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Perplexity and Nvidia Launch Fully Local AI Agent With Zero Token Costs

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Perplexity and Nvidia have launched “Portable Computer,” a local-first version of Perplexity’s agent platform that runs AI models, files, tools, and workflows directly on Nvidia-powered Linux hardware. Local tasks incur no token charges and keep data on-device by default, with users asked for permission before the system escalates a step to a cloud model. VentureBeat reports: For Nvidia, which has spent the past two years selling the world on trillion-dollar AI data centers, the announcement signals something subtler but strategically important: the chipmaker believes local AI has crossed a threshold from hobbyist curiosity to practical tool — and it wants to sell the hardware that runs it.

“Local AI reached an inflection point,” said Nader, Nvidia’s director of developer technology, who focuses on developer tooling and open source. “For the longest time, it was hobbyists and enthusiasts, and they were running these quantized models that were quantized down to be super tiny… And while that’s cool, it’s not super practical. But all that changed with a lot of these new open source models that have come out that are super useful.”

[…] Portable Computer arrives today for Pro, Max, Enterprise Pro, and Enterprise Max subscribers on Linux, with Windows support following in September. Any RTX GPU with at least 24GB of VRAM — roughly a GeForce RTX 3090 or newer — clears the bar, a threshold Nate called “sort of the floor where we really want to make sure that we can deliver a great experience, but balance that with making it broadly available.”

Read more of this story at Slashdot.

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HP and Huawei sign license-sharing agreement on Wi-Fi tech – but won’t reveal what they’re working on

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  • HP and Huawei enter patent-sharing deal, with Huawei’s Wi-Fi 7 patents central to the deal
  • Huawei is still under the microscope by the US Department of Commerce
  • The companies have had a previous run-in about Wi-Fi patents

Huawei has confirmed a multi-year global patent cross-licensing agreement with HP in relation to its Wi-Fi technology, ultimately granting the latter permission to use certain Huawei Wi-Fi patents. In return, Huawei will also receive rights to some of HP’s patents.

Central to the agreement is Huawei’s Wi-Fi portfolio, including Wi-Fi 7 technology, however neither company has actually disclosed the exact patents that are covered. Further details, like the financial terms or the deal’s duration, are also under wraps.

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Patent Troll SLAPPs Lawyer For Saying His Shell Companies Never Pay Up, Loses, Now Owes Her Money

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from the will-he-pay-up? dept

With everything else going on in the world, it’s been a while since we’ve dug into a good old-fashioned patent troll story or a bogus defamation SLAPP. Today we’ve got a two-for-one. Leigh Rothschild is a patent troll of some renown — his entities have been connected to over 1,300 patent lawsuits — who regularly sues companies over questionable patents and plays the standard patent troll shakedown game of offering to “settle” for less than it will cost to defend the lawsuit.

We’ve mentioned Rothschild in the past on Techdirt for his patent trolling ways. Like many patent trolls, Rothschild is known for setting up a number of separate companies that control the various patents he holds or controls. Rothschild’s trolling is covered widely all over the internet, and it’s not difficult to find one of dozens of people calling out his trolling techniques:

The Rothschild Modus Operandi is to obtain a fairly bogus patent (in this case, patent 9,936,086), form a limited liability corporation (LLC) that only holds the one patent and then sue a load of companies with vaguely related businesses for infringement. A key element of the attack is to offer a settlement licensing the patent for a sum less than it would cost even to mount an initial defence (usually around US$50k), which is how the Troll makes money: since the cost to file is fairly low, as long as there’s no court appearance, the amount gained is close to US$50k if the target accepts the settlement offer and, since most targets know how much any defence of the patent would cost, they do.

Anyway, back in 2022 Rothschild apparently acquired a very sketchy patent, US Patent 8,799,083, on a “system and method for managing restaurant customer data elements.” The patent describes a series of blatantly obvious methods of letting a restaurant customer share some information about their preferences and track their orders. Plenty of prior art exists showing that this patent never should have been granted.

Rothschild took the patent he claimed he acquired and (as described above) put it into a dedicated shell company, Analytical Technologies, then sued at least twenty food-ordering businesses in Marshall, Texas (because, of course). The playbook worked about as well as it usually does: Subway, Darden, Denny’s, Cracker Barrel, Five Guys, and Dairy Queen all settled or stipulated to dismissal within a few months.

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Starbucks did not.

Suing Starbucks was perhaps a strategic error, because rather than fold and settle, Starbucks hit back hard, accusing Rothschild, personally, of fraud, claiming that Analytical Technologies was “a sham shell entity to shield himself from personal liability” and claiming that there’s a “pattern and practice of [Rothschild] underfunding (or not funding) his shell entities” with the implication being that doing so was to avoid having to pay out legal fees if he lost the lawsuit.

It also pointed out that records show that the original named inventor on the patent, Andrew Silver, who had supposedly sold the patent to Rothschild… had already sold the patent earlier and engaged in other sketchy behavior, such that he probably no longer retained the rights to the patent when he “sold” it to Rothschild:

On April 14, 2008, Table Top Media (“TTM”) purchased the application that would mature into the parent ’007 Patent and said patent’s progeny, including the application that would mature into the Asserted ’083 Patent.

During the prosecution of the parent ’007 Patent, the application was abandoned because Silver failed to respond to an office action (a Notice of Abandonment dated 04/13/2010 stated that there was no reply to the Final Rejection mailed on 02/04/2009).

Silver and Gostanian revived the abandoned ’007 Patent by telling the USPTO that Silver’s former patent agent, Steven McDonald, had “unexpectedly passed away”. ’007 PxHx, 11/9/2010. But Steven McDonald was still alive and assisting Silver with the ’007 prosecution when the patent went abandoned as the privilege logs on the TTM litigation demonstrate…

There’s a lot more in the filing regarding the supposed “death” of McDonald who somehow kept helping Silver with his patents. But more importantly, there’s the issue of who actually owned this particular patent:

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On February 19, 2014, Gostanian told the USPTO that Silver was the “100% owner” of the Asserted Patent in order to file a terminal disclaimer and obtain issuance, even though Gostanian and Silver understood that TTM had an “existing contract” and was the owner of the ’083 Patent application.

At the same time that Gostanian submitted the terminal disclaimer to the USPTO stating that Silver owns 100% of the ’083 Patent, Silver and Gostanian were preparing a lawsuit to sue TTM for specific performance because Silver sold the Asserted ’083 Patent family to TTM in 2008.

