While there is a lot of work to do, Tedrake says all of the evidence so far suggests that the approaches used to LLMs also work for robots. “I think it’s changing everything,” he says.
Gauging progress in robotics has become more challenging of late, of course, with videoclips showing commercial humanoids performing complex chores, like loading refrigerators or taking out the trash with seeming ease. YouTube clips can be deceptive, though, and humanoid robots tend to be either teleoperated, carefully programmed in advance, or trained to do a single task in very controlled conditions.
The new Atlas work is a big sign that robots are starting to experience the kind of equivalent advances in robotics that eventually led to the general language models that gave us ChatGPT in the field of generative AI. Eventually, such progress could give us robots that are able to operate in a wide range of messy environments with ease and are able to rapidly learn new skills—from welding pipes to making espressos—without extensive retraining.
“It’s definitely a step forward,” says Ken Goldberg, a roboticist at UC Berkeley who receives some funding from TRI but was not involved with the Atlas work. “The coordination of legs and arms is a big deal.”
Goldberg says, however, that the idea of emergent robot behavior should be treated carefully. Just as the surprising abilities of large language models can sometimes be traced to examples included in their training data, he says that robots may demonstrate skills that seem more novel than they really are. He adds that it is helpful to know details about how often a robot succeeds and in what ways it fails during experiments. TRI has previously been transparent with the work it’s done on LBMs and may well release more data on the new model.
Whether simple scaling up the data used to train robot models will unlock ever-more emergent behavior remains an open question. At a debate held in May at the International Conference on Robotics and Automation in Atlanta, Goldberg and others cautioned that engineering methods will also play an important role going forward.
Tedrake, for one, is convinced that robotics is nearing an inflection point—one that will enable more real-world use of humanoids and other robots. “I think we need to put these robots out of the world and start doing real work,” he says.
What do you think of Atlas’ new skills? And do you think that we are headed for a ChatGPT-style breakthrough in robotics? Let me know your thoughts on ailab@wired.com.
This is an edition of Will Knight’s AI Lab newsletter. Read previous newsletters here.
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![New Google commercial imagines a Declaration of Independence written with help from AI | TechCrunch
Two hundred and fifty years after the signing of the Declaration of Independence, a new commercial from Google asks: What if the Founding Fathers had access to Google Workspace?
With the tagline “Group project, but make it 1776,” the ad depicts a largely unseen Thomas Jefferson mid-draft when he gets a nagging text from Ben Franklin, leading to a very Google-centric collaboration process. Edits are suggested in Google Docs, a meeting gets scheduled in Google Calendar and conducted remotely via Google Meet (with every single attendee apparently turning their camera off?), then the whole thing is finalized with e-signatures; cue the fireworks.
Of course, since this is an ad from a tech company in the year 2026, AI has a role to play. The fictionalized founders use Google’s “help me visualize” AI tool to try out different animals on the national seal, Gemini takes notes on the meeting, and the founders also ask the chatbot for advice before declining King George III’s document access request.
The whole thing is very tongue-in-cheek (at one point, Sam Adams asks, “Can we settle this over beers?”), and the AI evangelism is relatively discreet when compared to many other recent ads. And unlike that infamous Google commercial in which a father uses Gemini to write a fan letter for his daughter, this one shies away from any suggestion that the actual text of the Declaration of Independence would be improved with AI. Perhaps the most AI-forward element of the ad is the footage itself, which to my eye has the uncanny glow of AI-generated video.
While viewer comments on YouTube and Instagram appear to be mostly positive, you may not be surprised to learn that the response on Bluesky has been far more critical. Posters declared the commercial “cringey” and “stunningly tone deaf,” and the AI angle was the biggest target — even as many users, including historian Angus Johnston, noted that it’s “amazing how little of this is actually AI.”
“Even in a corny fantasy joke, it’s impossible to make the case that AI is a useful tool for political organizing, writing, or human collaboration,” Johnston said.
[embed]https://www.youtube.com/watch?v=Q3RjZY-rSsc[/embed]
When you purchase through links in our articles, we may earn a small commission. This doesn’t affect our editorial independence.#Google #commercial #imagines #Declaration #Independence #written #TechCrunchgemini,Google](https://i2.wp.com/techcrunch.com/wp-content/uploads/2026/07/google-declaration-of-independence.jpg?w=1200&ssl=1 "New Google commercial imagines a Declaration of Independence written with help from AI | TechCrunch
Two hundred and fifty years after the signing of the Declaration of Independence, a new commercial from Google asks: What if the Founding Fathers had access to Google Workspace?
With the tagline “Group project, but make it 1776,” the ad depicts a largely unseen Thomas Jefferson mid-draft when he gets a nagging text from Ben Franklin, leading to a very Google-centric collaboration process. Edits are suggested in Google Docs, a meeting gets scheduled in Google Calendar and conducted remotely via Google Meet (with every single attendee apparently turning their camera off?), then the whole thing is finalized with e-signatures; cue the fireworks.
Of course, since this is an ad from a tech company in the year 2026, AI has a role to play. The fictionalized founders use Google’s “help me visualize” AI tool to try out different animals on the national seal, Gemini takes notes on the meeting, and the founders also ask the chatbot for advice before declining King George III’s document access request.
The whole thing is very tongue-in-cheek (at one point, Sam Adams asks, “Can we settle this over beers?”), and the AI evangelism is relatively discreet when compared to many other recent ads. And unlike that infamous Google commercial in which a father uses Gemini to write a fan letter for his daughter, this one shies away from any suggestion that the actual text of the Declaration of Independence would be improved with AI. Perhaps the most AI-forward element of the ad is the footage itself, which to my eye has the uncanny glow of AI-generated video.
While viewer comments on YouTube and Instagram appear to be mostly positive, you may not be surprised to learn that the response on Bluesky has been far more critical. Posters declared the commercial “cringey” and “stunningly tone deaf,” and the AI angle was the biggest target — even as many users, including historian Angus Johnston, noted that it’s “amazing how little of this is actually AI.”
“Even in a corny fantasy joke, it’s impossible to make the case that AI is a useful tool for political organizing, writing, or human collaboration,” Johnston said.
[embed]https://www.youtube.com/watch?v=Q3RjZY-rSsc[/embed]
When you purchase through links in our articles, we may earn a small commission. This doesn’t affect our editorial independence.#Google #commercial #imagines #Declaration #Independence #written #TechCrunchgemini,Google")
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