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CoreWeave’s debt is becoming the whole AI industry’s problem The Verge

Oct. 19, 2026, 9:28 p.m.

AI Analysis Business

CoreWeave had a bad week last week. Its bonds slipped into distressed territory by a common definition — when investors demand 1,000 basis points more in yield than they’d get from government bonds. Last Tuesady Chamath “SPAC King” Palihapitiya noticed the distressed debt, and also asked whether the AI buildout was a private credit bubble. Its shares are down more than 20 percent since Tuesday’s close, which is kind of a lot! There even seemed to be some collateral damage in the market on other AI companies, too. CoreWeave’s debt is becoming the whole AI industry’s problem Does anyone else hear that ticking sound? Does anyone else hear that ticking sound? Now, I have also asked if the AI industry is a bubble, but when the SPAC King echoes concerns held by a lady whose ongoing question about AI is “How are we planning on affording this, champs?”, that’s a very different signal. When I say “yikes,” it’s one thing. When Elon Musk says it, that’s something else. When you talk about wanting to tap into the enormous sums of money that insurers have, that’s the kind of thing that makes investors afraid that CoreWeave is going to borrow even more To make things worse for CoreWeave, Brannin McBee, one of the company’s cofounders, told the Financial Times — also last week, on the same day as Palihapitiya’s post — that the company wants to have its debt be investment-grade, rather than junk, so that it can borrow from insurers, as their capital is, in his words, “unlimited.” This is not entirely unreasonable — earlier this year, CoreWeave secured its first investment-grade chip loan. But when you talk about wanting to tap into the enormous sums of money that insurers have, that’s the kind of thing that makes investors afraid that CoreWeave — already a massive debtor — is going to borrow even more. “The problem is not that credit profiles have changed in the last year, it’s that we’ve got another year and a half of supply coming,” Bloomberg quoted John Yovanovic, co-head of leveraged finance at MetLife Investment Management, as saying. I have seen people suggest that this means the AI bubble is bursting. I am not so sure. A plunging stock price is not necessarily financial doom. Stocks are an expression of confidence in a company’s future, not a reflection of day-to-day business. But CoreWeave has a lot of very expensive debt, and if that debt gets more expensive, that makes it even harder for CoreWeave to turn a profit. CoreWeave is the poster child for AI debt, and as of its second quarter earnings, owed more than $35 billion. That’s partly because it pioneered GPUs as collateral for loans, and partly because CoreWeave doesn’t have a real business beyond selling compute, a business on which it does not make money — the company lost more than a billion dollars in the first half of the year. The anxieties investors have around CoreWeave are, in fact, present for all neoclouds So why am I not ready to do a victory lap on this? After all, I have suggested that this business is long-term unsustainable. The answer is “remaining performance obligations” from its customers — $103.7 billion of them as of the second quarter. About 40 percent of that money is due to CoreWeave in 2028, and the companies who’ve agreed to these contracts can’t cancel them except under some very limited circumstances. Its biggest customers are Microsoft, OpenAI, and what is probably Nvidia, though CoreWeave doesn’t disclose who its third-biggest customer is. Those three generated almost three-quarters of the company’s second quarter revenue. Microsoft and Nvidia are probably good for the money — at least, as long as it benefits them to be good for the money. (I suspect they realize that if CoreWeave goes belly-up, there will be plenty of collateral damage in the market, so they are unlikely to push the company over the edge themselves.) OpenAI is shakier, but unless OpenAI is in significantly more financial distress than we all realize, CoreWeave is probably fine for a while. As long as it can continue to pay off its debt, the music keeps going. Only when the AI boom falters are we going to find out if it’s actually a viable business. Still, the angst around CoreWeave has made things shaky for other companies that have taken out significant debt in the AI buildout — Oracle’s shares, for instance, which have fallen almost 10 percent in the same timeframe. There’s been a sell-off in Oracle bonds, too. The anxieties investors have around CoreWeave are, in fact, present for all neoclouds. It’s just not clear the bare-metal business is a good one. Anyway, some people are buying the dip.

Couvre-feu pour les mineurs Ă  Lille : « C’est chiant, 20 heures, alors qu’on est en vacances  » Le Parisien

Oct. 19, 2026, 9:16 p.m.

Couvre-feu pour les mineurs Ă  Lille : « C’est chiant, 20 heures, alors qu’on est en vacances  »

« C’est un gros objectif » : Victor Wembanyama pense dĂ©jĂ  au trophĂ©e de MVP de la NBA Le Parisien

Oct. 19, 2026, 9:11 p.m.

« C’est un gros objectif » : Victor Wembanyama pense dĂ©jĂ  au trophĂ©e de MVP de la NBA

I tried a $99 plug that promises to track your car and send help when needed — without selling your data The Verge

Oct. 19, 2026, 9 p.m.

