems in the 1980s and 1990s further popularized the format.

@_____ \_____)| / /(""")\o o ||*_-||| / \ = / | / ___) (__| / / \ \_/##|\/ | |\ ###|/\ | |\\###&&&& | (_###&&&&&> (____|(B&&&& ++++\&&&/ ###(O)###\ ####AAA#### ####AAA#### ########### ########### ########### |_} {_| |_| |_| | | | | ScS| | | | |_| |_| (__) (__) _._ . .--. \\ //\\ \ .\\ ///_\\\\ :/>` /(| `|'\\\ Y/\ )))\_-_/((\ \ \ ./'_/ " \_`\) \ \.-" ._ \ / \ \ _.-" (_ \Y/ _) | " )" | ""/|| .-' .' / || / ` / || | __ : ||_ | / \ \ '|\` | | \ \ | | `. \ | | \ \ | | \ \ | | \ \ | | \ \ /__\ |__\ /.| DrS. |.\_ `-'' ``--'

Five of the best-known AI assistants—OpenAI’s GPT-3.5 and GPT-4, Google’s Gemini, Anthropic’s Claude, and Meta’s Llama—are trained to refuse to provide responses that could cause harm to the user or others or further a crime or unethical behavior. Prompting any of them, for example, to explain how to make and circulate counterfeit currency is a no-go. So are instructions on hacking an Internet of Things device, such as a surveillance camera or Internet router.

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Categories: Technology

Finally, engineers have a clue that could help them save Voyager 1

Ars Technica - Fri, 03/15/2024 - 18:23

Enlarge / Artist's illustration of the Voyager 1 spacecraft. (credit: Caltech/NASA-JPL)

It's been four months since NASA's Voyager 1 spacecraft sent an intelligible signal back to Earth, and the problem has puzzled engineers tasked with supervising the probe exploring interstellar space.

But there's a renewed optimism among the Voyager ground team based at NASA's Jet Propulsion Laboratory in California. On March 1, engineers sent a command up to Voyager 1—more than 15 billion miles (24 billion kilometers) away from Earth—to "gently prompt" one of the spacecraft's computers to try different sequences in its software package. This was the latest step in NASA's long-distance troubleshooting to try to isolate the cause of the problem preventing Voyager 1 from transmitting coherent telemetry data.

Cracking the case

Officials suspect a piece of corrupted memory inside the Flight Data Subsystem (FDS), one of three main computers on the spacecraft, is the most likely culprit for the interruption in normal communication. Because Voyager 1 is so far away, it takes about 45 hours for engineers on the ground to know how the spacecraft reacted to their commands—the one-way light travel time is about 22.5 hours.

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Categories: Technology

Cut submarine cables cause web outages across Africa; 6 countries still affected

Ars Technica - Fri, 03/15/2024 - 17:40

Enlarge / View of Le Plateau and Ebrie Lagoon from the top of the Cathedrale St-Paul in Côte d'Ivoire (Ivory Coast), one of the affected countries. (credit: Getty)

Thirteen countries across Africa experienced Internet outages on Thursday due to damage to submarine fiber optic cables. Some countries, including Ghana and Nigeria, are still suffering from nationwide outages.

Multiple network providers reported Internet outages yesterday, and Cloudflare's Radar tool, which monitors Internet usage patterns, detailed how the outage seemingly moved from the northern part of West Africa to South Africa. All 13 countries (Benin, Burkina Faso, Cameroon, Côte d'Ivoire, Ghana, Guinea, Liberia, Namibia, Niger, Nigeria, South Africa, The Gambia, and Togo) reportedly suffered nationwide outages, with most seeing multiple networks hit.

Some countries' Internet disruptions were short-lived, such as in Gambia and Guinea, as they lasted for 30 minutes, per Cloudflare. Other outages, like in South Africa (five hours) were longer, and some remain ongoing. As of this writing, Cloudflare reports that six countries, including Benin, Burkina Faso, Cameroon, and Côte d'Ivoire, are still suffering outages.

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Categories: Technology

Meet the Press NOW — March 15

Meet the Press RSS - Fri, 03/15/2024 - 16:52

The Georgia special prosecutor in the criminal election interference case against former President Trump announces his resignation. Former Vice President Mike Pence says he will not endorse Trump’s re-election bid. Tom Perez, senior advisor to President Biden, talks about the White House’s response to the humanitarian crisis in Gaza. Richard Engel reports from Jerusalem and Keir Simmons reports from Moscow.

