First, in the plainest language, before we get to anything else, Project Hail Mary is a fantastic film. It does right by its source material, and it also easily stands on its own for folks who haven’t read the book. It comes out on March 20, and if you’re a regular Ars Technica reader, you will almost certainly enjoy the crap out of it. Go see it as soon as you can, and see it in a theater where the big visuals will have the most impact.

Next, a word about what “spoiler-free” means here: In this short review, I’ll talk about stuff that happens in the movie’s many, many trailers. If you’re an ultra-purist who is both interested in this film and who has also somehow avoided reading the book and also seeing any of the trailers, bail out now.

Otherwise, read on!

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OLED TVs have become the standard for people who want deep contrast and cinematic picture quality at home, but they often come with prices that stretch well beyond most budgets. That’s why discounts on models from major brands tend to draw attention, and the 65-inch Sony Bravia 8 OLED (2025) is currently $1,198 on Amazon, down from $1,398. Price trackers show this is the lowest price it has reached so far. The other sizes are discounted as well, with the 55-inch model at $998 and the 77-inch version at $1,798. The Bravia 8 gives you the deep blacks and strong contrast people usually buy OLED for, but it is not Sony’s brightest or most color-accurate model. Higher-end options like the company’s A95L OLED push those aspects further, but they cost significantly more.

65-inch Sony Bravia 8 4K OLED TV (K-65XR8B)

$1,198.00
at Amazon

$1,398.00
Save $200.00

$1,198.00
at Amazon

$1,398.00
Save $200.00

The Bravia 8 has a nearly bezel-free display, and around its back, you’ll find four HDMI ports, including two that support 4K at 120Hz and one with eARC for audio systems, plus USB 2.0 and USB 3.0 ports, Ethernet, optical audio, and an antenna connection. Sony uses Google TV as the operating system, so apps like Netflix, Disney+, Apple TV, and YouTube come preinstalled, and you can cast from phones or laptops using Google Cast or Apple AirPlay. It also has built-in Google Assistant support, meaning you can search for shows or control compatible smart home devices using voice commands.

Picture performance reflects both the strengths and limitations of this model. Like most OLED TVs, it produces perfect black levels with no light bloom, and the infinite contrast ratio makes movies and darker scenes look rich and detailed. Plus, the panel has 4K resolution and a 120Hz refresh rate, along with support for Dolby Vision, HDR10, HDR10+, and HLG. That said, brightness tops out around 587 nits, which is decent for OLED but not as high as many premium LED TVs, and PCMag notes that colors lean a little cool by default and that very dark scenes can lose some detail in deep shadows. Gaming performance is solid, though. In Game mode, the TV shows about 4.6 milliseconds of input lag, well below the threshold most players look for, and it supports variable refresh rate for smoother gameplay.

Meta will begin charging advertisers a 2-5% “location fee” to offset digital services taxes imposed by several European countries, including the UK, France, Italy, Spain, Austria, and Turkey. Reuters reports: The fee, for image or video ads delivered on Meta platforms including WhatsApp click-to-message campaigns and marketing messages together with ads, will apply from July 1 and will also cover other government-imposed levies. “Until now, Meta has covered these additional costs. These changes are part of Meta’s ongoing effort to respond to the evolving regulatory landscape and align with industry standards,” the company said in the blog.

The location fees are determined by where the audience is located and not the advertisers’ business location. Meta listed six countries where the fees will apply, ranging from 2% in the United Kingdom to 3% in France, Italy and Spain and 5% in Austria and Turkey.

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The new Blink Outdoor 2K+ (5-Camera System) is currently $226.99 on Amazon, down from $349.99, and price trackers show this is the lowest price it has reached so far. Spread across five cameras, that works out to about $45 per camera, which is cheaper than buying them individually. A five-camera kit like this generally makes the most sense for a typical single-family home or townhouse, where you might want coverage at the front door, backyard, garage, and a couple of side entrances. In a small apartment, it may be more cameras than you need, but for a house with multiple outdoor entry points, the bundle saves you from piecing together a system one device at a time.

