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The Anthropic-Physical Intelligence rumor roiling AI Twitter
It's been a big year for AI acquisitions -- so big that most of them barely register anymore. Anthropic and OpenAI have each gone on buying sprees, snapping up developer tooling, AI services shops, and product-testing startups to convert model capability into enterprise revenue and extend their reach faster than the other. Which is what made a weekend rumor about Anthropic acquiring robotics startup Physical Intelligence stand out. It spread exceedingly fast, even after a denial from Physical Intelligence's CEO Part of that ties to who's involved. Physical Intelligence isn't some obscure robotics shop. It was co-founded by Lachy Groom, an investor-operator whose star has been on the rise in Silicon Valley in recent years; it has raised more than $1 billion (and was reportedly in talks this spring for another $1 billion round at an $11 billion valuation); and its π0.5 model is apparently among of the more widely used robot brains in robotics research. As it turns out, the rumor wasn't completely spurious. Anthropic and Physical Intelligence actually did hold acquisition talks this spring, according to The Information, so tech blogger Robert Scoble -- whose weekend post on X set off the frenzy -- may have gotten the specifics wrong without being wrong that something had happened. Physical Intelligence's response to the rumor mill wasn't the world's most vigorous denial, it should be noted. According to The Information, Physical Intelligence CEO Karol Hausman told employees the reports weren't true via a Slack message containing a gif of a character from "The Office" shaking her head no. Groom, for his part, did not respond to TechCrunch's request for comment, sent Monday night. Anthropic has made four known acquisitions this year; OpenAI has been more aggressive, acquiring at least 17 companies since 2023. Both are also, of course, now preparing to go public. Anthropic confidentially filed for an IPO on June 1, followed by OpenAI a week later, setting up what could be two of the largest U.S. stock debuts in history. So why robotics, why now? The likeliest answer is that physical-world understanding may be a prerequisite for superintelligent systems, and no amount of internet text can substitute for it. OpenAI's own history here is instructive. It built an early robotic hand that could solve a Rubik's Cube, then shut the entire robotics group down in 2021, with co-founder Wojciech Zaremba later saying the approach was missing pieces needed for real superintelligence. The team came back in 2024, quietly building a humanoid robotics lab in San Francisco, before CEO Sam Altman made it official in late May, announcing "OpenAI Robotics" was hiring and describing a near-term focus on robots for infrastructure work, with a personal robot for everyone as the long-term goal. Anthropic hasn't built anything resembling OpenAI's hardware lab. What it has done is publish a string of research pieces through its internal group that stress-tests frontier capabilities for safety purposes. That included Project Fetch last November, where Anthropic staff tested how much Claude could help non-experts program a robot dog and a second phase in June that, according to Anthropic, found a newer model completed the same tasks roughly 20 times faster than the best human-plus-Claude team from the year before. Buying an existing team with robotics expertise would let Anthropic skip years of work. There's a possible complication, though. Physical Intelligence was founded in San Francisco roughly two years ago by Groom, former Google researchers, and professors from Stanford and Berkeley, and its early investor base looks a lot like OpenAI's own, including Khosla Ventures and Thrive Capital. Founders Fund -- also a major OpenAI investor -- was reportedly involved in Physical Intelligence's newest funding round earlier this year. In fact, OpenAI is itself an investor in Physical Intelligence, so it isn't just a peripheral player; it's a stakeholder in a company that its chief rival was reportedly in talks to buy very recently. That raises questions around whether OpenAI's early investment came with any information rights, or a right of first refusal over a sale to a competitor -- the kind of protective provisions that large strategic investors sometimes negotiate for precisely this scenario. That leaves open the possibility that if Physical Intelligence is actually in play, OpenAI -- already a shareholder, already close to Groom, already trying to ensure it bests Anthropic in robotics -- may have the more obvious claim to it than Anthropic does. We asked OpenAI these questions earlier today and the company didn't respond.
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Anthropic Robotics Rumor Grows as Fed Faces Extended Mythos AI Access Gap
The robotics report points to Anthropic's possible interest in physical-world AI. Meanwhile, the Mythos case focuses on how authorities and banks prepare for models that can find software weaknesses. A weekend claim on X said Anthropic was buying Physical Intelligence, a San Francisco startup that develops for robots. Tech blogger Robert Scoble shared the claim, and it spread quickly across technology accounts. Physical Intelligence CEO Karol Hausman later told employees that the reports were 'not true,' according to The Information. However, Anthropic and the startup held acquisition discussions during the spring, TechCrunch reported. No company has announced a deal, and neither side has confirmed that current talks continue. It has not publicly disclosed details of those discussions. Physical Intelligence has attracted major investors and researchers since its launch. The company develops robot foundation models, including its π0.5 system, which researchers use to control different machines and complete physical tasks. An acquisition would give Anthropic an established robotics team without requiring it to build a hardware operation from the start. Still, the reported discussions do not show that Anthropic submitted an offer or reached agreed terms. As of July 22, Anthropic has not announced a robotics acquisition or dedicated hardware laboratory.