Hands-on Reviews Smart Home

My 15-year-old daughter just got her learner’s permit, so when I was pitched a new gadget tailored to teen drivers, I was intrigued. The Miles Plug is a small device that plugs into your car’s OBD-II port and monitors location, driving habits, and vehicle health, along with emergency accident response and roadside assistance. I tried a $99 plug that promises to track your car and send help when needed — without selling your data The Miles Plug adds crash detection, roadside help, location tracking, and a warning-light decoder to your car for as low as $11 a month. The idea is that knowing all these things should help me feel more comfortable when my daughter starts driving alone. I tested the (now discontinued) Ring Car Cam when my son was learning to drive, but he hated it and refused to turn it on; I wondered if the Miles could provide the same peace of mind without feeling as intrusive. Billed as “a wearable for your car,” Miles is a tiny cellular and GPS-enabled device that connects to an app to deliver real-time location, alerts, and driving insights (speeding, hard braking, trip recaps). The app also features an AI chatbot called the Miles Mechanic that decodes warning lights, tells you how urgent a fix is, and estimates repair costs. Miles was developed by cofounders Matt McGovren and Kit Klein, who have a solid smart home pedigree. They worked at Wink in the early days and bring combined experience from Amazon (Ring and Blink), Ubiquiti’s smart home line, and other companies. “We built Miles to support teens and parents together, and keep them on the same team,” said McGovren in a press release. “Parents and teens see the same trips and the same alerts with nothing hidden, building trust instead of suspicion.” You’re the customer, you’re not the product. Your data is not the product. — Matt McGovrenMiles is available today at mileslabs.com and costs $99, plus $180 for a year of membership ($279 total, or $15 a month). A three-year plan is $396 with the Plug included ($11 a month), paid upfront with no auto-renewal. Anyone in the family can download and use the app, with each driver getting their own profile and alerts. Miles says it’s compatible with most gas and hybrid cars from 2008 onward and some EVs (there’s a compatibility checker). While the prices seem steep, McGovren’s pitch is that it covers several services you might already be paying for: “You could piece together a roadside service, a family tracking service 
 and then you’re looking at $30, $40 a month,” he said in an interview with The Verge. And, unlike your car’s own branded app, Miles isn’t selling your data. Automakers have been caught collecting and selling driving data, with GM being banned from selling data to brokers for five years. McGovren says Miles will never sell vehicle, trip, or location data, and the app has no ads: “You’re the customer, you’re not the product. Your data is not the product.” He says, “All the vehicle and trip data is encrypted,” then, when pressed for details, adds, “The most sensitive data is encrypted.” Additionally, the location data is tied to the car, not the phone, so it stops tracking when you walk away. The app lets you download your data, stop location collection, and delete your account. I set up Miles in my 2014 Toyota Highlander I nicknamed Tanya and have been using it for a couple of days. Setup was simple, and the app is clean, uncluttered, and easy to follow. It took me through a few setup screens, including asking to share my phone’s location to relay data from the Plug over Bluetooth when cell service is spotty. I plugged it into my OBD-II port, and it read my VIN and correctly identified my car. It logs every trip with route, distance, time, and driver initials (I haven’t had my daughter download the app yet; I’m interested to see whose phones it connects to when we’re both in the car). Arrived- and left-home alerts came through promptly, and the events tab flagged hard acceleration and a cluster of three hard-braking alerts when I was running a little late to collect my daughter from work. I like the home card, which shows a vehicle health summary: engine OK, fuel 63%, battery 13.5V, and the odometer reading. I played with the Miles Mechanic chatbot and asked how my car is and what upcoming maintenance is due; it answered in plain English, telling me the cabin air filter is due at about 140,000 miles, and the oil change and tire rotation at 142,500. I haven’t been testing it long enough to comment on battery drain, an issue with earlier products in this space. “It goes to sleep when your car is not driving or not on,” says McGovren. “We use a little bit of data to wake up and sync, but [that] doesn’t have a material impact on the battery.” He advises removing it if you won’t be driving the car for a while. Beyond car battery life, an obvious concern for prospective users is how long Miles will last. Startup Automatic had the same idea back in 2016, launching the Automatic Pro for $130 that plugged into your OBD-II port, tracked mileage and location, and monitored for crashes over a 3G radio. The service shut down in 2020. Miles is basically Automatic but with a business model; Automatic didn’t charge a monthly fee. McGovren says he and his team have seen a lot of “scar tissue from the smart home,” with companies that “thought they could make money later.” Both founders were at Wink during its outage, bankruptcy, and eventual sale to will.i.am’s company. Charging for membership upfront is meant to avoid that type of outcome. He says the company is “well capitalized” and offers a 60-day money-back guarantee to users. The car becomes part of this bigger ecosystem. We aren’t just trying to tie you into our app. — Matt McGovrenAutomatic also had several smart-home tie-ins, but at launch Miles doesn’t connect to your smart home. McGovren says they have an MCP server in beta that could deliver “all of this information 
 to your AI of choice, your home assistant of choice,” he says. “And now the car becomes part of this bigger ecosystem. We aren’t just trying to tie you into our app.” He envisions a future where you can connect your car’s data to any service you want and ask Alexa, Siri, or Google, “When’s my next oil change?” or “How much gas is in my car?” Miles is pitched as a solution for monitoring your teen driver, including notifications of possible crashes and risky driving, without also having to monitor their phone. But it also feels like a good solution for anyone with an older car or who doesn’t want to rely on data-tracking apps from insurance companies or car manufacturers but wants easy access to their car’s data. I plan to test it more thoroughly, hopefully try out the MCP integration, and follow up with a full review. Photography and screenshots by Jennifer Pattison Tuohy / The Verge

Deaths at Danjiri Float Festival Prompt Questions in Japan
Deaths at Danjiri Float Festival Prompt Questions in Japan NYTimes world

Oct. 19, 2026, 9 p.m.