Mr. Silver submitted a sworn declaration in his lawsuit against TTM stating unequivocally that TTM bought the ’083 Patent family in 2008:

It then shows a bunch of documents, including ones signed by Silver showing that he knows that TTM owns the patent that he later claimed to sell to Rothschild. Oops!

If that wasn’t enough, there was the fact that the patent had expired before Rothschild ever filed. And because the asserted claims were method claims describing things a customer does — ordering, paying at the table — Starbucks couldn’t be a direct infringer at all. The only theory left was indirect infringement, which requires that Starbucks knew about the patent while it was still alive. Which is why Rothschild needed a pre-suit notice date, and why his lawyers’ explanation for the one they used is such a problem. Because it turns out they didn’t actually notify Starbucks while the patent was still valid:

Neither AT nor its counsel has provided to Starbucks or its counsel any support for AT’s Actual Notice Allegation.

On August 2, 2024, counsel for AT emailed counsel for Starbucks and stated, “We can agree to remove that statement [the Actual Notice Allegation] if we cannot provide you proof on Monday [August 5, 2024].”

But counsel for AT did not provide proof of AT’s Actual Notice Allegation on August 5, 2024. And counsel for AT did not remove the Actual Notice Allegation.

On September 5, 2024, counsel for AT admitted in an email that the Actual Notice Allegation was a “misrepresentation” and the result of a “typo/cut and paste problem”

That seems like quite an admission! So the patent expired in November of 2023. The troll claimed that it had notified Starbucks of its alleged infringement in March of 2023. Starbucks claimed they heard nothing until June of 2024. And when Starbucks asked for proof of the supposed notice, Rothschild’s lawyers promised it, didn’t produce it, didn’t withdraw the load-bearing allegation, and eventually admitted it was a “misrepresentation” due to a cut and paste “problem.”

Yikes. And yet, all those other fast food joints settled.

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The filing from Starbucks resulted in an article on Bloomberg Law, entitled, “Starbucks Levels Fraud Claim in New Tactic to Fight Patent Suit.” In it, lawyer Rachael Lamkin, who is one of Starbucks’ lawyers and a long-term fighter against patent trolls, is quoted calling out Rothschild’s shell games:

Lamkin said she’s tussled with the prolific inventor for years and has been particularly frustrated by the early settlement offers from Rothschild, which she called “obnoxiously low.”

“The settlement amounts are so low that companies aren’t going to pay attorneys the thousands of hours it takes to catch him at his game,” she said in an interview. “And with Leigh Rothschild, we never get the money because the shells go bankrupt.”

This claim appeared to particularly annoy Rothschild, who turned around and sued Lamkin and Starbucks… for defamation. In Florida. The complaint goes on for a while about what an amazing “inventor” Rothschild is and how important his various patents are… and also about how he’s involved in various charities, claiming that the statement about shell companies and bankruptcies was defamatory. Also, Rothschild claimed that this one quote in a random Bloomberg article caused him — a guy who has been involved in over 1,000 lawsuits — to require special new medication for high blood pressure. Really?

Neither LMR nor any of the companies he is involved with, however, has ever owed any of the Defendants any money for them to “get.”

Moreover, none of the companies LMR is involved with is a “shell” (i.e., a company with no significant assets or operations); instead, each of the companies is a lawful corporate entity with assets, bank accounts, and operations appropriate for its purpose, which in most cases is to own and license valuable U.S. patents.

Further, none of the patent companies LMR is involved with has ever “go[ne] bankrupt.” Acknowledging this fact, Defendant Lamkin stated recently to LMR directly that “before I’m done with you I’m going to bankrupt you,” which evidences her own knowledge contrary to any “bankrupt” entities, and evidences her own bad faith and malevolent intent.

Be careful who you tussle with, however. Lamkin’s answer to the complaint (which includes counterclaims against Rothschild) has some fun statements:

Attorney Lamkin denies that Rothschild “has been an inventor his entire life.”

The answer also argues that the final paragraph above in which Rothschild claimed Lamkin had told him she would bankrupt him was “a fabrication.”

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Attorney Lamkin denies that she has told Rothschild, “before I’m done with you I’m gong to bankrupt you.” That allegation is a fabrication. Attorney Lamkin denies the assertion that no patent company owned or managed by Rothschild has ever “go[ne] bankrupt.” Attorney Lamkin denies that she has knowingly made a false statement in connection with the facts at issue in this lawsuit or that she has exhibited “bad faith and malevolent intent.”

Later, in the counterclaims, Lamkin points out the factual basis for her original claims to Bloomberg, detailing multiple cases in which Lamkin represented a company sued by a company controlled by Leigh Rothschild, where, during discovery, it came out that the company had basically no working capital or funding, including examples where Rothschild was ordered to pay fees to the companies Lamkin represented and did not do so.

The most telling is the last one, of a shell company that only had $5 in its bank account:

Similarly, in RCDI, RCDI responded to post-judgment discovery admitting it only had “five dollars ($5.00)” in its bank account….

In short, by Rothschild’s own averred admissions based on his personal knowledge, multiple entities owned and/or controlled by him had little to no assets to satisfy judgments against them. This matches the definition of a “shell” entity that this Court has routinely applied….

The filing also highlights how this defamation lawsuit was clearly ridiculous, given that it included Starbucks as a defendant, even though the only statements mentioned were from Lamkin:

As further evidence of Plaintiffs’ improper motive in using this matter as leverage to settle the E.D. Tex. Litigation, Plaintiffs have sued Starbucks even though the statements at issue cannot be attributed to Starbucks.

The case was handed over to a magistrate judge, who recommended ruling against Rothschild on the defamation claim, finding that the statements by Lamkin were clearly not defamatory.

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As framed within the context of the Bloomberg article, the statement is consistent with Rothschild’s reputation within the relevant PAE community. The undisputed facts show that, according to other online publications, Rothschild was described as a “patent troll” who asserted patent litigation lawsuits through his numerous shell companies, and that he utilized shell companies for the purpose of evading fees and penalties…. It is also undisputed that numerous articles, other internet posts, and judicial documents referred to Rothschild’s companies as “shells.”… Based on the undisputed facts, Rothschild’s reputation before Lamkin made her statement was that he created “shell” companies and that he was a “patent troll.” The Court agrees with Lamkin that her statement was consistent with Rothschild’s reputation, so Lamkin’s statement concerning Rothschild’s conduct with respect to PAE litigation does not support a defamation claim.

