Business
Inside the race to train AI robots how to act human in the real world
CHENNAI, India — Now that artificial intelligence has mastered almost everything we do online, it needs help learning how we physically move around in the real world.
A growing global army of trainers is helping it escape our computers and enter our living rooms, offices and factories by teaching it how we move.
In an industrial town in southern India, Naveen Kumar, 28, stands at his desk and starts his job for the day: folding hand towels hundreds of times, as precisely as possible.
He doesn’t work at a hotel; he works for a startup that creates physical data used to train AI.
A robot practices for the 100-meter race before the opening ceremony of the World Humanoid Robot Games in Beijing in August.
(Ng Han Guan / Associated Press)
He mounts a GoPro camera to his forehead and follows a regimented list of hand movements to capture exact point-of-view footage of how a human folds.
That day, he had to pick up each towel from a basket on the right side of his desk, using only his right hand, shake the towel straight using both hands, then fold it neatly three times. Then he had to put each folded towel in the left corner of the desk.
If it takes more than a minute or he misses any steps, he has to start over.
His firm, a data labeling company called Objectways, sent 200 towel-folding videos to its client in the United States. The company has more than 2,000 employees; about half of them label sensor data from autonomous cars and robotics, and the rest work on generative AI.
Most of them are engineers, and few are well-practiced in folding towels, so they take turns doing the physical labor.
“Sometimes we have to delete nearly 150 or 200 videos because of silly errors in how we’re folding or placing items,” said Kumar, an engineering graduate who has worked at Objectways for six years.
The carefully choreographed movements are to capture all the nuances of what humans do — arm reaching, fingers gripping, fabric sliding — to fold clothes.
The captured videos are then annotated by Kumar and his team. They draw boxes around the different parts of the video, tag the towels, and label whether the arm moved left or right, and classify each gesture.
Kumar and his colleagues in the town of Karur, which is about 300 miles south of Bengaluru, are an unlikely batch of tutors for the next generation of AI-powered robots.
“Companies are building foundation models fit for the physical world,” said Ulrik Stig Hansen, co-founder of Encord, a data management platform in San Francisco that contracts with Objectways to collect human demonstration data. “There’s this huge resurgence in robotics.”
Encord works with robotics companies such as Jeff Bezos-backed Physical Intelligence and Dyna Robotics.
Tesla, Boston Dynamics and Nvidia are among the leaders in the U.S. in the race to develop the next generation of robots. Tesla already uses its Optimus robots — which seem to be often remotely controlled — for different company events. Google has its own AI models for robotics. OpenAI is beefing up its robotics ambitions.
Nvidia projects the humanoid robot market could reach $38 billion over the next decade.
There are also many lesser-known companies trying to provide the hardware, software and data to make a mass-produced, multitasking humanoid robot a reality.
Robots are displayed at Nvidia’s booth during the China International Supply Chain Expo in Beijing in July.
(Mahesh Kumar A. / Associated Press)
Large language models that power chatbots such as ChatGPT have mastered using language, images, music, coding and other skills by hoovering up everything online. They use the entire internet to figure out how things are connected and mimic how we do things, such as answering questions and creating photo-realistic videos.
Data on how the physical world works — how much force is required to fold a napkin, for example — is harder to get and translate into something AI can use.
As robotics improves and combines with AI that knows how to move in the physical world, it could bring more robots into the workplace and the home. While many fear this could lead to job losses and unemployment, optimists think advanced robots would free up humans from tedious work, lower labor costs and eventually give people more time to relax or focus on more interesting and important work.
Many companies have entered the fray as shovel sellers in the AI gold rush, seeing an opportunity to gather data for what is being called physical AI.
One group of companies is teaching AI how to act in the real world by having humans guide robots remotely.
Ali Ansari, founder of San Francisco-based Micro1, said emerging robotics data collection increasingly focuses on teleoperations. Humans with controllers make the robot do something like picking up a cup or making tea. The AI is fed videos of successful and failed attempts at doing something and learns to do it.
The remote-control training can happen in the same room as the robots or with the controller in a different country. Encord’s Hansen said that there are warehouses planned in Eastern Europe where large teams of operators will sit with joysticks, guiding robots across the world.
There are more of these, what some have dubbed “arm farms,” popping up as demand increases, said Mohammad Musa, founder of Deepen AI, a data annotation firm headquartered in California.
“Today, a mix of real and synthetic data is being used, gathered from human demonstrations, teleoperation sessions and staged environments,” he said. “Much of this work still occurs outside the West, but automation and simulation are reducing that dependency over time.”