Shinto Deaths (Fatalities) Parades

The vibrant danjiri tradition dates back three centuries, but two recent fatalities have prompted anxiety over whether participants can remain safe.

Russian spacecraft maneuvers in "extreme proximity" to satellite used by Ukraine
Russian spacecraft maneuvers in "extreme proximity" to satellite used by Ukraine Arstechnica

Oct. 19, 2026, 8:54 p.m.

Science Space anti-satellite tests

A Russian military satellite maneuvered in “extreme proximity” of a commercial Earth-imaging satellite in recent days in the first known example an unsanctioned rendezvous in low-Earth orbit, according to the orbital intelligence company LeoLabs. The Russian spacecraft, Kosmos 2612, “conducted a deliberate series of maneuvers toward ICEYE-X36, a US-operated commercial imaging satellite,” LeoLabs said. “Kosmos 2612 closed from hundreds of kilometers away to extreme proximity to ICEYE-X36. It then maneuvered around ICEYE-X36, remained nearby for an extended period, and then began moving away.” US military officials and independent analysts have tracked Kosmos 2612 since its April launch on a Soyuz rocket from a spaceport in northern Russia. Within weeks, it became apparent that at least four of the six satellites from that launch were stalking ICEYE-X36 after they adjusted orbits to line up with the orbit of the ICEYE spacecraft. Russia’s modus operandi The situation remained stable until last week, when Kosmos 2612 began rapidly moving toward ICEYE-X36. By Friday, Kosmos 2612 was holding station 2 to 3 kilometers away before shifting positions ahead of and behind the ICEYE satellite, LeoLabs said. The satellites were within 500 meters (1,640 feet) of one another over the weekend, and “likely quite a bit closer than that,” said Adam Marsh, LeoLabs’ vice president of technical solutions. LeoLabs operates a global network of radars to track objects as small as 2 centimeters, about the size of a marble, in low-Earth orbit. The proximity of Kosmos 2612 and ICEYE-X36 “occasionally made it difficult to distinguish the two spacecraft independently,” LeoLabs said. “This was not a routine conjunction or ‘fly by,’” LeoLabs said. “The sequence included a controlled approach, changes in relative position, close-proximity loitering, additional small maneuvers, and a controlled departure. The behavior is consistent with sophisticated rendezvous and proximity operations (RPO).”

The Failures of Emmanuel Macron
The Failures of Emmanuel Macron NYTimes world

Oct. 19, 2026, 8:38 p.m.

internal-open-access-from-nl Macron, Emmanuel (1977- ) Le Pen, Marine

The student protests that snowballed into violent riots made it clear that almost 10 years of his presidency have not fixed France’s problems.

“Yuri!!! On Ice”: Before “Heated Rivalry” This Sports Romance Shocked Japan
“Yuri!!! On Ice”: Before “Heated Rivalry” This Sports Romance Shocked Japan NYTimes arts

Oct. 19, 2026, 8:37 p.m.

Homosexuality and Bisexuality Animated Films Crunchyroll Inc

The anime series “Yuri!!! On Ice” broke taboos, but brought so much more to the table.

Apu Returns to ‘The Simpsons’ With a New Voice Actor
Apu Returns to ‘The Simpsons’ With a New Voice Actor NYTimes arts

Oct. 19, 2026, 8:22 p.m.

The Simpsons (TV Program) Malhotra, Sunil Gavankar, Janina

After almost a decade away from Springfield, the character returned to show, this time voiced by a South Asian actor rather than a white man.

Accused OpenAI spy had folder called “Saudi Gov Docs,” FBI says
Accused OpenAI spy had folder called “Saudi Gov Docs,” FBI says Arstechnica

Oct. 19, 2026, 8:21 p.m.

AI Policy Artificial Intelligence

On Monday, a court granted the US government’s request to deny release of a former OpenAI engineer accused of bugging a top-secret conference room to steal the frontier lab’s secrets. In a court filing Sunday, US attorney Craig Missakian argued that Abdulrahman Alfozan must continue to be detained while the US makes its case that Alfozan brazenly spied on OpenAI, either for his own personal business gain or to benefit the Kingdom of Saudi Arabia. Evidence showed that Alfozan had been chatting with a member of the KSA royal family on WhatsApp, while pursuing opportunities to permanently move back to Saudi Arabia during the country’s biggest AI push yet, the government argued. Shortly before his arrest, the FBI found he accessed a folder called “Saudi Gov Docs” on his iPhone, where he also allegedly stored photos of a second bug he planted in the offices. With so much evidence against him, Alfozan—a Saudi national and US permanent legal resident—is a flight risk with seemingly endless support from the Saudi government, Missakian alleged. The FBI arrested Alfozan days before he could hop a plane, Missakian said. The US attorney noted that Alfozan had already booked a one-way ticket for him, his wife, and their baby to Riyadh, Saudi Arabia’s capital. That ticket was allegedly “paid for by the Saudi government.” Following his arrest, his wife and son booked a sooner flight and immediately left the US without him. Once again, the US found “a member of the Saudi military booked and paid for yet another one-way ticket for the defendant’s wife and son, this one business class to Doha, Qatar.” After receiving “significant compensation from a decade of high-tech employment in the Bay Area,” Alfozan has “ample resources” to run away to Saudi Arabia, the US government alleged. He also has “at least two bank accounts in Saudi Arabia,” the government said. To support their request to detain Alfozan, the government pointed to a case where former Twitter employees were charged with spying for the Saudi government. Charges are still pending against one of the ex-Twitter staffers, Ali Alzabarah, the US said, partly because “a Saudi foreign official” helped “coordinate a next-day flight to Saudi Arabia” shortly after Twitter confronted him.