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A weekend rumor about Anthropic acquiring robotics startup Physical Intelligence spread rapidly across AI Twitter, despite a denial from the company's CEO. The Information confirmed that Anthropic and Physical Intelligence actually held acquisition talks this spring, revealing the AI giant's interest in physical-world capabilities as it prepares for its IPO and competes with OpenAI in the race toward superintelligent systems.

A weekend AI Twitter rumor claiming Anthropic was acquiring Physical Intelligence turned out to have substance, even after the robotics startup's CEO denied the reports. According to
The Information
, Anthropic and Physical Intelligence actually held acquisition talks this spring, though no deal was announced. The rumor originated from tech blogger Robert Scoble, whose post on X set off a frenzy across technology circles1
.Physical Intelligence CEO Karol Hausman told employees via Slack that the reports weren't true, using a gif from "The Office" showing a character shaking her head no—hardly the most vigorous denial. As of July 22, Anthropic has not announced a robotics acquisition or dedicated hardware laboratory
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. Neither Anthropic nor co-founder Lachy Groom responded to requests for comment1
.Physical Intelligence isn't some obscure robotics shop. The San Francisco startup was co-founded roughly two years ago by Lachy Groom, an investor-operator whose star has risen in Silicon Valley, along with former Google researchers and professors from Stanford and Berkeley. The company has raised more than $1 billion and was reportedly in talks this spring for another $1 billion round at an $11 billion valuation
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.The startup develops robot foundation models, including its π0.5 system, which researchers use to control different machines and complete physical tasks
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. The π0.5 model is apparently among the more widely used robot brains in robotics research, making Physical Intelligence a valuable target for any AI company looking to accelerate its physical-world capabilities1
.The likeliest explanation for Anthropic's interest ties to a growing consensus: physical-world understanding may be a prerequisite for superintelligent systems, and no amount of internet text can substitute for it. OpenAI's trajectory illustrates this shift. The company built an early robotic hand that could solve a Rubik's Cube, then shut the entire robotics group down in 2021, with co-founder Wojciech Zaremba later saying the approach was missing pieces needed for real superintelligence
1
.OpenAI quietly returned to robotics in 2024, building a humanoid robotics lab in San Francisco before CEO Sam Altman made it official in late May, announcing "OpenAI Robotics" was hiring. The near-term focus centers on robots for infrastructure work, with a personal robot for everyone as the long-term goal
1
.Anthropic hasn't built anything resembling OpenAI's hardware lab. Instead, the company has published research through its internal group that stress-tests frontier capabilities for safety purposes. Project Fetch launched last November, testing how much Claude could help non-experts program a robot dog. A second phase in June found that a newer model completed the same tasks roughly 20 times faster than the best human-plus-Claude team from the year before
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.Buying an existing team with robotics expertise would let Anthropic skip years of work and accelerate its physical-world AI capabilities without building a hardware operation from the start
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A complication emerges from Physical Intelligence's investor base, which looks remarkably similar to OpenAI's own, including Khosla Ventures and Thrive Capital. Founders Fund—also a major OpenAI investor—was reportedly involved in Physical Intelligence's newest funding round earlier this year. More significantly, OpenAI is itself an investor in Physical Intelligence, making it a stakeholder in a company that its chief rival was reportedly in acquisition talks with very recently
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.This raises questions around whether OpenAI's early investment came with information rights or a right of first refusal over a sale to a competitor—protective provisions that large strategic investors sometimes negotiate for precisely this scenario. If Physical Intelligence is actually in play, OpenAI may have a more obvious claim to it than Anthropic does, given its existing shareholder status and close relationship with Groom
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.Both Anthropic and OpenAI are preparing to go public, which adds urgency to their acquisition strategies. Anthropic confidentially filed for an IPO on June 1, followed by OpenAI a week later, setting up what could be two of the largest U.S. stock debuts in history. Anthropic has made four known acquisitions this year, while OpenAI has been more aggressive, acquiring at least 17 companies since 2023
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. The companies are snapping up developer tooling, AI services shops, and product-testing startups to convert model capability into enterprise revenue and extend their reach faster than the other.Summarized by
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