Some have criticized teleoperated humanoids for being more sizzle than substance. They can be impressive when others are controlling them, but still far from fully autonomous.
Ansari’s Micro1 also does something called human data capture. It pays people to wear smart glasses that capture everyday actions. It is doing this in Brazil, Argentina, India, and the United States.
San José-based Figure AI, partnered with real estate giant Brookfield to capture footage from inside 100,000 homes. It will collect data about human movement to teach humanoid robots how to move in human spaces. The company said it will spend much of the $1 billion it raised to collect first-person human data.
Meta-backed Scale AI, has collected 100,000 hours of similar training footage for robotics through its prototype laboratory set up in San Francisco.
Still, training bots isn’t always easy.
Twenty-year-old Dev Mandal created a company in Bengaluru, hoping to cash in on the need for physical data to train AI. He offered India’s inexpensive labor to capture movements. After advertising his services, he got requests to help train a robotic arm to cook food as well as a robot to plug and unplug cables in data centers.
But he had to give up the business, as potential clients needed the physical movement data collected in a very specific manner, making it tougher for him to make money, even with India’s inexpensive labor. Clients wanted an exact robot arm, for example, using a certain kind of table with purple lights to be used.
“Everything, down to the color of the table, had to be specified by them,” he said. “And they said that this has to be the exact color.”
Still, there’s lots of work for the towel folders of Karur.
Their boss, Objectways founder Ravi Shankar, says that in recent months, his firm has captured and annotated footage of robotic arms folding cardboard boxes and T-shirts and picking out certain colored objects on a table.
It recently started annotating videos from more advanced humanoid robots, helping train them to sort and fold a mix of towels and clothes, folding them and placing them in different corners of the table. His team had to annotate 15,000 videos of the robots doing the jobs.
“Sometimes the robot’s arms throw the clothes and won’t fold properly. Sometimes it scatters the stack,” but the robots are learning quickly said Kavin, 27, an Objectways employee who goes by one name. “In five or 10 years, they’ll be able to do all the jobs and there will be none left for us.”
Business
Snap CEO Evan Spiegel and Miranda Kerr help erase $550 million in medical debt for Californians
Snap Chief Executive Evan Spiegel and his wife, supermodel Miranda Kerr, have helped pay off $550 million in medical debt for more than 261,000 Californians.
The couple made a multimillion-dollar donation to Undue Medical Debt, a nonprofit that provides debt relief to people in financial need. The organization acquires medical debt in bulk from hospitals, physician groups, collection agencies and other groups for a fraction of the cost.
“When someone you love is sick. All you want to do is focus on helping them get better,” Kerr said in a video with Spiegel. “That’s why we wanted to support this effort and help relieve medical debt, so families can focus on caring for their loved ones and really supporting their healing.”
The couple and the nonprofit didn’t disclose the exact amount of the donation, but a small gift can go a long way. Every $10 donated to Undue Medical Debt relieves an average of $1,000 in medical debt.
The gift comes as Americans struggle with the medical debt and rising cost of living. California is one of the most expensive states to live in because of soaring housing costs and energy prices. Concerns about wealth inequality have sparked heated political debates about how much billionaires should contribute.
In the United States, 1 in 4 adults are in medical debt, said Undue Medical Debt President and Chief Executive Allison Sesso in a statement.
“It’s a growing crisis undermining healthcare access, economic wellbeing and mental health and we’re so grateful that Evan Spiegel and Miranda Kerr share our belief that no one should go bankrupt because of a cancer diagnosis and no family should have to choose between insulin and groceries,” she said.
Californians whose medical debt have been paid off will start receiving a letter in mid-July from Undue Medical Debt informing them of the debt relief. Individuals can’t request debt relief because the nonprofit acquires bundled debt for thousands of people at once. Those who qualify for debt relief either earn at or below 400% of the federal poverty level or have medical debt that is more than 5% of their income, the nonprofit says on its website.
San Diego County residents benefited the most from the donation with total medical debt relief through the couple’s gift totaling roughly $99 million and affecting 40,369 people. In Los Angeles County, the gift provided $26.7 million in medical debt relief to 17,466 people, according to the nonprofit.
Spiegel, whose net worth is roughly $2 billion, and Kerr have helped relieve debt for others in the past. In 2022, the couple paid off the student loans for the Otis College of Art and Design’s graduating class.
In 2025, Spiegel was among business leaders and philanthropists who helped form the Department of Angels, a group that aims to help L.A.’s fire recovery efforts. The California Community Foundation, Snap, Spiegel and Snapchat co-founder Bobby Murphy committed $10 million to help start that group.