Batteries help reduce emissions, but how do we reduce their emissions?
Batteries help reduce emissions, but how do we reduce their emissions? Arstechnica

Oct. 19, 2026, 8:03 p.m.

Science greenhouse gas emissions lithium ion battery

The first order of business for the energy transition is electrifying applications like vehicles and heating and making sure that the electricity that powers them is made using renewables. But once the dominant slices of the emissions pie have shrunk, other categories with less potential to reduce emissions become important. A new study led by Haiwei Zhou at the University of Melbourne focused on the emissions associated with making lithium-ion batteries, which many parts of the energy transition rely on. Those emissions aren’t zero, so as we use more and more batteries, that number will grow. Right now, the researchers estimate that these emissions only account for 0.18 percent of annual greenhouse gas releases, but they could increase by a factor of 10 or more by 2050. Avoiding production There are a number of ways to reduce the emissions required to make a battery. Some elements used in various lithium-ion battery chemistries are more energy-intensive to mine and refine than others. The battery manufacturing process involves many steps that could be made more energy-efficient. And then there’s recycling, which can put battery materials back into the loop while requiring much less energy than mining. But the researchers wanted to compare options on the demand side of the equation. Rather than shaving the per-battery carbon footprint, this means reducing the number of batteries we need to make, avoiding their emissions entirely. The team used projections of emissions throughout the life cycle of batteries used for electric vehicles (EVs) and energy storage through 2050. This includes regional differences in demand and electricity generation, using International Energy Agency scenarios for the future. The estimates of emissions savings, then, aren’t just compared to the current state of industries, but to industries in a future world with more batteries, more end-of-life batteries to be recycled, and a cleaner electrical grid.

Paris FC : Pierre Ferracci va passer la main Ă  Antoine Arnault Le Parisien

Oct. 19, 2026, 8:01 p.m.

Paris FC : Pierre Ferracci va passer la main Ă  Antoine Arnault

Dans cette ville norvégienne de l'Arctique, le réchauffement climatique empoisonne l'eau du robinet Slate

Oct. 19, 2026, 7:55 p.m.

Les habitants de Longyearbyen, au nord de la NorvÚge, ne peuvent plus consommer l'eau du robinet. Le dégel du pergélisol libÚre des métaux lourds, ce qui compromet la qualité de l'eau.

PSA: Patch your Plex media server before someone hacks it
PSA: Patch your Plex media server before someone hacks it Arstechnica

Oct. 19, 2026, 7:39 p.m.

Biz & IT Security exploits

Recently fixed vulnerabilities in the Plex Media Server are under active exploitation in attacks that, when successful, install malware, including cryptominers and residential proxy apps, a researcher said. Plex fixed four vulnerabilities at the start of last month. Three weeks later, published CVE designations revealed five vulnerabilities, with one of them carrying a severity rating of 8.6 out of 10. A researcher last week revealed an exploit that chained four of them together to achieve remote code execution of the device running a vulnerable Plex version. The researcher named the chain “Plex2Shell.” Complex exploit chain The new details allowed a separate researcher to create a honeypot that could track attempts in the wild to exploit the vulnerability chain. Within a day, the researcher began seeing active scanning of the simulated Plex server and eventually successful attempts to infect devices. So far, successful attacks are installing two payloads. One is a cryptominer, which uses the device to mine cryptocurrency and deposit it into a wallet controlled by the attacker. The other payload is residential proxy software, which allows people to anonymize their Internet activity (much of it illegal) by connecting to the infected box and then using it to send the user’s traffic to a final destination. “Plex may be hosted on residential IP [sic] and I think threat actors would love to have residential IP proxy to access corporate VPNs and emails,” the second researcher wrote.

« Pas une seule fois je n’ai baissĂ© le regard » : premiĂšre journĂ©e sous tension entre Amine Kessaci et l’accusĂ© Amine Oualane Le Parisien

Oct. 19, 2026, 7:31 p.m.

« Pas une seule fois je n’ai baissĂ© le regard » : premiĂšre journĂ©e sous tension entre Amine Kessaci et l’accusĂ© Amine Oualane

Startup taps underwater volcano as energy source in "proof point" test
Startup taps underwater volcano as energy source in "proof point" test Arstechnica

Oct. 19, 2026, 7:27 p.m.