Blink Outdoor 2K+ (Five-Camera)

$226.99
at Amazon

$349.99
Save $123.00

$226.99
at Amazon

$349.99
Save $123.00

The cameras themselves are small and easy to place almost anywhere. Each measures approximately 2.8 x 2.8 x 1.6 inches and features an IP65 weather-resistant design that is dust- and water-resistant. Setup is straightforward because the cameras run on two AA lithium batteries that Blink says can last up to two years, depending on how often motion is detected. The bundle comes with the required batteries, mounting hardware, and a Sync Module Core that connects everything to your home wifi. Once installed, the cameras record 2K video (2,560 × 1,440) with a 135-degree field of view, which is wide enough to capture most entryways or driveways without much repositioning. In real use, footage tends to look sharp, with enough detail to pick out faces or license plates at reasonable distances.

The cameras also offer two-way audio, motion alerts, night vision, and a temperature sensor that can send notifications if conditions cross a set threshold, according to this PCMag review. Plus, the Outdoor 2K+ adds new software features, including AI-generated descriptions of recorded events that summarize what the camera sees. Those tools are helpful, but they highlight the system’s main trade-off: many advanced features require a Blink subscription plan, starting at $3.99 per month for one camera or $11.99 per month for unlimited cameras (to include AI features, the basic plan starts at $6.99 for a single camera). Without a subscription, you lose access to cloud-stored video clips. Another limitation is ecosystem support. The cameras work with Amazon Alexa and IFTTT, but they do not support Apple HomeKit or Google Home, which may matter if your smart home runs on those platforms.

For over a decade, Hino Motors Ltd. imported and sold more than 105,000 vehicles and engines with misleading or fabricated emissions data, until testing by the Environmental Protection Agency revealed the emissions-fraud scheme.

The case would lead the Toyota subsidiary to plead guilty and agree to pay over $1.6 billion in fines over five years and forfeit an additional $1 billion in profits made from the illicit sales.

On Monday, the EPA touted the case in its enforcement and compliance assurance results for the fiscal year ending Sept. 30, 2025, contending in a press release that the agency closed more cases in President Donald Trump’s first year of his second term than in any year of the Biden administration.

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Looking Glass has been doggedly committed to making holographic displays the next big thing since 2019, and with its new Musubi digital photo frame, it might finally be offering its tech at a price that’s hard to deny. Musubi is scheduled to start shipping in June, and unlike the company’s previous, more developer-focused kits, the company’s new display only costs $149.

Musubi is a 7-inch frame with a glass border and white matte that acts as the home for whatever content you convert and upload to it. Looking Glass says the Musubi can store up to 1,000 images or 30-second video clips, and is able to display your content for three hours on a single charge, or indefinitely if you plug it in with an included wall adapter. You’ll have to convert your photos and videos into holographic files using Looking Glass’ free desktop app in order to display them, but once they’re converted, all you need to do is transfer them over USB-C to start showing them off on Musubi.

Looking Glass

Looking Glass has offered multiple versions of this concept before — including the compact, $300 Looking Glass Go from 2023 — but Musubi is supposed to be the best representation of the company’s current display stack. The frame uses the Hololuminescent Display (HLD) technology Looking Glass announced in 2025, which “combines 2D display layers with a 3D holographic volume” to show off holograms that are viewable by multiple people at the same time, without the need for eye-tracking or glasses. It’s hard to get a sense for the whole Musubi experience from the company’s YouTube video alone, but the results seem novel, if a bit limited.

You can pre-order Musubi starting today through Looking Glass’ Kickstarter campaign. For the first 24 hours of the company’s Kickstarter, the frame will be available for $99. Afterwards, Musubi will sell for $149. Anything on Kickstarter should be treated with a certain amount of caution, but Looking Glass’ past campaigns and the company’s commitment to start shipping Musubi in June does suggest it’s confident the frame will be released without issues.

