• Bill Gates says AI will bring about an age of abundance in 20 years, but it'll be a rocky road.
• He predicted robots will displace human workers and "build houses, grow food, do surgery."
• Some jobs might be reserved for people, and work limits could preserve employment, Gates said.

Bill Gates says AI will create "true abundance," but the next two decades before it arrives will be "as tumultuous a period as there's been in human history."

"My big concern is this 20-year transition period, where they'll have winners and losers and a lot of disruption," the Microsoft cofounder and billionaire philanthropist said on the latest episode of the "Decoder" podcast.

Gates echoed widespread concerns about white-collar jobs, saying that telesales, telesupport, and accounting will disappear as AI will be able to do those "radically cheaper, radically faster, and even more accurately." As for blue-collar jobs, humanoid robots will take over those, he said.

"If we don't choose to massively slow down or stop, then we will have robots that can build houses, grow food, do surgery," Gates said. "And none of the things that human labor provides to the economy will be necessary for most goods and services."

He also underscored how jarring it will be for someone like him, whose vast resources have allowed him to lead the charge toward eliminating malaria and tackling other humanitarian crises.

"And when the AI says to me, 'No, I'm better than you, you go play pickleball and I'll get back to you, I'm gonna take care of this' — I mean, it's kind of humorous, but it's not humorous," he said.

Gates shared his long-held view that work is vital to giving people a sense of purpose, a way to earn an income, a reason to show up every day, an avenue to build relationships with colleagues, and a path to build things and solve problems.

He suggested that certain activities such as art, sports, cooking, and childcare could one day be reserved for humans, "even though the AI could do those things better."

Gates also highlighted that measures such as early retirement and caps on working hours could help maintain some level of human employment.

He envisioned some people saying, "Let's be like the Amish and let's only use AI for certain things," so they won't have to give up "helping each other or coming up with unique ideas."

Amazon founder Jeff Bezos and JPMorgan CEO Jamie Dimon have both proposed a shorter workweek as a less painful alternative to AI-driven unemployment.

Gates is one of several tech leaders to warn of job disruption on the road to an age of abundance.

Elon Musk has predicted a "bumpy" transition and proposed government checks for all as the best solution to AI-driven job losses. He's said that technology will drive production costs so low that everyone can have "whatever stuff they want," work will become "optional," and it's not worth saving for retirement in 10 or 20 years as money won't matter.

Similarly, Anthropic's Dario Amodei has said that AI promises to "raise the quality of life for everyone," but the "short-term shock will be unprecedented in size."

However, OpenAI's Sam Altman said in May that AI hasn't eliminated as many white-collar jobs as he expected, and he no longer anticipates a "jobs apocalypse."

Despite widespread worry about AI taking corporate jobs, and high-profile layoffs at major companies such as Amazon and Meta, national unemployment hasn't increased materially during the AI boom.

Ukrainian company Nodrics has developed MAT1LDA, an eight-wheeled amphibious ground robot that can carry supplies across water, swamps, and rough terrain, robot-maker Tencore said, Ukrainian military outlet Militarnyi reported on 17 October. The machine joins Tencore’s new family of ground robots, which the company has also shown in the US.

Ukraine’s ground robots now haul supplies and evacuate wounded soldiers through zones where drones make every move deadly, and the Defense Ministry has launched its first competitive tender for them.

500 kg on land, 400 kg afloat

A petrol engine drives MAT1LDA’s eight wheels, and side pontoons keep it afloat, so it can cross water, marshland, and rough ground without preparation, Militarnyi said. Its makers claim it carries up to 500 kg on land and 400 kg on water, with a range of up to 160 km on land and 50 km on water.

Its open frame lets crews swap equipment quickly to suit the task, fitting cargo containers or evacuation stretchers.

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Four robots, one system

MAT1LDA is part of the Tencore Ecosystem, which brings together four classes of ground robots for military and civilian work, Militarnyi reported earlier. Besides the amphibious eight-wheeler, it includes the tracked TerMIT, the wheeled TOR 4×4, and the TRAX Utility firefighting and rescue robot. The company says it has delivered more than 4,000 robots to Ukraine’s armed forces since the full-scale invasion, used across more than 50 brigades.