Categories: Government, politics

22 Of The Funniest Tweets About Cats And Dogs This Week (Mar. 9-15)

HufPost Comedy - Fri, 03/15/2024 - 16:37
"I get it dogs, I too want a little treat when I do something right"
Categories: Comedy

The FTC is probing Reddit’s AI licensing deals

Engadget - Fri, 03/15/2024 - 16:29

The Federal Trade Commission is looking into Reddit’s AI licensing deals, the company disclosed in paperwork filed with the Securities and Exchange Commission. The company, which is in the midst of its Initial Public Offering, said that the regulator notified Reddit officials that it “intended to request information and documents” about the company’s AI deals.

It’s not clear why the FTC is probing Reddit’s relatively new licensing business, but it seems to be in the early stages of its inquiry. “On March 14, 2024, we received a letter from the FTC advising us that the FTC’s staff is conducting a non-public inquiry focused on our sale, licensing, or sharing of user-generated content with third parties to train AI models,” Reddit wrote in a filing. “Given the novel nature of these technologies and commercial arrangements, we are not surprised that the FTC has expressed interest in this area. We do not believe that we have engaged in any unfair or deceptive trade practice.”

Reddit’s deals to license its catalog of user-generated content are a key part of the company’s strategy to grow its revenue as it gets ready to go public. On the day the company filed for IPO, the company announced it had reached a deal with Google, which will use Reddit data to train its AI models. That arrangement was reportedly worth around $60 million. The company said it was in the early stages of “exploring” these types of deals.

According to Axios, other companies have received similar letters from the FTC. The regulator has previously shown an interest in the current wave of generative AI upstarts and their relationships with large tech companies, The FTC is currently investigating Microsoft, Alphabet and Amazon over their investments into prominent AI startups.

This article originally appeared on Engadget at https://www.engadget.com/the-ftc-is-probing-reddits-ai-licensing-deals-212902998.html?src=rss
Categories: Technology

NatGeo’s Photographer flips the lens to focus on visual storytellers

Ars Technica - Fri, 03/15/2024 - 16:17

NatGeo's new series, Photographer gives us a glimpse behind the lens.

National Geographic is justly renowned for its incredible photographs and eye-popping video footage, capturing all manner of natural marvels in gorgeous, jaw-dropping detail. Now the people behind those amazing shots are getting their moment in the spotlight with the documentary series, Photographer.

If you've ever wanted to know more about what it's really like to be a NatGeo photographer, this series will take you behind the scenes as the photographers strive to meet the challenges and inevitable surprise obstacles to get that timeless shot. Each episode focuses on a different photographer, combining vérité footage with in-depth interviews and archival footage to help viewers see the world through their eyes—whether it be capturing a hummingbird in flight, chronicling a campaign against oil rigs in the Bahamas, or recording protests, rocket launches, tornadoes, or the behavior of whales, to name a few.

The exclusive clip above features photographer Anand Varma, who started out studying marine biology, intent on following in his father's footsteps as a scientist, But after taking a job as a camera assistant, he fell in love with photography and has carved out his own niche at the interface of science and art. His latest project is a photographic series centered on metamorphosis—in this case, trying to capture the formation and hatching of a chicken embryo on camera.

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Categories: Technology

Once “too scary” to release, GPT-2 gets squeezed into an Excel spreadsheet

Ars Technica - Fri, 03/15/2024 - 15:56

Enlarge (credit: Getty Images)

It seems like AI large language models (LLMs) are everywhere these days due to the rise of ChatGPT. Now, a software developer named Ishan Anand has managed to cram a precursor to ChatGPT called GPT-2—originally released in 2019 after some trepidation from OpenAI—into a working Microsoft Excel spreadsheet. It's freely available and is designed to educate people about how LLMs work.

"By using a spreadsheet anyone (even non-developers) can explore and play directly with how a 'real' transformer works under the hood with minimal abstractions to get in the way," writes Anand on the official website for the sheet, which he calls "Spreadsheets-are-all-you-need." It's a nod to the 2017 research paper "Attention is All You Need" that first described the Transformer architecture that has been foundational to how LLMs work.

Anand packed GPT-2 into an XLSB Microsoft Excel binary file format, and it requires the latest version of Excel to run (but won't work on the web version). It's completely local and doesn't do any API calls to cloud AI services.

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Categories: Technology

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