This article originally appeared on Engadget at https://www.engadget.com/ar-vr/looking-glass-musubi-showcases-its-holographic-display-in-a-consumer-friendly-package-130000304.html?src=rss

An anonymous reader quotes a report from Wired: Advanced Machine Intelligence (AMI), a new Paris-based startup cofounded by Meta’s former chief AI scientist Yann LeCun, announced Monday it has raised more than $1 billion to develop AI world models. LeCun argues that most human reasoning is grounded in the physical world, not language, and that AI world models are necessary to develop true human-level intelligence. “The idea that you’re going to extend the capabilities of LLMs [large language models] to the point that they’re going to have human-level intelligence is complete nonsense,” he said in an interview with WIRED.

The financing, which values the startup at $3.5 billion, was co-led by investors such as Cathay Innovation, Greycroft, Hiro Capital, HV Capital, and Bezos Expeditions. Other notable backers include Mark Cuban, former Google CEO Eric Schmidt, and French billionaire and telecommunications executive Xavier Niel. AMI (pronounced like the French word for friend) aims to build “a new breed of AI systems that understand the world, have persistent memory, can reason and plan, and are controllable and safe,” the company says in a press release. The startup says it will be global from day one, with offices in Paris, Montreal, Singapore, and New York, where LeCun will continue working as a New York University professor in addition to leading the startup. AMI will be the first commercial endeavor for LeCun since his departure from Meta in November 2025. […]

LeCun says AMI aims to work with companies in manufacturing, biomedical, robotics, and other industries that have lots of data. For example, he says AMI could build a realistic world model of an aircraft engine and work with the manufacturer to help them optimize for efficiency, minimize emissions, or ensure reliability. LeCun says AMI will release its first AI models quickly, but he’s not expecting most people to take notice. The company will first work with partners such as Toyota and Samsung, and then will learn how to apply its technology more broadly. Eventually, he says, AMI intends to develop a “universal world model,” which would be the basis for a generally intelligent system that could help companies regardless of what industry they work in. “It’s very ambitious,” he says with a smile.

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We all remember that infamous scene in the 1983 classic, A Christmas Story, where a young boy licks a cold metal post on the playground and ends up getting his tongue stuck to the surface. It’s practically a childhood rite of passage. A 1996 case study coined the term “tundra tongue” to describe the phenomenon. But how dangerous is it, really? And what’s the best way to free one’s tongue with minimal damage?

Anders Hagen Jarmund, a graduate student at the Norwegian University of Science and Technology (NTNU), experienced tundra tongue firsthand in his youth and had the same questions. So he decided to investigate the underlying science as part of his master’s thesis, recruiting several colleagues to the project. This turned into two separate papers: one published in the International Journal of Pediatric Otorhinolaryngology, and the other in the journal Head & Face Medicine.

“I’m from a small place called Hattfjelldal, which is quite cold in the winter,” Jarmund said of the rationale for undertaking the project. “I don’t remember if it was a signpost or a lamppost behind the school, but I remember licking it and my tongue got stuck. This was an experience that my friends had also had, actually, and then we were wondering if it was actually dangerous, getting your tongue stuck to a lamppost or railing.” (Their experience was common, it seems; Norway actually passed legislation in 1998 to prohibit any bare metal in playground equipment.)

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After last month’s massive security update, Microsoft’s Patch Tuesday push for March seems relatively light, withtwo publicly disclosed zero-day flaws among the 83 vulnerabilities fixed in total.

The breakdown of security flaws is as follows, according to BleepingComputer: 46 elevation-of-privilege vulnerabilities, two security feature bypass vulnerabilities, 18 remote-code-execution vulnerabilities, 10 information disclosure vulnerabilities, four denial of service vulnerabilities, and four spoofing vulnerabilities. Two of the remote code execution vulnerabilities and one of the information disclosure vulnerabilities are labeled “critical.”

Patch Tuesday is typically pushed at 10 am PT on the second Tuesday of every month.

