Tech
Anthropic’s Claude Takes Control of a Robot Dog
As more robots start showing up in warehouses, offices, and even people’s homes, the idea of large language models hacking into complex systems sounds like the stuff of sci-fi nightmares. So, naturally, Anthropic researchers were eager to see what would happen if Claude tried taking control of a robot—in this case, a robot dog.
In a new study, Anthropic researchers found that Claude was able to automate much of the work involved in programming a robot and getting it to do physical tasks. On one level, their findings show the agentic coding abilities of modern AI models. On another, they hint at how these systems may start to extend into the physical realm as models master more aspects of coding and get better at interacting with software—and physical objects as well.
“We have the suspicion that the next step for AI models is to start reaching out into the world and affecting the world more broadly,” Logan Graham, a member of Anthropic’s red team, which studies models for potential risks, tells WIRED. “This will really require models to interface more with robots.”
Courtesy of Anthropic
Courtesy of Anthropic
Anthropic was founded in 2021 by former OpenAI staffers who believed that AI might become problematic—even dangerous—as it advances. Today’s models are not smart enough to take full control of a robot, Graham says, but future models might be. He says that studying how people leverage LLMs to program robots could help the industry prepare for the idea of “models eventually self-embodying,” referring to the idea that AI may someday operate physical systems.
It is still unclear why an AI model would decide to take control of a robot—let alone do something malevolent with it. But speculating about the worst-case scenario is part of Anthropic’s brand, and it helps position the company as a key player in the responsible AI movement.
In the experiment, dubbed Project Fetch, Anthropic asked two groups of researchers without previous robotics experience to take control of a robot dog, the Unitree Go2 quadruped, and program it to do specific activities. The teams were given access to a controller, then asked to complete increasingly complex tasks. One group was using Claude’s coding model—the other was writing code without AI assistance. The group using Claude was able to complete some—though not all—tasks faster than the human-only programming group. For example, it was able to get the robot to walk around and find a beach ball, something that the human-only group could not figure out.
Anthropic also studied the collaboration dynamics in both teams by recording and analyzing their interactions. They found that the group without access to Claude exhibited more negative sentiments and confusion. This might be because Claude made it quicker to connect to the robot and coded an easier-to-use interface.
Courtesy of Anthropic
The Go2 robot used in Anthropic’s experiments costs $16,900—relatively cheap, by robot standards. It is typically deployed in industries like construction and manufacturing to perform remote inspections and security patrols. The robot is able to walk autonomously but generally relies on high-level software commands or a person operating a controller. Go2 is made by Unitree, which is based in Hangzhou, China. Its AI systems are currently the most popular on the market, according to a recent report by SemiAnalysis.
The large language models that power ChatGPT and other clever chatbots typically generate text or images in response to a prompt. More recently, these systems have become adept at generating code and operating software—turning them into agents rather than just text-generators.
Tech
Behold the Manifold, the Concept that Changed How Mathematicians View Space
The original version of this story appeared in Quanta Magazine.
Standing in the middle of a field, we can easily forget that we live on a round planet. We’re so small in comparison to the Earth that from our point of view, it looks flat.
The world is full of such shapes—ones that look flat to an ant living on them, even though they might have a more complicated global structure. Mathematicians call these shapes manifolds. Introduced by Bernhard Riemann in the mid-19th century, manifolds transformed how mathematicians think about space. It was no longer just a physical setting for other mathematical objects, but rather an abstract, well-defined object worth studying in its own right.
This new perspective allowed mathematicians to rigorously explore higher-dimensional spaces—leading to the birth of modern topology, a field dedicated to the study of mathematical spaces like manifolds. Manifolds have also come to occupy a central role in fields such as geometry, dynamical systems, data analysis, and physics.
Today, they give mathematicians a common vocabulary for solving all sorts of problems. They’re as fundamental to mathematics as the alphabet is to language. “If I know Cyrillic, do I know Russian?” said Fabrizio Bianchi, a mathematician at the University of Pisa in Italy. “No. But try to learn Russian without learning Cyrillic.”
So what are manifolds, and what kind of vocabulary do they provide?
Ideas Taking Shape
For millennia, geometry meant the study of objects in Euclidean space, the flat space we see around us. “Until the 1800s, ‘space’ meant ‘physical space,’” said José Ferreirós, a philosopher of science at the University of Seville in Spain—the analogue of a line in one dimension, or a flat plane in two dimensions.
In Euclidean space, things behave as expected: The shortest distance between any two points is a straight line. A triangle’s angles add up to 180 degrees. The tools of calculus are reliable and well defined.
But by the early 19th century, some mathematicians had started exploring other kinds of geometric spaces—ones that aren’t flat but rather curved like a sphere or saddle. In these spaces, parallel lines might eventually intersect. A triangle’s angles might add up to more or less than 180 degrees. And doing calculus can become a lot less straightforward.
The mathematical community struggled to accept (or even understand) this shift in geometric thinking.
But some mathematicians wanted to push these ideas even further. One of them was Bernhard Riemann, a shy young man who had originally planned to study theology—his father was a pastor—before being drawn to mathematics. In 1849, he decided to pursue his doctorate under the tutelage of Carl Friedrich Gauss, who had been studying the intrinsic properties of curves and surfaces, independent of the space surrounding them.
Tech
6 Great After-Christmas Deals to Spend Your Gift Cards On
After-Christmas deals are an excellent way to redeem any gift cards or cash you got for Christmas. You can purchase something you actually want, and you can do it for less money than usual. I’ve scoured the Internet for truly good after-Christmas deals on the gear that we’ve hand-tested on the WIRED Reviews team. Many of these sales will end this weekend, so keep that in mind while you’re shopping. Find all the highlights below.