Imagine being such a patent troll that a court has to say, in effect, “dude, come on, everyone knows you’re a patent troll with shell companies for your trolling” and also “your reputation is such shit already that calling you a troll couldn’t make it worse.”

The court also rejected the argument that saying his companies go bankrupt was defamatory, in part because there’s nothing inherently disgraceful about bankruptcy:

The Court must determine whether Lamkin’s statement concerning Rothschild’s company “tends to” subject Rothschild to “hatred, distrust, ridicule, contempt, or disgrace.”… This Court finds that it does not. Bankruptcy is viewed as a helpful, oft-used tool for individuals or entities experiencing financial difficulty.

And even if both of those rulings were wrong, the court found, Lamkin’s statements were still protected under the First Amendment as rhetorical hyperbole, because you have to read the quote in the context of the whole article it appeared in. Rothschild wants to separate out specific minor inaccuracies (such as whether any of his companies was technically a shell or technically declared bankruptcy). But as the magistrate judge points out, that’s not how any of this works:

… the Court cannot disregard the context in which Lamkin’s statement was made in determining whether Lamkin’s statement was one of fact or one of opinion or hyperbole…. The broader context of Lamkin’s statement within Lamkin’s interview—which was subsequently republished in the Bloomberg article—is that Lamkin and Rothschild (and the entities connected with Rothschild) have long been engaged in PAE legal struggles and that Rothschild’s entities have failed to pay attorneys’ fees in PAE lawsuits. Lamkin and Rothschild have a history of litigation, and Lamkin’s statement that “we never get the money because the shells go bankrupt” stems from Lamkin’s experience in litigating cases against Rothschild, resulting in frustration from the low settlement offers and the inability to collect fees. …These facts are included in Lamkin’s quotes to the Bloomberg reporter. It is clear from the context of the Bloomberg article as a whole, as well as from the context of Lamkin and Rothschild’s litigation history and related experience with each other, that the statement is an opinion and hyperbole…

Indeed, the magistrate’s recommendations were for finding that Rothschild ran afoul of Florida’s anti-SLAPP law and that he should have to pay Lamkin’s legal fees:

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In sum, Rothschild’s defamation claim was without merit and arose out of Lamkin’s free speech in connection with public issues. Moreover, Rothschild did not shoulder his burden to show that the defamation claim was not primarily based on First Amendment rights and was not without merit. Thus, Lamkin is entitled to an award of attorneys’ fees and costs against Rothschild under Florida’s Anti-SLAPP statute

Lamkin’s own counterclaim, for abuse of process, didn’t survive either — the court found it barred by Florida’s litigation privilege, and noted that simply filing a harassing lawsuit isn’t “abuse of process” without something more. So the scorecard is technically split, but the part that mattered went Lamkin’s way, along with the fees.

The Article III judge on the case has now accepted the magistrate’s recommendation and thus ordered Rothschild to pay the legal fees (still to be determined).

Under patent law, a judge can award reasonable fees in “exceptional cases.” Indeed, Rothschild was hit with such fees in the past for his trolling. But if you follow that link, you’ll see that the entity in question was RCDI, the company mentioned above that claimed it only had $5 in its bank account. A fee award against an entity that claims to only have $5 is worthless.

That’s what Starbucks was trying to route around by going after Rothschild personally for fraudulent transfer. We’ll never find out if it would have worked: the Texas case ended almost exactly a year ago, with both sides stipulating to dismissal and each eating its own costs. Rothschild then kept the Florida defamation case going for another full year after the fight that produced it was over.

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Which means the one thing in this entire mess that looks likely to actually cost Rothschild money is the lawsuit he chose, entirely voluntarily, to file himself.


Filed Under: defamation, florida, leigh rothschild, patent trolls, rachael lamkin, slapp suit, texas

Companies: starbucks

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Pentagon Fires Chief Editor Of ‘Stars & Stripes’ For Promising To Do Independent Journalism

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from the proving-the-point dept

To say that Donald Trump has been waging an ideological war against the American free press would be an understatement in the extreme. Even attempting to list out the many, many ways in which he has attempted to threaten, sue, undermine, stifle, chill, attack, and hamstring media outlets would be a waste of time. No thinking person fails to understand that he hates any media outlets that don’t behave like full sycophants and no reasonable person thinks that his actions are a positive for the country.

But sometimes his administration really does endeavor to show just how corrupt and against the First Amendment it is, in the starkest possible terms. Stars & Stripes is a news outlet partially funded by the Pentagon. It is under congressional mandate to operate on 1st Amendment principles and describes its work like this:

Stars and Stripes provides independent news and information to the U.S. military community, including active-duty servicemembers, DoD civilians, veterans, contractors, and their families. Stars and Stripes retains its editorial independence and is congressionally mandated to be governed by First Amendment principles, but it is part of the Pentagon’s Defense Media Activity. The Pentagon funding that makes up roughly half of Stars and Stripes’ annual budget is primarily used to print and distribute the newspaper to troops scattered across the globe, including in warzones such as Afghanistan, Iraq and Syria. The remainder of the news organization’s funding comes from advertising and subscriptions.

Earlier this year, however, a Pentagon spokesman said the administration planned to overhaul Stars & Stripes, with a specific aim to remove content it considered to be “woke distractions that siphon morale” and instead, presumably, force in content that does the opposite. If any of that sounds like an encroachment on editorial independence, congratulations, you have a working prefrontal cortex.

Erik Slavin has worked at Stars & Stripes for over two decades and was named Editor in Chief in 2025. He recently sat for an interview with CBS and was asked about the Pentagon’s stated aim to interfere in the editorial content of the paper. While noting that he had no idea what “woke content” the Pentagon was objecting to and what the standard for that would be, because nobody at the Pentagon bothered to tell him, he indicated that any attempt to censor the paper by the Pentagon would be his red line and counter to both the law and Pentagon policy that the paper be independent.

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So of course Pete Hegseth fired him.

The Pentagon on Friday fired the editor-in-chief of Stars and Stripes and a top reporter for insubordination after they spoke publicly against any interference by the Defense Department in the military news outlet that has a long history of editorial independence. It was the latest move by an administration that has grown increasingly aggressive toward the news media.

Slavin said he was being fired “for stating in a CBS interview that hypothetical censorship of news for service members would constitute a red line.” Korte participated in the same interview.