Two publicly disclosed zero-days for this Patch Tuesday

Zero-day vulnerabilities are flaws that have been either actively exploited or publicly disclosed before an official fix is made available by the developer. This month, both of the zero days being patched have been publicly disclosed, but Microsoft hasn’t indicated that either has been actively exploited by attackers.

The first, labeled CVE-2026-21262, is an elevation of privilege vulnerability in the SQL Server that grants SQLAdmin privileges to an authorized attacker over a network. Erland Sommarskog has been credited with discovery. The second zero-day, labeled CVE-2026-26127, is a .NET denial of service vulnerability that has been attributed to an anonymous researcher.

The March update also includes two patches for remote code execution vulnerabilities in Microsoft Office and a handful of fixes for flaws in Microsoft Excel, so users should ensure these applications are up to date as well.

Meta announced new features today aimed at cracking down on scams perpetrated via its platforms. First, Meta is launching AI tools for identifying impersonator of brands and celebrities, as well as for detecting deceptive links, which should help it to quickly take down frauds. Second, it is adding new alerts to caution against interacting with a potentially fraudulent account. Facebook will roll out alerts for suspicious friend requests, WhatsApp is getting warnings for device linking requests, and Messenger will also issue warnings if an account seems suspect.

Finally, Meta is also continuing to expand its processes for advertiser verification. The company said it aims to have verified advertisers account for 90 percent of its ads revenue by the end of the year, up from the current share of 70 percent. Last year, Meta estimated that marketing for scams and banned products could have been responsible for 10 percent of its 2024 revenue. 

The social media company has been ramping up its actions against scams, particularly those known as celeb bait. Last month, it sued three entities from Brazil and China that were behind scams that leveraged images and deepfakes of popular people to promote dubious products and investment schemes. Meta said today that over the course of 2025, it removed 159 million scam ads as well as 10.9 million Facebook and Instagram accounts tied to criminal scam centers.

This article originally appeared on Engadget at https://www.engadget.com/social-media/meta-rolls-out-new-features-for-scam-protection-110000173.html?src=rss

Valve is facing a new consumer class-action lawsuit two weeks after New York sued the video game company for “letting children and adults illegally gamble” with loot boxes. The new lawsuit is similar, alleging that loot boxes in games like Counter-Strike 2, Dota 2, and Team Fortress 2 are “carefully engineered to extract money from consumers, including children, through deceptive, casino-style psychological tactics.”

“We believe Valve deliberately engineered its gambling platform and profited enormously from it,” Steve Berman, founder and managing partner at law firm Hagens Berman, said in a press release. “Consumers played these games for entertainment, unaware that Valve had allegedly already stacked the odds against them. We intend to hold Valve accountable and put money back in the pockets of consumers.” PC Gamer reports: The system is well known to anyone who’s played a Valve multiplayer game: Earn a locked loot box by playing, pay $2.50 for a key, unlock it, get a digital doohickey that’s sometimes worth hundreds or even thousands of dollars but far more often is worth just a few pennies. Is that gambling? If these cases go to court, we’ll find out.

The full complaint points out that the unlocking process is even designed to look like a slot machine: “Images of possible items scroll across the screen, spinning fast at first, then slowing to a stop on the player’s ‘prize.’ Players buy and open loot boxes for the same reason people play slot machines — the hope of a valuable payout.” Loot boxes, the complaint continues, are not “incidental features” of Valve’s games, but rather “a deliberate, carefully engineered revenue model.” So too is the Steam Community Market, and Steam itself, which the suit claims is “deliberately designed” to enable the sale of digital items on third-party marketplaces through “trade URLs,” despite Valve’s terms of service prohibiting off-platform sales.

And while the debate over whether loot boxes constitute a form of gambling continues to rage, the suit claims Valve’s system does indeed qualify under Washington law, which defines gambling as “staking or risking something of value upon the outcome of a contest of chance or a future contingent event not under the person’s control or influence.” “Valve’s loot boxes satisfy every element of this definition,” the lawsuit alleges. “Users stake money (the price of a key) on the outcome of a contest of chance (the random selection of a virtual item), and the items received are ‘things of value’ under RCW 9.46.0285 because they can be sold for real money through Valve’s own marketplace and through third-party marketplaces that Valve has fostered and facilitated.”