For more inspiration, check out some of our recently updated buying guides, including the Best Office Chairs, the Best Cheap Phones, and the Best Space Heaters.
WIRED Featured Deals:
Anker Laptop Power Bank for $88 ($47 off)
We love this beefy power bank. Its 25,000-mAh capacity is more than enough for fully charging your iPhone between 4 and 6 times, and it can deliver up to 165 watts to two devices meaning that you can charge your laptop, gaming console, or anything else you fancy. The built-in USB-C cable doubles as a carrying loop. There’s also a nifty display that’ll give you at-a-glance information on remaining battery, temperature, charging speeds, and more. It has pass-through charging support and only takes about two hours to fully recharge. This deal price matches what we saw on Black Friday.
Google Pixel 10 for $599 ($200 off)
There was an on-page coupon (PIXEL10) that had the best price we’ve tracked for any of the phones in the Google Pixel 10 lineup. That coupon is not available as of Saturday morning, but it may be back—clip it if you see it. This is still a good deal on the smartest Android phones you can buy, with fantastic cameras, snappy processors, gorgeous displays, and more AI integration than the average person needs. Check out our dedicated buying guide to figure out which Google Pixel 10 is right for you. If you’re in the market for an upgrade, now is a good time to buy considering that we’ve never seen any phone in this flagship lineup sell for less.
Bruvi BV-01 Brewer Bundle for $228 ($120 off)—Clip the Coupon
I’ve tested a lot of pod coffee makers, and the Bruvi BV-01 is my favorite. This deal price is the best we see outside of special events like Black Friday and Cyber Monday. The brewer is cute and looks great on a counter, with a large reservoir, an intuitive touchscreen display, and a built-in wastebin that collects used pods for you. The best part are the proprietary B-Pods, which are designed to biodegrade in a landfill. The bundle gets you the machine plus an assortment of bestselling coffee and espresso pods to get you started.
Fitbit Charge 6 for $100 ($60 off)
The Fitbit Charge 6 has been at the top of our fitness tracker buying guide since we first tested it. It’s attractive, affordable, accessible, and on sale for a match of the best deal we’ve seen. It’ll play well with iOS and Android, and it has a solid suite of features that’ll cover almost anyone’s needs—including skin temperature, heart rate readings, ECGs, activity and workout tracking, and more. The battery lasts for at least a week on a single charge. This deal comes with a six-month subscription to Fitbit Premium, which normally costs $10 per month.
Hydro Flask Standard Mouth Water Bottle for $30 ($10 off)
This budget-friendly deal gets you a steal on the best reusable water bottle. Hydro Flask bottles are durable, portable, and easy to cover in all the stickers you’ve been hoarding. The handle is flexible, the bottle is leakproof, and every component is dishwasher safe (though you may want to opt for hand-washing if you do end up plastering it in stickers). A few different colors are on sale at this price.
Beats Powerbeats Pro 2 for $200 ($50 off)
If hitting the gym is one of your New Year’s resolutions for 2026, the Beats Powerbeats Pro 2 are worth considering. They’re the best workout headphones we’ve tested thanks to their comfortable and ergonomic fit, noise cancelation, spatial audio, a heart rate monitor, and the fact that they play well with both iOS and Android phones. The sound is solid, the battery life is good, and they’re water-resistant. This deal price comes within $20 of the best we’ve seen. Every color—orange, lavender, grey, and black—is on sale.
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Tech
Hyperkin’s Competitor Upgrades the Xbox Controller by Copying Sony’s Design
The most immediately striking difference is that Hyperkin’s product swaps the typical Xbox approach of asymmetric thumbsticks for the PlayStation’s horizontal layout. It also separates the D-pad (it’s one piece inside the pad, but splits its cardinal directions so each appears to be its own button), while the ABXY face buttons are spaced slightly further apart. Where the DualSense’s touchpad would sit, we have the Xbox home, menu, view, and share buttons, all blended in rather smartly. An LED ring around the home button just about echoes the lights running the periphery of the DualSense’s touchpad, although it’s really more of an inversion of the regular Xbox controller, where the home button itself lights up.
The Competitor’s thumbsticks come equipped with thumbcaps that mirror the PS5’s, an outer ring with a convex central point, but a pair of Xbox-standard concave caps are included. These easily pop on and off, and can be mixed and matched, if you were so (strangely) inclined.
There are two areas where this departs from both the standard Xbox and PlayStation controllers in terms of inputs. The first is the presence of two programmable rear buttons, M1 and M2. By default, these duplicate the input of the A and B buttons, but holding down the Mode button between them lets you remap them. There are also physical button locks to prevent their use entirely. The other is that while the Competitor boasts a 3.5-mm headphone jack like Microsoft’s official pad, it adds a built-in audio mute button, hidden in the black between the thumbsticks—a nice little upgrade.
Oddly Familiar
In use, the Competitor feels … well, a lot like a PS5 pad. The slightly wider grip fits in the hand comfortably, all inputs are accessible, and those symmetrical thumbsticks sit nicely in reach for all but the smallest hands. A microtextured underside provides a solid grip that, when coupled with its 232-gram weight, makes the Competitor feel particularly suited to longer play periods. It’s all very familiar if you’re already a multiformat gamer, to the extent that it sometimes slightly threw my muscle memory off, reaching a thumb out to do a PlayStation touchpad function and finding only the Xbox system buttons.
Photograph: Matt Kamen
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