Science Endurance Energy geothermal

The world’s first demonstration of a subsea geothermal power plant has taken place near an active underwater volcano almost a mile below the ocean surface. It generated less than 10 seconds of net-positive electricity but showed the technical feasibility of tapping another form of renewable energy underwater. The three-week test deployment of the 3-ton prototype power plant took place at the Axial Seamount in the northeast Pacific Ocean in September. Endurance Energy, the Seattle-based startup behind the effort, aims to eventually commercialize subsea geothermal power for Pacific island nations and other customers looking for alternatives to importing expensive fossil fuels. “The deep ocean gives us unlimited cold seawater for cooling, and its weight keeps the system and the well pressurized, so our plants can be compact,” said Andrew Redd, founder and CEO of Endurance Energy, in an email to Ars. But efforts to tap geothermal power on the seafloor face many different challenges from land-based geothermal projects, which can also add up to higher installation and operational costs. So Endurance Energy must demonstrate consistent underwater operations as well as prove the approach can be cost-effective. “It’s probably technically feasible, but it would undoubtedly be more expensive than to do it on land,” said Roland Horne, professor of energy science & engineering at Stanford University, in an emailed response to Ars. Deep sea drilling Endurance Energy’s deployment required a subsea lander drill to deploy from the ship Ocean Guardian—operated by Stabbert Maritime—and drill two holes in the seafloor at a depth of about 5,000 feet (1,524 meters). That means the test took place at a depth exceeding 2.5 times the height of the One World Trade Center building in New York City, which is the tallest building in the United States.

17 octobre : les défaillances du maintien de l'ordre pointées du doigt Le Parisien

Oct. 19, 2026, 7:26 p.m.

17 octobre : les défaillances du maintien de l'ordre pointées du doigt

« Nous avons clairement franchi un cap » : Gabriel Peyré, directeur scientifique de normalsup.ai, raconte comment l'IA transforme la science Futura-science

Oct. 19, 2026, 7:16 p.m.