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Van Allen Probe A, a 1,300-pound (600 kg) NASA satellite launched in 2012 to study Earth’s radiation belts, is expected to re-enter Earth’s atmosphere this week. While most of it is expected to burn up during descent, “some components may survive,” reports the BBC. “The space agency said there is a one in 4,200 chance of being harmed by a piece of the probe, which it characterized as ‘low’ risk.” From the report: The spacecraft is projected to re-enter around 19:45 EST (00:45 GMT) on Tuesday the U.S. Space Force predicted, according to Nasa, though there is a 24-hour margin of “uncertainty” in the timing. […] The spacecraft and its twin, Van Allen Probe B, were on a mission to gather unprecedented data on Earth’s two permanent radiation belts. It was not immediately clear where in Earth’s atmosphere the satellite is projected to re-enter. NASA and the U.S. Space Force has said it will monitor the re-entry and update any predictions. […] Van Allen Probe B is not expected to re-enter the Earth’s atmosphere before 2030.

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Last November, Amazon sued Perplexity demanding that the AI search startup stop allowing its AI browser agent, Comet, to make purchases for users online. Today, a judge ruled in favor of the tech giant, granting it a temporary court injunction blocking the scraping of Amazon’s website. According to court filings, the judge found strong evidence the tool accessed the retailer’s systems “without authorization.” CNBC reports: In a ruling dated Monday, U.S. District Judge Maxine Chesney wrote that Amazon has provided “strong evidence” that Perplexity’s Comet browser accessed its website at the user’s direction, but “without authorization” from the e-commerce giant. Chesney said Amazon submitted “essentially undisputed evidence” that it spent more than $5,000 to respond to the issue, including “numerous hours” where its employees worked to develop tools to block Comet from accessing its private customer tools and to prevent the tool from “future unauthorized access.” “Given such evidence, the Court finds Amazon has shown a likelihood of success on the merits of its claim,” Chesney wrote.

Chesney’s ruling includes a weeklong stay to allow Perplexity to appeal the order. Amazon wrote in its original complaint that Perplexity’s agents posed security risks to customer data because they “can act within protected computer systems, including private customer accounts requiring a password.” The company also said Perplexity’s agents created challenges for the company’s advertising business, because when AI systems generate ad traffic, the impressions have to be detected and filtered out before advertisers can be billed. “This requires modifications to Amazon’s advertising systems, including developing new detection mechanisms to identify and exclude automated traffic,” Amazon wrote in its complaint. “These system adaptations are necessary to maintain contractual obligations with advertisers who pay only for legitimate human impressions.”

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The inspector general’s office of the Social Security Administration is investigating allegations of a security breach by a member of the so-called Department of Government Efficiency operation spearheaded by Elon Musk. A whistleblower has claimed that a former software engineer from DOGE said he possessed two databases from the SSA, “Numident” and the “Master Death File.” The person reportedly asked for help transferring the databases from a thumb drive “to his personal computer so that he could ‘sanitize’ the data before using it at [the company],” an unnamed government contractor where he is currently employed. Those databases include personal information about more than 500 million living and deceased Americans. 

The Washington Post reported that the whistleblower complaint was filed with the inspector general in January. “When The Post contacted the agency and the company in January, both said they had not heard of the complaint. Both said they subsequently looked into the allegations and did not find evidence to confirm the claims,” the publication said. It is unclear why the complaint is now being investigated and neither party offered comment this week for The Post‘s article. The SSA watchdog informed both members of Congress and the Government Accountability Office of its investigation. 

These allegations follow a different whistleblower complaint filed last August about DOGE access and mishandling of data from the SSA. Charles Borges, former chief data officer at the agency, claimed that a SSA database was stored in an unsecured cloud environment. “This is absolutely the worst-case scenario,” Borges told The Post of the latest claims. “There could be one or a million copies of it, and we will never know now.”