Tencore calls it Ukraine’s first integrated ecosystem of its kind. Putting the platforms into one system is meant to make them easier to use, maintain, and fit with extra equipment. One of the first shared add-ons is AI KIT, a hardware and software module that lets a robot keep to its route or drive back on its own after losing contact with its operator.

On show in Washington

Tencore displayed MAT1LDA carrying a TerMIT robot at the Association of the US Army’s annual trade show in Washington this month, Breaking Defense reported.

Other Ukrainian makers have built swimming ground robots too: one switches from land to water in seconds, and another can tow 10 tons, its maker says. In April, Tencore formed a joint venture with France’s Shark Robotics.

Ukraine’s six-wheeled Frodo ground robot fired on targets during a demonstration in Kharkiv Oblast for the Pomsta (Revenge) Border Guard Brigade, a border guard detachment posted on Facebook. Frodo made its public debut only on 30 September.

Ukraine had contracted more than 22,000 ground robots for 2026 by July, mostly logistics carriers, with combat models the smallest group, the Defense Ministry said. Frodo’s first reported mission was an evacuation. The demo shows its armed version to a fighting brigade, the kind of robot Ukraine has ordered least.

What the armed version carries

The platform completed its tasks at a training ground in near-combat conditions, said the 3rd Border Guard Detachment named after Hero of Ukraine Colonel Yevhenii Pikus. The Buria turret mounted on Frodo can fire either a Mk 19 automatic grenade launcher or a Browning M2 heavy machine gun. It engaged targets at up to 1.3 km (0.8 mile), the detachment said.

The 47-kg (104-lb) module has a ballistic calculator, stores up to 256 targets, aims in three seconds, and has a stated autonomous run time of up to 48 hours, the post said. Frodo is rated for up to 150 km (93 miles) on paved roads and 75–80 km (47–50 miles) over rough terrain, the post added. A Frontline Robotics Zoom reconnaissance drone flew reconnaissance during the test.

The developer, Frontline Robotics, describes its core philosophy as arriving fast, doing the job, and leaving very fast—hit and run, the detachment’s post said. Familiarizing the brigade’s soldiers with such systems aims first and foremost to preserve personnel’s lives and health, the detachment said.

A robot first reported as a medevac

Frontline Robotics told Militarnyi at the unveiling that Frodo had passed Defense Ministry codification and was built for logistics, evacuation, and strike missions. The robot reaches 40 km/h (25 mph) and carries up to 200 kg (441 lb) of payload, or 400 kg (882 lb) at most, the company said. A single soldier can swap its batteries.

The 92nd Assault Brigade used an early test unit to evacuate a wounded soldier, Frontline Robotics told Militarnyi. An operator, callsign Tango, named the robot’s speed and its ability to handle complex maneuvers as its main advantages, Militarnyi reported.

Yumi Nu is one of the world’s most sought-after models. An American citizen of Dutch and Japanese descent, and the niece of DJ Steve Aoki, she has appeared on the cover of Sports Illustrated and walked for L’Oréal and Victoria’s Secret. On September 22, at Vogue World in Milan, Nu shared the runway with a group of inexperienced intruders: four humanoid robots built by the Chinese company Unitree Robotics.

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In this story for MIT Technology Review, Sara Harrison explores the field of social robotics and the growing use of robot companions as therapy for autistic and other neurodivergent kids. These playful machines show promise: Research suggests that they can help children practice social skills and offer something overworked therapists and exhausted parents can’t—a patient companion, available 24/7. But Harrison also reports on their limitations and risks. Does this approach truly work? What about all the data gathered on the child? And what happens when a robot friend suddenly stops working and “dies”? A fascinating and unsettling look at tech that has moved into the most intimate corners of a family’s home.

While Moxie found herself in more and more people’s homes, Embodied still struggled to make money. In 2024, the company announced it would cease operations. Its robots—which depended on external servers that the company could no longer pay for—would descend into a deep slumber. 

Videos of bereft children who seemed to have become deeply attached to the blue bot began to circulate online. “I don’t want her to leave,” wailed one child in a TikTok video. Desperate parents posted on TikTok, Instagram, and Reddit looking for solutions. “My autistic child is devastated and I’m pissed,” wrote one parent. “Hope Embodied gives us a couple days to say goodbye,” wrote another.