“I stand by the principle that Stars and Stripes must remain editorially independent, as required by law and by the department’s own policies,” Slavin said.

This is a newspaper with a long, long history. It has been publishing since the American Civil War. It has endured despite the ire of military men far greater than its current whiskey-soaked Secretary of Defense/War/Whatever. General George Patton once tried to ban the paper over cartoons depicting American soldiers in a way he didn’t like, only to have General Eisenhower tell him to calm the hell down and not interfere.

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The skin of people like Trump and Hegseth is apparently as thin as the paper upon which Stars & Stripes is printed. To so perfectly encapsulate their own anti-speech desires by firing someone simply for saying he wouldn’t bow to government censorship is significant, though unsurprising.

Meanwhile, American military members appear to be losing a news outlet that focuses on them.

Filed Under: dod, donald trump, free press, free speech, journalism, pete hegseth

Companies: stars & stripes

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‘I am very concerned’: Bill Gates says the world needs a plan to deal with AI, and he has three ideas to start

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Bill Gates at the keyboard in a 2018 file photo. (Gates Notes Photo)

Bill Gates is legendary, bordering on notorious, for his late-night emails — missives to colleagues with piercing questions about Java back in the day, or malaria these days, or whatever esoteric topic he happens to seize upon at any given moment.

But increasingly, he is sending these messages to AI, not to people. He’ll bounce something off Claude, get ChatGPT to weigh in, and insert himself in the middle.

He described the pattern in an interview with GeekWire: “It’s 3 a.m., I want to understand sodium batteries. Now, there’s no reason to go to sleep. Here we go! Yeah, it’s crazy.” 

If you’re a curious person, he said, “this is a mind-blowing time.”

In terms of productivity, he added, “we are in heaven.”

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All of which might be predictable. This is Bill Gates, after all. Now 70 years old, he has spent more than five decades impatient for the future to arrive — making the case that innovation, on the whole, will ultimately put humanity and the world in a better place.

So here’s the surprise twist: He’s now deeply concerned about where technology is headed, how fast it’s progressing, and how little the world is doing to get ready.

In a new essay, Gates says the “turbulent AI era” has arrived, with technology threatening to erase categories of jobs, supercharge fraud and deepfakes, lower the bar for cyberattacks on critical infrastructure, make it easier to engineer a deadly new disease, let governments kill without humans involved in the decision, and fundamentally change how kids grow up.

If someone came up with a credible plan to slow the pace of AI globally, he writes, he’d likely support it. But he doesn’t expect one. The geopolitical and economic forces are too much. 

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He says that the world needs to take action, and offers three ideas to start:

Build new institutions, at home and globally. No existing agency was designed for a technology that touches jobs, security, health, energy and elections all at once, he writes.

Gates calls for new national bodies that can set priorities across agencies, plus a new international organization modeled on nuclear weapons inspections, aviation rules and the ozone treaties.

Set aside jobs for humans. Gates calls this “Human Reserved”: work that machines will be fully capable of doing, but that we decide to keep for people anyway. The model is a nature reserve — land where we could build roads and buildings, but choose not to, because the loss would be too great.

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One example: a robot delivering the news that you have an incurable disease. “There’s no technical reason why it couldn’t,” he writes. “Yet it shouldn’t.” 

The idea came in part from watching the caregivers who looked after his father through Alzheimer’s, work he describes as “irreplaceably human.” 

Tax AI tokens and robots. Today a company that hires a worker pays payroll taxes, while a company that buys a robot deducts the cost. Gates says that gives employers a reason to replace people. He’s calling for a tax on AI to change the incentives and help pay for retraining. 

He first floated a robot tax nine years ago, but the idea was widely dismissed. He’s still for it. He acknowledges that it isn’t economically efficient, but says that with innovation accelerating, we can afford a little inefficiency as the price of keeping people employed.

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Gates is candid that he doesn’t have all the answers, particularly on the proposal for “Human Reserved” jobs. Who decides what gets reserved, and by what criteria? How do you keep companies from using robots in the jobs that are supposed to stay human? 

These, he writes, “will need to be worked out in public.” 

In the meantime, he’s working it out with Claude. Gates said he has talked the idea through with the chatbot, thinking through different ways to get the share of work reserved for humans up to 40%, using shorter workdays and earlier retirement to spread what’s left around.

Crossing the threshold

In the GeekWire interview, Gates said the essay came out of a specific realization: the AI industry is blowing past its own warning signs, one after another, and almost nobody is saying so out loud. 

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For years, he said, people in AI described certain moments as dangerous points where the industry would stop and think hard before going further: making it easier to build a bioweapon, making it easier to launch a cyberattack, building machines people become emotionally dependent on, wiping out large numbers of jobs, and losing control of the technology itself.

“We’re in the process of crossing every single one of those thresholds,” he said.

Meanwhile, nobody in the industry wants to be first to step on the brakes. “Most people you talk to will say, yeah, well, if everybody else would slow down, maybe I would, too,” he said.

Gates said one way out of that standoff is for governments to step in. 

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His example: any AI model capable of designing new molecules — the capability that would let someone engineer a new disease — should be monitored. The monitoring would be mandatory rather than voluntary, and it would cover free models as well as commercial ones. It would also have to be written so a company can’t copy the model elsewhere and strip the monitoring out.

“To me, that’s kind of like common sense,” he said. “But we don’t see a specific proposal to do that.”

‘The whole thing seems so empty to me’

Under an executive order signed by President Trump in June, AI companies are asked to submit their most powerful models for government testing up to 30 days before release. The order specifically bars the program from becoming a licensing or preclearance requirement. The White House finalized the framework in early August.

Gates said he doesn’t get it.

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“What is the threshold that’s being examined, and what is the action taken when you cross that threshold?” he said. “The whole thing seems so empty to me.”

If the world can’t take these basic steps, he said, “I really am going to throw up my hands.”

If the process stays voluntary, with no line and no consequence for crossing it, “we’re going to look back on this as a kind of eye-of-the-storm type moment,” he said.

Asked if he had taken his proposals to the Trump administration or to other heads of state, Gates said with a bemused tone, “Well, you could tell me who at the White House I should be talking to about this.” He said he hopes the essay reaches people in Congress and in the executive branch.

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He said the public argument among AI companies over whether the risks are real is beside the point, because privately the people running them already agree. “I know they’re all worried,” he said, “or all of them that I know, which is basically everybody but Elon.”