intelligence artificielle IA générative OpenAI

OpenAI affirme ĂȘtre parvenu Ă  rĂ©soudre l’un des plus cĂ©lĂšbres problĂšmes encore ouverts des mathĂ©matiques. Une prouesse qui repose sur une utilisation massive d’un tout nouveau modĂšle l’intelligence artificielle. Mais cette avancĂ©e est dĂ©jĂ  entachĂ©e par une polĂ©mique
... Lire la suite Avec l'Ă©mergence de systĂšmes d'IA capables de raisonnements complexes, les mathĂ©matiques connaissent une transformation sans prĂ©cĂ©dent. Alors que les outils progressent Ă  une vitesse toujours plus rapide, jusqu'oĂč peuvent-ils aller ? Que restera-t-il du rĂŽle des chercheurs ? Gabriel PeyrĂ©, directeur scientifique de normalsup.ai, le pĂŽle IA de l'École normale supĂ©rieure - PSL (ENS-PSL), dĂ©crypte cette rĂ©volution, ses promesses et ses limites. Futura : Quelle est, selon vous, l’avancĂ©e majeure de l’intelligence artificielle de ces derniers mois ? Gabriel PeyrĂ© : Sans hĂ©sitation, l'Ă©mergence des modĂšles dits « de raisonnement » (reasoning models). Il s'agit d'une nouvelle maniĂšre d'entraĂźner et d'utiliser les grands modĂšles de langage, qui leur permet d'atteindre des performances spectaculaires dans les tĂąches nĂ©cessitant des raisonnements complexes. C'est particuliĂšrement impressionnant en mathĂ©matiques. Depuis environ six mois, nous disposons d'IA capables de rĂ©soudre des problĂšmes extrĂȘmement difficiles, parfois mieux que des chercheurs. Cela bouleverse complĂštement notre discipline. Futura : Peut-on dĂ©sormais affirmer que l'IA « raisonne » vĂ©ritablement ? Gabriel PeyrĂ© : Oui. Les modĂšles rĂ©cents produisent des raisonnements mathĂ©matiques extrĂȘmement poussĂ©s. Nous avons clairement franchi un cap. Il ne s'agit plus simplement d'obtenir des rĂ©ponses plausibles, car ces systĂšmes sont dĂ©sormais capables d'Ă©laborer des dĂ©monstrations complexes. Futura : OpenAI annonce avoir rĂ©solu plusieurs problĂšmes mathĂ©matiques longtemps restĂ©s sans solution. Sommes-nous Ă  l’aube d’une rĂ©volution scientifique ? Gabriel PeyrĂ© : Cette rĂ©volution a dĂ©jĂ  commencĂ© ! Depuis plusieurs mois, des IA permettent de dĂ©montrer de nouveaux rĂ©sultats mathĂ©matiques. Je les utilise quotidiennement, comme un nombre croissant de collĂšgues. Et ces avancĂ©es ne sont pas propres Ă  OpenAI. D'autres modĂšles affichent Ă©galement des performances remarquables, mĂȘme si OpenAI me semble actuellement disposer d'une certaine avance. Futura : Peut-on s’attendre Ă  des dĂ©couvertes encore plus spectaculaires prochainement ? Gabriel PeyrĂ© : Les performances techniques vont certainement continuer de progresser. Nous verrons des dĂ©monstrations toujours plus difficiles et des rĂ©sultats de plus en plus ambitieux, mais il est impossible de prĂ©dire jusqu'oĂč nous irons. La vĂ©ritable question est ailleurs. Faire des mathĂ©matiques ne consiste pas seulement Ă  rĂ©soudre des problĂšmes dĂ©jĂ  formulĂ©s. Le travail d'un chercheur, c'est aussi d'inventer de nouvelles questions, de construire des concepts, d'explorer des directions dont on ignore encore si elles sont pertinentes. Or, pour l'instant, les IA ont beaucoup de difficultĂ©s Ă  structurer une recherche profonde sur la durĂ©e et Ă  dĂ©velopper des projets scientifiques ouverts. Elles excellent lorsqu'un problĂšme est clairement posĂ©, mais inventer de nouvelles mathĂ©matiques, c'est une autre histoire. Futura : Les agents autonomes, capables de collaborer entre eux, constituent-ils la prochaine grande rupture ? Gabriel PeyrĂ© : C'est dĂ©jĂ  une composante essentielle des progrĂšs actuels. Il faut distinguer deux Ă©volutions. D'un cĂŽtĂ©, il y a des modĂšles qui raisonnent mieux et de l'autre, des systĂšmes agentiques capables de coordonner plusieurs IA. Dans ces architectures multiagents, chaque agent peut ĂȘtre spĂ©cialisĂ© dans une tĂąche. Ils travaillent en parallĂšle, confrontent leurs rĂ©sultats et permettent de mener des calculs beaucoup plus importants. Des essaims d’agents IA autonomes qui collaborent Ă  l’exĂ©cution d’une tĂąche n’est pas une idĂ©e nouvelle. On la trouve non seulement dans la science-fiction, mais surtout dans de trĂšs nombreux travaux de la recherche en IA depuis son origine. Elle retrouve une actualitĂ© avec le hacking d’un site Internet par des agents IA dĂ©veloppĂ©s par OpenAI.... Lire la suite C'est particuliĂšrement efficace en mathĂ©matiques, oĂč les problĂšmes sont prĂ©cisĂ©ment dĂ©finis et les rĂ©ponses vĂ©rifiables. L'autre domaine qui bĂ©nĂ©ficie Ă©normĂ©ment de ces progrĂšs est la programmation informatique. En revanche, pour la biologie, la chimie ou d'autres applications industrielles, les perspectives sont moins claires, mĂȘme si ces systĂšmes pourraient permettre de dĂ©bloquer des problĂšmes aujourd'hui insolubles. Futura : Les IA continuent pourtant de commettre des erreurs, parfois absurdes. Comment expliquez-vous cela ? Gabriel PeyrĂ© : En mathĂ©matiques, la situation a radicalement changĂ©. Les nouveaux modĂšles de raisonnement, associĂ©s Ă  des systĂšmes multiagents qui vĂ©rifient leurs rĂ©sultats, ont permis de rĂ©duire considĂ©rablement les erreurs. Dans ce domaine, ce qu'on appelle une hallucination correspond gĂ©nĂ©ralement Ă  un raisonnement faux ou Ă  un rĂ©sultat inventĂ©. Aujourd'hui, les dĂ©monstrations obtenues avec les meilleurs modĂšles sont trĂšs souvent correctes. Cela ne signifie pas qu'elles sont toujours pertinentes ou qu'elles rĂ©pondent