This article originally appeared on Engadget at https://www.engadget.com/cybersecurity/social-security-watchdog-investigating-claims-that-doge-engineer-copied-its-databases-212722061.html?src=rss

sziring shares a report from Business Insider: Silicon Valley has long competed for talent with ever-richer pay packages built around salary, bonus, and equity. Now, a fourth line item is creeping into the mix: AI inference. As generative AI tools become embedded in software development, the cost of running the underlying models — known as inference — is emerging as a productivity driver and a budget line that finance chiefs can’t ignore.

Software engineers and AI researchers inside tech companies have already been jousting for access to GPUs, with this AI compute capacity being carefully parceled out based on which projects are most important. Now, some tech job candidates have begun asking about what AI compute budget they will have access to if they decide to join.

“I am increasingly asked during candidate interviews how much dedicated inference compute they will have to build with Codex,” Thibault Sottiaux, engineering lead at OpenAI’s Codex, the startup’s AI coding service, wrote on X recently. He added that usage per user is growing much faster than overall user growth, a sign that AI compute is becoming even scarcer and more valuable. That scarcity is reshaping how engineers think about their work and pay. “The inference compute available to you is increasingly going to drive overall software productivity,” said OpenAI President Greg Brockman.

The report cites a recent compensation submission from a software engineer that listed “Copilot subscription” as part of the pay and benefits. “OpenAI and Anthropic should create recruitment sites where their clients can advertise roles, listing the token budget for the job alongside the salary range,” said Peter Gostev, AI capability lead at Arena, a startup that measures the performance of models.

Tomasz Tunguz of Theory Ventures predicts AI inference will be the fourth component of engineering compensation, alongside salary, bonus, and equity. “Will you be paid in tokens? In 2026, you likely will start to be,” Tunguz said.

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AI companies have been spending a lot of time in court arguing copyright cases over the past year and the latest plaintiff is Gracenote, the metadata company owned by Nielsen. Axios reports that Gracenote is suing OpenAI for the unauthorized and unpaid use of both its metadata and its framework for connecting that information.

Gracenote specializes in entertainment metadata, creating descriptions and identifiers for content that clients such as TV providers use to help their own customers with discovery. Most of the lawsuits against AI businesses have focused on the content used to train LLMs, but the Gracenote case brings an extra layer with the alleged infringement of the structure or sequence for a dataset in addition to the actual data. 

“Defendants could have paid Gracenote to license its valuable Gracenote Data. Or they could have sought to train and ground their models only on information in the public domain. They did neither. Defendants instead improperly copied and used Gracenote Data to create their own commercially valuable AI products, all without paying a dime,” the complaint states. The company claims that its previous attempts to work with OpenAI for a licensing agreement were rebuffed or ignored. Gracenote has recently inked deals to back AI ventures from other companies, including Samsung and Google.

This article originally appeared on Engadget at https://www.engadget.com/ai/metadata-company-gracenote-is-the-latest-to-sue-openai-for-copyright-infringement-200347812.html?src=rss

AT&T plans to invest more than $250 billion over the next five years to expand U.S. telecom infrastructure for the AI age. The company says it will also hire thousands of technicians while partnering with AST SpaceMobile to extend coverage to remote areas. Reuters reports: Rapid adoption of artificial intelligence, cloud computing and connected devices has prompted telecom operators to invest heavily in fiber and 5G networks as they also seek to fend off intensifying competition from cable broadband providers. AT&T, which has about 110,000 employees in the U.S., said the new hires will help build and maintain its infrastructure. The outlay includes capital expenditure and other spending, the company said.

The spending will focus on expanding its fiber and wireless networks, including accelerating deployment of fiber broadband, 5G home internet and satellite connectivity to extend coverage across urban, suburban and rural areas. […] AT&T is also working with satellite partner AST SpaceMobile to expand connectivity to remote regions where traditional network infrastructure is difficult to deploy. The company said it would continue spending on the FirstNet network built for first responders and bolster investment in network security and artificial intelligence-driven threat detection.

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