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People inside AI companies who acknowledge the downsides, Gates said, get told: “Hey, you’re hurting our PR while we’re trying to raise trillions of dollars.”

Gates said he previously expected losing control of AI to be a distant problem, something to worry about “many years from now.” He’s no longer convinced that’s the case.

He referenced an Aug. 11 episode of the Dwarkesh Patel podcast featuring Ryan Greenblatt, chief scientist at the AI safety group Redwood Research. Greenblatt said that as AI systems get more capable, the people building them understand less and less about what is happening inside, and that sufficiently advanced models could end up working against their creators.

“These are people who are super expert on the thing, going, well, maybe we won’t be able to control these things,” Gates said. “I mean, what kind of risk have we chosen to run here?”

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In the poorest countries, he expects AI to do more good than harm. In the countries where the Gates Foundation works, doctors, teachers and farm advisors are all in short supply. AI can help fill those gaps. The foundation will lay out that work at its Goalkeepers event next month, including an effort to make AI models work as well in African languages as they do in English.

The job losses, he added, will hit rich countries first.

Gates published the essay early Wednesday morning, and it’s drawing coverage from a variety of outlets, including The Wall Street Journal, the New York Times, and MIT Technology Review.

It’s the first big wave of new attention on the Microsoft co-founder and Gates Foundation chair since he answered lawmakers’ questions in the Jeffrey Epstein investigation on June 10, sitting for a nearly six-hour voluntary interview with the House Oversight Committee.

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Gates, who has not been accused of any wrongdoing, was asked by Axios whether he’s concerned that the Epstein issue could undercut his message. According to the site, he compared this to earlier situations when personal and professional challenges diminished his ability to speak out on key subjects: during the Microsoft antitrust trial, and his divorce from Melinda French Gates.

The AI Road Ahead

For all of this, Gates is still thinking about how technology will change human life and productivity, in many ways for the better on an individual level. 

  • A key step, he said, will be establishing broad-based persistent memory for AI agents across contexts. For now, AI still doesn’t know you like a human assistant who’s familiar with your relationships and how you think about your time. 
  • Gates sees the role of apps changing in the future. Instead of bouncing between different pieces of software, he said, AI will increasingly be the primary interface. “You won’t go to those applications,” he said. “You’ll just go to your personal agent.”
  • He also sees AI continuing to transform shopping, to an extreme: “We will get to a point where you won’t buy things yourself. You just won’t.” Telling the agent to help you buy something, “it’ll consider so many more things, and it’ll make it so much easier for you to do it.”

Asked whether he is still an optimist, Gates didn’t answer directly. “I don’t think being pessimistic is helpful,” he said.

“I do think, wow, this is sure an interesting time. I’m the guy who in my 30s thought people in their 50s or 60s didn’t understand anything.” He called it “kind of bizarre” that he would be delivering a message like this at 70.

“But I am very concerned. And honestly, when you get people one-on-one, so are they.”

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Best picks for ANC, sound quality and more

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If you’re the type of person who’s drawn to the idea of open-ear audio as well as a standout design, then there’s plenty here to catch your eye. The brushed metallic finish and looping clip-around design make these feel more like a fashion accessory than earbuds, and with several colour options to choose from, there’s room to customise them to your look.

Each bud attaches to your earlobe via a silicone-coated flex arm. Because they don’t seal your ear canal at all, you can wear them for hours without any of the fatigue you’d get from a more traditional pair of in-ears. Fitting them is straightforward, and nudging them up or down to find your sweet spot takes no effort at all. You also get IPX4 water resistance for sweat and splashes, which makes them a reasonable companion for outdoor activities.

On the features front, the Bose Ultra Open Earbuds run on Bluetooth 5.3 with SBC, AAC and aptX Adaptive codec support. Snapdragon Sound is along for the ride too, and a later update brought Bluetooth multipoint, so you can be paired to two devices at the same time.

Wireless performance held up well during testing, with barely any dropouts to speak of. Bose’s Immersive Audio mode is worth exploring as well but only if you’re in a quiet environment. You can pick between Still and Motion modes depending on whether you’d rather the sound stay fixed or shift with your head movements, though turning it on does eat into battery life.

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That battery life is rated at 7.5 hours per charge, beating the original Sony LinkBuds and is decently respectable for day-to-day use. Flipping on Immersive Audio drops that figure to around 4.5 hours. Fast charging means a two-minute top-up is good for two hours of playback. Wireless charging is available, but it requires a separate slip-on accessory, which feels like an odd omission at £299.

Sound quality, as ever with open-ear designs, comes with caveats. In the right setting, the Bose Ultra Open Earbuds sound clear and clean in the mids and highs. Bass, predictably, is where the open design works against them, and in louder environments like a packed commute or a busy gym, the volume ceiling becomes noticeable.

Immersive Audio widens the soundstage but softens the overall clarity, so sticking with plain stereo tends to deliver a more satisfying result. Call quality is also a disappointment, as background noise has a habit of creeping back in the moment you start speaking, which muddies your voice for whoever’s on the other end.

If you’re already set on open-ear audio and you want something that’s comfortable, distinctive and capable, the Bose Ultra Open Earbuds are well worth considering. Just go in knowing that the bass is thin and call quality isn’t their strong suit, and you won’t be left feeling short-changed.

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Qualcomm details next-gen Oryon CPU, targets 5GHz with heterogeneous cache design

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Speed over Form: Qualcomm is getting ready to spill the beans about the next generation of its computing products. The fabless chip designer has introduced a new, powerful CPU core architecture that’s allegedly reaching unprecedented frequency rates and IPC performance for a power-constrained mobile processor.

Qualcomm is pushing its Oryon CPU up to 5GHz, which should provide a significant performance uplift on the next generation of mobile flagship devices. The company said the upcoming Oryon architecture will be the world’s fastest mobile CPU, although it will require some additional silicon magic to truly shine in AI workloads and other trendy computing tasks.

Qualcomm first introduced the Oryon CPU core in 2024, together with the first generation of the Snapdragon X SoC series. The core implements the Arm architecture within a custom Qualcomm design, and the next-gen Oryon CPU will apparently push this architecture customization effort even further.

Aside from the improvements coming from a newer process node, upcoming Oryon cores will implement a fully custom chip design. Qualcomm attributes the 5GHz milestone to its in-house Arm microarchitecture, the implementation choices behind the core, and the subsystem managing everything else around the main computing cores.

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According to the single slide provided by Qualcomm, the next-gen Snapdragon SoC will include two Oryon “Prime Core” units running at 5GHz alongside six other “Performance Core” units.

