It has been a aim for so long as humanoids have been a topic of standard creativeness—a general-purpose robotic that may do rote duties like fold laundry or type recycling just by being requested.
On September 25, Google DeepMind, Alphabet’s AI lab, made a buzz within the house by showcasing a humanoid robotic seemingly doing simply that.
The corporate printed a weblog put up and a collection of movies of Apptronik’s humanoid robotic Apollo folding garments, sorting gadgets into bins, and even placing gadgets into an individual’s bag—all via pure language instructions.
It was a part of a showcase of the corporate’s newest AI fashions—Gemini Robotics 1.5 and Gemini Robotics-ER 1.5. The aim of the announcement was as an example how massive language fashions can be utilized to help bodily robots to “understand, plan [and] assume” to finish “multi-step duties,” in line with the corporate.
It is essential to view DeepMind’s newest information with a little bit of skepticism, significantly round claims of robots being able to “assume,” says Ravinder Dahiya, a Northeastern professor {of electrical} and laptop engineering who co-authored a Nature Machine Intelligence report on how AI could possibly be built-in into robots.
Gemini Robotics 1.5 and Gemini Robotics-ER 1.5 are often known as vision-language motion fashions, that means they make the most of imaginative and prescient sensors and picture and language information for a lot of their evaluation of the skin world, explains Dahiya.
Gemini Robotics 1.5 works by “turning visible info and directions into motor command.” Whereas Gemini Robotics-ER 1.5 “makes a speciality of understanding bodily areas, planning, and making logistical selections inside its environment,” in line with Google DeepMind.

Whereas all of it might look like magic on the floor, it is all based mostly on a really outlined algorithm. The robotic will not be truly considering independently. It is all backed by heaps of high-quality coaching information and structured situation planning and algorithms, Dahiya says.
“It turns into straightforward to iterate visible and language fashions on this case as a result of there’s a good quantity of knowledge,” he says. “Imaginative and prescient in AI is nothing new. It has been round for a very long time.”
What’s novel is that the DeepMind group has been in a position to combine that know-how with massive language fashions, permitting customers to ask the robotic to do duties utilizing easy language, he says.
That is spectacular and “a step in the suitable path,” Dahiya says, however we’re nonetheless distant from having humanoid robots with the sensing or considering capabilities in parity with people, he notes.
For instance, Dahiya and different researchers are within the means of growing sensing applied sciences that permit robots to have a way of contact and tactile suggestions. Dahiya, particularly, is engaged on creating digital robotic skins.
Not like imaginative and prescient information, there is not almost as a lot coaching information for that kind of sensing, he highlights, which is essential in functions involving the manipulation of sentimental and exhausting objects.
However simply as one instance. We even have a protracted approach to go in giving robots the flexibility to register ache and odor, he provides.
“For unsure environments, it’s good to depend on all sensor modalities, not simply imaginative and prescient,” he says.
Extra info:
Aude Billard et al, A roadmap for AI in robotics, Nature Machine Intelligence (2025). DOI: 10.1038/s42256-025-01050-6
Northeastern College
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