exactement Ă  ce que cherche le mathĂ©maticien, mais les erreurs proprement mathĂ©matiques sont devenues beaucoup plus marginales. Futura : Quels domaines scientifiques bĂ©nĂ©ficieront le plus de l’IA au cours des cinq prochaines annĂ©es ? Gabriel PeyrĂ© : Les disciplines thĂ©oriques, sans aucun doute. Les mathĂ©matiques, l'informatique thĂ©orique, la cryptographie, la physique thĂ©orique, voire certains domaines de la biologie thĂ©orique. L'impact est dĂ©jĂ  spectaculaire partout oĂč les problĂšmes peuvent ĂȘtre mathĂ©matisĂ©s ou dĂ©crits par des algorithmes. Pour les sciences expĂ©rimentales, c'est plus compliquĂ©. La biologie ou la chimie nĂ©cessitent Ă©normĂ©ment de donnĂ©es et des expĂ©riences dans le monde rĂ©el. MĂȘme une IA trĂšs performante ne peut pas tout rĂ©soudre Ă  partir de donnĂ©es synthĂ©tiques. La prochaine rĂ©volution pourrait venir de la combinaison entre IA et robotique expĂ©rimentale. Imaginez des agents capables de concevoir des expĂ©riences, de piloter des robots, d'analyser les rĂ©sultats, puis de proposer de nouvelles expĂ©riences. Cette boucle pourrait considĂ©rablement accĂ©lĂ©rer les dĂ©couvertes. Mais nous n'en sommes pas encore lĂ . Futura : Ces progrĂšs s’accompagnent aussi de risques. Lesquels vous prĂ©occupent le plus ? Gabriel PeyrĂ© : Avant mĂȘme les questions de cybersĂ©curitĂ©, je vois trois risques majeurs et immĂ©diats. Le premier est Ă©cologique. Les modĂšles deviennent certes plus efficaces, mais leur utilisation augmente tellement que les gains d'efficacitĂ© risquent d'ĂȘtre absorbĂ©s par cette croissance. C'est le fameux effet rebond. Les chercheurs eux-mĂȘmes, notamment ceux qui utilisent intensivement les modĂšles de raisonnement, sont de gros consommateurs de ressources informatiques. Le deuxiĂšme risque concerne le coĂ»t Ă©conomique. Les IA les plus performantes coĂ»tent extrĂȘmement cher. Comment maintenir une recherche publique de qualitĂ© si l'accĂšs Ă  ces outils devient financiĂšrement inaccessible ? Le troisiĂšme est celui de la souverainetĂ©. Les modĂšles les plus avancĂ©s proviennent essentiellement des États-Unis et de Chine, mĂȘme si des entreprises europĂ©ennes comme Mistral dĂ©veloppent des alternatives. Nous devenons dĂ©pendants de grandes entreprises Ă©trangĂšres, avec des enjeux considĂ©rables pour nos donnĂ©es et notre indĂ©pendance scientifique. Enfin, concernant la sĂ©curitĂ©, les capacitĂ©s extraordinaires de ces modĂšles en programmation pourraient faciliter la crĂ©ation de logiciels malveillants et les cyberattaques. Il faudra donc investir massivement dans la protection des systĂšmes. Les grandes dĂ©couvertes du Cern depuis 50 ans ont nĂ©cessitĂ© l'usage des ordinateurs et, depuis des dĂ©cennies, des rĂ©seaux de neurones que l'on retrouve aujourd'hui avec l'IA. On ne sera donc pas surpris d'apprendre que le laboratoire europĂ©en pilotant le LHC et son successeur Ă  l'horizon 2030 a cosignĂ© avec Mistral AI une dĂ©claration d’intention visant Ă  « promouvoir l’IA au service de la science et Ă  renforcer les capacitĂ©s scientifiques et technologiques de l’Europe » !... Lire la suite Futura : L’intelligence artificielle pourrait-elle, Ă  terme, remplacer les chercheurs et les enseignants ? Gabriel PeyrĂ© : Ce ne sera pas le cas avant longtemps, mais je crains que certains responsables politiques considĂšrent l'IA comme un moyen de rĂ©aliser des Ă©conomies dans la recherche et l'Ă©ducation. Ce serait une erreur majeure. L'IA coĂ»te cher, et former les chercheurs, les enseignants et les Ă©tudiants Ă  son utilisation exige des investissements supplĂ©mentaires. Dans l'enseignement, les difficultĂ©s sont dĂ©jĂ  trĂšs concrĂštes. Il faut Ă©videmment apprendre aux jeunes Ă  utiliser l'IA, mais il faut aussi leur apprendre Ă  rĂ©flĂ©chir, Ă  construire des raisonnements et Ă  mener une recherche par eux-mĂȘmes. L'IA ne doit pas se substituer Ă  cet apprentissage fondamental. Futura : Les grandes entreprises technologiques annoncent rĂ©guliĂšrement l’arrivĂ©e imminente de l'intelligence artificielle gĂ©nĂ©rale. Qu’en pensez-vous ? Gabriel PeyrĂ© : Je pense que nous en sommes encore trĂšs loin. Les progrĂšs en mathĂ©matiques sont extraordinaires, mais cela ne signifie pas que ces systĂšmes savent accomplir toutes les tĂąches intellectuelles ou agir efficacement dans le monde rĂ©el. Nous avons encore beaucoup de chemin Ă  parcourir dans des domaines comme la robotique ou la conduite autonome. Je me mĂ©fie aussi des dĂ©clarations des dirigeants des grandes entreprises technologiques, qui ont un intĂ©rĂȘt Ă©conomique Ă©vident Ă  annoncer l'arrivĂ©e prochaine d'une intelligence artificielle gĂ©nĂ©rale. Il faut distinguer les promesses commerciales de la rĂ©alitĂ© scientifique. Les avancĂ©es actuelles sont suffisamment spectaculaires pour qu'on n'ait pas besoin de les exagĂ©rer. Et surtout, elles ne doivent pas nous faire oublier une Ă©vidence : pour tirer pleinement parti de cette rĂ©volution, il faudra investir davantage dans la recherche et dans l'intelligence humaine. On attendait des plus jeunes qu'ils adoptent l'intelligence artificielle les premiers. Les enquĂȘtes indiquent l'inverse : les baby-boomers en sont les promoteurs les plus enthousiastes, quand une partie de la gĂ©nĂ©ration Z la conteste ouvertement. Une chercheuse en Ă©tudes culturelles propose une lecture de ce retournement, qui appelle quelques nuances.... Lire la suite