Furthermore, the Prime cores will boast strong instructions-per-clock (IPC) performance to actually accelerate real-world usage scenarios. Needless to say, Qualcomm is mostly thinking about agentic AI tasks being orchestrated by the on-device CPU.

Another crucial element in Qualcomm’s next-gen SoC is a new cache architecture named FlexCache. The new technology gives “heterogeneous” cores access to cached data (or rather, the same cache pool), performing dynamic cache allocation based on the most pressing workload at hand.

The 5GHz Prime Cores will be able to draw on the entire cache pool when a computing task demands it, Qualcomm explains. This way, larger tasks can stay “resident” within the processor’s cache memory without resorting to the slower system RAM outside the SoC.

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In a world where memory chips have become the most sought-after silicon products, Qualcomm hopes that FlexCache will significantly improve performance even on devices with limited (system) RAM capacity.

Qualcomm said that FlexCache will give the 5GHz Oryon CPU the performance edge over competing SoC cores. The company highlights some specific scenarios for this alleged speed uplift, which include agentic AI, gaming, app multitasking, and video editing.

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AI Companion Robots Are Closing the Human Connection in Modern Homes

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This article is brought to you by Ollobot.

From about 2017, individuals began to truly connect with the initial wave of companion robots. These devices had personality, moved around, joked, and answered when you spoke to them. Most early companion robots, however, were still limited by simple voice-command interactions and narrow functionality. Once the novelty wore off, many ended up sitting unused on shelves. As some of those companies went out of business and turned off their servers, many owners likened it to losing a pet.

What Ollobot describes as “gentle intelligence” is a useful way to think about where the serious work in this category is going. Not toward more powerful assistants, but toward more present ones.

The problem companion robots were trying to solve

Loneliness is not a niche issue. According to one study, nearly one out of three elderly adults resides alone, meaning they do not have daily companions. Research also shows that children whose parents have migrated for work, leaving them in the care of relatives, were 2.5 times more likely to experience loneliness than children whose parents remain with them. Among working adults living alone in urban environments, similar patterns of social isolation emerge, even if they are less visible.

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Over the years, technology has time and again attempted to solve this problem via video calls, smart speakers, and messaging apps without much success. Those tools are geared towards communication between people that already have relationships. They do not create presence. They schedule it. That is the gap that a new generation of AI companion robots is being engineered to fill.

Today’s AI robots are different

Today’s companion robots are not just cute and cuddly. They are designed with psychological research, clinical insight and long-term interaction models to be truly useful in real homes.

Three fundamental shifts define the current generation:

  1. From reactive to proactive response. Older robots relied on you speaking to them, but modern robots monitor a room with cameras, microphones, and surroundings sensors to initiate interactions without your input, and they can pick up on your emotions.
  2. From function-oriented to emotion-oriented design. The original pitch for companion robots was about what they could do. The question driving the serious work now is how they make you feel, which is a harder engineering problem and a more honest framing of what the product is actually for.
  3. From standalone hardware to connected ecosystems. Leading brands are creating platforms rather than devices with software included as a built-in layer and remote access from the beginning.

The global AI companion market size was valued at US $36.8 billion in 2025 and is projected to grow from $48 billion in 2026 to $318 billion by 2033, at a compound annual growth rate of 31 percent from 2026 to 2033.

Three household scenarios and interaction models

Ollobot’s advanced AI family companion robot OlloNi SS1 addresses a number of gaps in what existing technology offers.

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Elderly individuals living alone. The combination of proactive interaction, fall detection, and persistent presence addresses both safety and companionship without the social overhead of asking family members to check in more frequently.

Children in households where parents work far from home. The SS1 functions as a consistent companion that already knows a child, their preferences, their moods, and their routines. The remote connection features allow parents to stay present without requiring a scheduled call, and the life recording system gives them a passive window into their child’s days that feels less clinical than a monitoring camera.

Single professionals living alone in cities. The SS1 adapts to daily routines, builds up a preference model over time, and provides ambient social presence without demands.

Cute home robot with a purple cover and cartoon face displayed on its screen. OlloNi SS1 adapts to daily routines over time.Ollobot

What OlloNi SS1 is doing differently?

Ollobot’s goal in building intelligent companion robots is to address the gaps in technology and capability, using innovation not to automate tasks but to fill emotional voids.

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Much of the robotics industry has historically pursued human imitation — machines that speak, look, or behave like people. The SS1 is instead designed around familiarity and long-term coexistence rather than realism.

The system integrates multiple subsystems operating in parallel, including visual perception, audio processing, mobility control, and interaction management. It is equipped with a multi-chip AI 4K vision module capable of facial recognition and motion tracking. One small but revealing detail is the inclusion of a physical privacy cover for the camera — a mechanical solution to concerns that software settings alone may not fully resolve.

Person playing with a red plush robot toy that has a glowing digital face and eyes OlloNi SS1 can actively integrate into family activities, and it can autonomously move closer to capture memorable moments or reposition itself to remain engaged in ongoing interactions.Ollobot

The robot supports advanced mobility across multiple indoor surfaces, including wooden floors, ceramic tiles, and low-pile carpets, with slope climbing capability up to 3.5 degrees. Rather than remaining in a fixed location, it can move naturally throughout the home to stay close to household members as daily activities unfold.

For example, the OlloNi SS1 may greet family members when they arrive home, follow an older adult from the living room to the kitchen while continuing a conversation, remind a child to take a study break after a prolonged period of inactivity, or notice that someone appears unusually quiet and gently check in. During family activities, it can autonomously move closer to capture memorable moments or reposition itself to remain engaged in ongoing interactions.

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The robot continues to evolve over time, with over-the-air updates that deliver new features, performance improvements, and AI enhancements

It also incorporates fall detection with optimized accuracy for safety monitoring scenarios. A 6-microphone array enables omnidirectional voice pickup with an effective voice capture range of up to 5 meters, supporting reliable wake-word detection and far-field interaction.

To support continuous companionship, much of the robot’s AI processing takes place directly on the device through its “heart module” architecture, with 16 GB of memory and 64 GB of local storage. This enables the system to retain household memories, recognize familiar faces, and respond with lower latency, making interactions feel more natural even during everyday routines.

Because companion robots are expected to remain available throughout the day rather than only during brief interactions, the SS1 is designed for extended operation, offering up to 12 hours of standby time and around 5 hours of active interaction on a single charge. This allows it to accompany users through meals, conversations, playtime, and other daily activities without frequent interruptions.

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Close-up of toy robot with glowing red heart and purple fur on a beige body. To support engaging interactions, much of the robot’s AI processing takes place directly on the device through its “heart module” architecture.Ollobot

Like the relationships it is designed to build, the robot continues to evolve over time. Running on Android OS with over-the-air (OTA) updates, the system continuously receives new features, performance improvements, and AI enhancements, allowing its capabilities to grow alongside the household it serves.

The robot’s behavioral model also improves over time. Rather than reacting to isolated commands, it attempts to establish a baseline understanding of household routines and individuals. Changes in behavior — prolonged quietness, unusual inactivity, or emotional cues — become triggers for interaction.

Presence instead of utility

Several features in the OlloNi SS1 illustrate this emphasis on presence and continuity in its interactions.

The system can identify different household members, including pets, and adapt responses accordingly. Remote communication features allow family members to connect through the device without treating every interaction like a scheduled call. Environmental sensors support contextual reminders tied to weather or room conditions.

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Its “2+1” multi-display configuration is also designed around emotional communication. Two circular side displays function as expressive “emotional eyes,” while a separate primary display handles information and structured interaction. The separation allows emotional signaling and functional communication to operate independently, creating more intuitive nonverbal interaction even when no dialogue is taking place.

Cute red robot pet in checkered shirt sits on rug in cozy, warmly lit living room The robot’s behavioral model improves over time. Rather than reacting to isolated commands, it attempts to establish a baseline understanding of household routines and individuals.Ollobot

The SS1 also includes an automated life-recording system built on facial recognition and behavioral-event detection that can capture moments such as laughter, physical closeness, or group interaction automatically. An integrated AI vlog engine can then organize those moments into edited short-form videos with automated sequencing and soundtrack generation. The design intent is to preserve spontaneous domestic moments without requiring active documentation behavior from users.

An integrated AI vlog engine can organize recorded moments into edited short-form videos with automated sequencing and soundtrack generation

Visual data is processed primarily on the device through the SS1’s on-device AI architecture, with household memories stored locally and managed within Ollobot’s proprietary ecosystem instead of being shared with third-party smart home platforms. Access to recordings and live feeds is restricted to authorized users through the companion app, while encrypted communication helps protect data during remote access. Users also retain direct control over recording preferences, and the physical camera privacy cover provides an additional hardware-level safeguard whenever visual monitoring is not desired.

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Remote communication is similarly structured around persistence rather than transaction. Traditional video calls are episodic and screen-bound; the SS1 instead acts as a continuously present interface embedded inside the household environment. Through autonomous mobility, environmental awareness, and persistent household memory, remote family members interact with an ongoing domestic context.

The larger shift to “gentle intelligence”

Ultimately, gentle intelligence is not about making robots behave more like humans — it is about helping them fit more naturally into human lives. Each OlloNi SS1 unit develops a unique behavioral profile based on its household. Two units running in different homes for a year will have become meaningfully different from each other, shaped by the specific people, habits, and rhythms of where they live.

That kind of long-term personalization is what early companion robots never had. It is also what makes the difference between a product that ends up on a shelf and one that actually earns its place in a home.

Learn more at ollobot.com.

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The Witcher 3 is getting a major free remaster in September, new expansion arrives in 2027

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Something to look forward to: CD Projekt Red had already promised plenty of Witcher news at Gamescom, and it delivered more than expected. The studio has announced The Witcher 3: Wild Hunt Remastered, a substantial overhaul launching September 29 as a free upgrade for existing owners. It also provided the first proper look at Songs of the Past, a new paid expansion arriving in 2027.

The Witcher 3 Remastered appears to go considerably further than simply sharpening up the visuals of the 2015 RPG. CD Projekt Red says the new edition will update graphics, performance, combat, movement, progression, and several other parts of the game.

Visual improvements include upgraded textures for environments, characters, and monsters, along with denser foliage and revised lighting, rendering, and ray tracing. Combat is also being reworked with new animations, finishing moves, and a more adaptive camera.

Other changes include improved traversal, revised horse controls, enhanced monster behavior, new Witcher Sign effects, a redesigned skill tree, transmogrification, an expanded photo mode, and cross-platform mod support.

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The upgrade launches September 29 on PC, PlayStation 5, and Xbox Series. The Witcher 3 will also receive a native Nintendo Switch 2 version, while CD Projekt Red is bringing the game to Battle.net through a new partnership with Blizzard.

Existing owners on eligible platforms will receive Remastered at no additional cost.

CD Projekt Red had another surprise for anyone who only owns the base game. Hearts of Stone and Blood and Wine, the two acclaimed expansions released in 2015 and 2016, are now being made available to existing Witcher 3 owners for free. That means players can revisit essentially the complete current Witcher 3 experience before another major adventure arrives next year.

“Songs of the Past” revealed

CD Projekt Red also showed the first footage from Songs of the Past, The Witcher 3’s first new expansion since Blood and Wine a decade ago. The expansion sends Geralt to Letten, a previously unseen region portrayed as a peaceful rural land built around farming, festivals, and local folklore. Naturally, things aren’t quite as idyllic as they initially appear, with an old threat lurking beneath the surface.

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Geralt will encounter new enemies, reconnect with familiar characters, and gain additional abilities. One of the more noticeable additions shown so far is a new chain weapon, which should give Geralt another option for controlling and attacking enemies.

Songs of the Past is being developed by CD Projekt Red alongside Fool’s Theory, the Polish studio behind The Thaumaturge. Fool’s Theory is also leading development of the remake of the original Witcher. Songs of the Past will be a paid expansion. It will launch sometime in 2027 for PC, PlayStation 5, Xbox Series, and Nintendo Switch 2.

CD Projekt Red previously indicated that the expansion would be comparable in scope to Blood and Wine, which introduced the large Toussaint region and added dozens of hours of new content.

The company plans to reveal considerably more during Gamescom. Five days of Witcher-focused REDstreams are scheduled from August 26 through August 30, including gameplay presentations, interviews, and behind-the-scenes material covering both Remastered and Songs of the Past.

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All of this will help fill what remains a fairly long wait for the franchise’s next numbered installment.

The Witcher 4, which shifts the spotlight from Geralt to Ciri, is currently targeting a 2028 release. CD Projekt Red co-CEO Michał Nowakowski emphasized that 2028 remains a target rather than a firm launch date, leaving room for the project to move if additional development time is required.