« C’est l’anarchie » : aprĂšs deux nuits de pillages dans plusieurs quartiers de la capitale, les Parisiens pris d’angoisse Le Parisien

Oct. 19, 2026, 7:01 p.m.

« C’est l’anarchie » : aprĂšs deux nuits de pillages dans plusieurs quartiers de la capitale, les Parisiens pris d’angoisse

Violences du 17 octobre : comment l’ultragauche a nouĂ© une alliance de circonstance avec les jeunes des quartiers Le Parisien

Oct. 19, 2026, 7:01 p.m.

Violences du 17 octobre : comment l’ultragauche a nouĂ© une alliance de circonstance avec les jeunes des quartiers

JugĂ©e pour apologie du terrorisme, Rima Hassan dĂ©nonce une « tentative d’intimidation » avant d’exercer son droit au silence Le Parisien

Oct. 19, 2026, 7:01 p.m.

JugĂ©e pour apologie du terrorisme, Rima Hassan dĂ©nonce une « tentative d’intimidation » avant d’exercer son droit au silence

Couvre-feu à Paris : des stations de métro et RER fermées, les correspondances pas assurées Le Parisien

Oct. 19, 2026, 6:57 p.m.

Couvre-feu à Paris : des stations de métro et RER fermées, les correspondances pas assurées

« Horde de barbares maghrĂ©bins et africains » : le dĂ©putĂ© LFI Antoine LĂ©aument saisit la justice aprĂšs des propos d’Éric Zemmour Le Parisien

Oct. 19, 2026, 6:57 p.m.

« Horde de barbares maghrĂ©bins et africains » : le dĂ©putĂ© LFI Antoine LĂ©aument saisit la justice aprĂšs des propos d’Éric Zemmour

Cette technologie qui a permis de découvrir le Covid-19 pourrait révolutionner le diagnostic médical Slate

Oct. 19, 2026, 6:55 p.m.

L'analyse métagénomique a joué un rÎle prépondérant dans l'identification du Covid-19. Cette technique permet notamment de repérer des micro-organismes encore inconnus. Elle est désormais utilisée pour aider les médecins à prendre des décisions cruciales.

Sony’s best noise-canceling earbuds are nearly $100 off today only The Verge

Oct. 19, 2026, 6:52 p.m.

Deals Gadgets Verge Shopping

For a very limited time, Sony’s latest high-end noise-canceling earbuds are actually cheaper than their last-gen counterpart, the WF-1000XM5. B&H Photo is selling Sony’s latest WF-1000XM6 in black for an all-time low of $238 ($92 off) at checkout. Other retailers aren’t currently offering a discount on the XM6. Sony’s best noise-canceling earbuds are nearly $100 off today only The flagship earbuds now cost about as much as their predecessor. The flagship earbuds now cost about as much as their predecessor. The XM6 are a solid upgrade over their predecessor and easily amongst the best noise-canceling wireless earbuds on the market. In his review, John Higgins noted that they do a better job of tuning out other people’s conversations than any other earbuds he’s tested. Sony has also improved the bone-conduction sensor and added AI-powered microphones that help keep your voice clear during calls, even in noisy environments. The XM6 earbuds also deliver clean, balanced sound with impressive bass, raising the bar of what we expect with Sony’s WF-1000XM series. If you prefer to customize your listening experience, Sony’s Sound Connect app offers plenty of customization options, including the ability to adjust how much surrounding noise you hear without removing the earbuds. You can also personalize the touch controls. The XM6 earbuds support Sony’s LDAC codec, which delivers higher-quality audio from compatible Android devices, too. New in the latest set is a listening mode that makes music sound more like background audio playing in a cafe, allowing you to listen to your favorite music without getting too distracted from whatever you’re doing.

17 octobre : une cagnotte ouverte pour aider un commerçant parisien dont la boutique a été pillée et détruite Le Parisien

Oct. 19, 2026, 6:46 p.m.

17 octobre : une cagnotte ouverte pour aider un commerçant parisien dont la boutique a été pillée et détruite

PSG-Barcelone : comment Paris compte relever le défi Yamal sans Nuno Mendes Le Parisien

Oct. 19, 2026, 6:46 p.m.

PSG-Barcelone : comment Paris compte relever le défi Yamal sans Nuno Mendes

Violences du 17 octobre : musicien, cuisinier, sans-abri, primo-dĂ©linquants
 Qui sont les premiers Ă©meutiers prĂ©sentĂ©s Ă  la justice ? Le Parisien

Oct. 19, 2026, 6:46 p.m.

Violences du 17 octobre : musicien, cuisinier, sans-abri, primo-dĂ©linquants
 Qui sont les premiers Ă©meutiers prĂ©sentĂ©s Ă  la justice ?

Suspension et amende symboliques : la sanction de Cristiano Ronaldo pour avoir abandonné le rassemblement portugais est tombée Le Parisien

Oct. 19, 2026, 6:41 p.m.

Suspension et amende symboliques : la sanction de Cristiano Ronaldo pour avoir abandonné le rassemblement portugais est tombée

Violences du 17 octobre à Lyon : un centre de rétention administrative touché par un incendie, 10 personnes intoxiquées Le Parisien

Oct. 19, 2026, 6:41 p.m.

Violences du 17 octobre à Lyon : un centre de rétention administrative touché par un incendie, 10 personnes intoxiquées

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Current with Christine Romans – Oct. 14 | NBC News NOW

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Saskatchewan Health officials urge flu vaccination| CTV News Saskatoon at Six, Oct. 13, 2026

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Idiot Threatens Judge Judy, Then Gets Stuck Inside Courtoom!

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Guilfoyle Resigns & Trump Turns to Putin for Fuel | ENDstream Ep.34

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Kota Heart Attack Tragedy: Wife Dies During Husband's Retirement Party

A heartbreaking incident unfolded in Kota, Rajasthan, where a woman passed away during her husband's retirement party.

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