Whenever The Witcher 4 does arrive, it is expected to begin an unusually busy period for the studio. CD Projekt Red has said it wants to release three Witcher games within six years, with its collaboration with Epic Games on Unreal Engine 5 intended to help shorten development cycles between installments.

Beyond The Witcher 4 and the original game’s remake, the company has another Witcher project in development, alongside the next Cyberpunk game and an entirely new IP.

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For now, though, CD Projekt Red is making its 11-year-old RPG the center of attention again. Between a free overhaul in September and a full expansion next year, The Witcher 3 is getting a much bigger second life than anyone would have expected this far after launch.

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Do Plug-In Hybrids Have A Reliability Problem?

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Findings by Consumer Reports and JD Power suggest that plug-in hybrids are far less reliable than their internal combustion counterparts, but digging into the numbers and research methodology reveals it’s not quite that simple. First, although Consumer Reports’ survey found owners of electric vehicles and plug-in electric vehicles report about 80% more problems on average than owners of internal combustion engine vehicles, it lumped EVs and PHEVs together. Without breaking out the PHEV number, it’s hardly a definitive answer, and it’s further complicated by there being far fewer EV and PHEV models on the market than ICE vehicles, which means a few bad apples can seriously skew the data.

When it comes to assessing reliability, it’s also crucial to consider how the data is sourced. Consumer Reports surveyed owners of about 380,000 vehicles from its own subscriber base, which means most of its data was self-reported. That’s a problem, because it means it’s highly anecdotal. As with online reviews, disgruntled owners tend to be more inclined to respond to surveys than satisfied ones. JD Power’s 2026 reliability report has similar problems, in that it also relies heavily on self-reported information, but it recruits respondents using vehicle registration and ownership information, rather than an existing subscriber base. Additionally, JD Power began collecting repair data from dealerships in April 2026, which will add credibility to subsequent reports.

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Some PHEVs are less reliable than others

However, regardless of these methodology caveats, both Consumer Reports and JD Power found a significant difference between the reliability (or perceived reliability) of PHEVs and other vehicles. But further digging suggests how well a PHEV performs varies enormously between makes and models, and can also vary substantially by powertrain within the same model family.

For instance, the Mazda CX-90 is available as both a gas-powered inline-six and as a PHEV. We said of the PHEV variant that the mixture of power sources can leave, “the two halves of the drivetrain occasionally feeling like they’re fighting rather than collaborating.” Meanwhile, we scored the ICE variant 9/10 and said, “it’s Mazda’s overall package that leaves its sizable SUV feeling genuinely special.” But don’t just take our word for it, Edmunds was similarly impressed by the gas-powered model, but underwhelmed by its PHEV sibling.

Conversely, Toyota’s Rav4 Prime PHEV consistently bests its ICE stablemate in reviews, with the 2021 model year iteration managing 87/100 on JD Power’s quality and reliability score (and an overall score of 82/100), outperforming other compact SUVs like the Jeep Cherokee and Honda CR-V in the process. Moreover, the SlashGear team has consistently found Toyota’s PHEVs highly reliable, and the RAV4 Prime even made our list of nine of the most reliable SUV models made by Toyota. PHEVs as a category may be less reliable than other powertrain options, but within their ranks, which one you choose makes a huge difference.

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Nvidia is about to report its fastest growth in seven quarters

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Nvidia is expected to report quarterly revenue of $92.18bn, close to double the same period last year and its fastest growth in seven quarters, with analysts forecasting a further rise to $104.20bn in the current quarter.

The numbers are not really the issue anymore, because the scrutiny has moved to how much of that demand the company is underwriting itself after arranging $500bn of financing for customers this month.

The commercial question for the quarter is the transition to Rubin. Shipments of the next-generation processors begin this autumn, and how quickly customers move off Blackwell determines whether the guidance holds.

Morgan Stanley expects Rubin to contribute nearly $9bn in the current quarter, on the argument that it unlocks a large improvement in what the bank calls AI factory economics. Nvidia has already said Vera Rubin is in full production with OpenAI deploying at scale.

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The financing arrangements are where the analyst questions have concentrated. Alongside the $500bn package, Nvidia guaranteed up to $105bn for OpenAI’s Ohio data centre, which places the chipmaker somewhere between supplier and lender to its own customers.

“This makes them a kind of central banking figure in the AI space,” said Brian Mulberry of Zacks Investment Management. “The real risk is total AI exposure with no diversification.”

Credit markets have already registered the point. Nvidia’s roughly $750bn of announced AI commitments pushed its own credit default swaps to record levels, which is the bond market saying it would like to see the demand stand on its own.

The structural worry is not that customers cannot pay. It is that a supplier financing purchases of its own product records revenue that looks independent of it, and nobody outside the company can easily separate the two from the income statement.

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Customer concentration compounds it. A handful of hyperscalers and model labs account for a very large share of Nvidia’s revenue, and several of them appear on both sides of the ledger as buyers and as recipients of its investment or financing.

Competition is the other pressure, and it is no longer theoretical. Amazon, Google, and Meta all have custom silicon programmes; AMD and Intel are pushing on inference, and inference is the workload that grows fastest once models are deployed rather than trained.

Inference also has different economics to training. It rewards cost per token rather than raw throughput, which is the ground on which custom silicon competes best and where Nvidia’s architectural advantage is least decisive.

Market sentiment has been unusually mixed for a company posting these figures. Nvidia shares are up 11.8% for the year but have lagged the major indices recently, and it briefly lost its position as the world’s most valuable company to Apple.

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Cost pressure is now visible in Nvidia’s own pricing too. The company has told customers that AI server prices are rising by more than 15% because of memory shortages, which passes the DRAM crunch straight to the buyers it is simultaneously helping to finance.

The bull case has not gone anywhere in the meantime. Demand for inference capacity keeps outrunning supply; the buildout has years of announced projects behind it, and no competitor has yet matched the software stack that keeps customers on Nvidia hardware once they are there.

The guidance will carry more weight than the reported quarter. A beat on revenue with a soft outlook would confirm what the credit market has been signalling, and a strong outlook invites the follow-up question of how much of it is committed capacity the company arranged the money for.

Neither answer settles the underlying argument. Nvidia can keep growing at this rate for as long as the buildout continues, and the buildout continues for as long as capital keeps arriving, which is a circular sentence describing a circular arrangement.

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