Roughly 200,000 people lost their homes in the January 2025 Los Angeles County wildfires. Spiegel, who grew up in Pacific Palisades and lost his childhood home in the fires, donated $5 million in immediate aid with Snap and Murphy that month.
He said in a statement that California has given so much to him and his family and that he cares “deeply about the wellbeing of our communities.”
“At a time when many families are already facing rising costs across nearly every aspect of daily life, an unexpected medical bill can create financial stress that lasts for years,” Spiegel said.
Undue Medical Debt said it’s abolished more than $40 billion of medical debt in all 50 states.
The electric vehicle company Slate Auto set out in 2022 to make the most affordable electric truck in the country. This week, it unveiled the price tag: $24,950.
At a time when demand for new electric vehicles is cooling and cars are getting harder to afford, Slate’s customizable truck could bring a fresh wave of excitement to the industry.
Deliveries will begin later this year and accelerate in 2027, the company said. Slate’s vehicle is built around a simple concept — pay only for what you actually want.
Buyers will start with a basic truck without power windows or even paint and can then customize it however they like. They can tailor-make their “blank slate” by paying extra for smart phone-compatible screens, speakers, colored wrap or paint. A $5,000 kit even converts the truck into an SUV.
Slate’s design team is based in Los Angeles County and recently moved into a new space in Carson, which employs about 50 workers. The company’s headquarters are in Troy, Mich., and its vehicles will be produced in Warsaw, Ind.
Squeezing out as much cost as possible while making it as easy as Legos to snap on different options has required complex engineering, which is why the company decided to set up its design studio in Southern California. The region is full of experts.
“Slate has done something smart,” said auto industry analyst Brian Moody. “Their EV isn’t only about price, there’s also a strong personalization element. In Southern California, the boxy, retro look will earn it a lot of attention.”
Slate is an EV startup that makes electric trucks and SUVs. Customers buy only the features they want. Photographed on Friday, Dec. 19, 2025. (Myung J. Chun/Los Angeles Times)
The company is building a marketplace of accessories for customers to choose from, including 54 basic wraps that cost less than $500 each. In contrast, a paint job on a car can cost thousands of dollars. The marketplace also offers roof stacks, zip-on seat covers and stereos.
For just under $30,000 total, customers can get a basic SUV in a fastback or squareback style. Whether it’s configured as a truck or SUV, the EV will have an estimated range of 205 miles and will be compatible with Tesla chargers.
“This is the first time in automotive history that consumers are going to get to choose,” said Slate Chief Executive Peter Faricy, who joined the company in March after 13 years with Amazon.
“It started with design, then engineering, and eventually manufacturing, and we figured out innovations in all three of those phases that make the vehicle less expensive,” he said.
For example, Slate vehicles were designed from the beginning to be wrapped instead of painted. The company will offer more than 100 colors of wrap at its launch, or customers can choose a custom color.
Slate did not disclose financial information or how much the vehicles cost to produce. However, Faricy said the company will generate a positive gross margin on its vehicles, meaning they are selling for more than what they cost to make.
“Whether Slate succeeds or fails, it has already influenced the conversation … forcing the industry to ask why affordable vehicles have become so rare,” said Jesse Toprak, an industry analyst and founder of OptiCar.ai. “They are betting on making higher profit margins on the accessories and do-it-yourself angle.”
Slate says it has already received more than 180,000 reservations. The earlier a customer placed their reservation, the sooner they’ll get their vehicle. Pre-orders opened Wednesday for $300, or $250 if the customer has already paid a $50 reservation fee.
Despite the hype, Slate is still a startup that has yet to prove itself in the market. The company has about 750 employees and has raised more than $700 million from Amazon’s Jeff Bezos and others.
“For the vehicle itself, the concept is brilliant,” Toprak said. “I think the execution risk is enormous.”
The EV industry has been under fire from the Trump administration, which has removed incentives for ownership and clean-car goals. Major automakers including Ford and Stellantis have pared back their EV offerings, and other startups have struggled to turn a profit.
The Irvine-based EV company Rivian, which hasn’t reached profitability since its founding in 2009, recently laid off hundreds of workers. It launched its highly anticipated R2 SUV earlier this month, which will eventually be available for less than $45,000.
Lucid, the luxury electric vehicle maker based in Newark, Calif., announced this week that it’s reducing its workforce by 18%. The cuts come just months after it laid off 319 Bay Area employees in February.
Faricy, Slate’s chief executive, said the company’s vehicle will appeal to a wide range of customers.
“There will be a lot of people that are attracted to the affordability but have never had an EV before,” he said.
According to Cox Automotive, the average transaction price for a new EV in the U.S. is $55,000, compared with $49,000 for a gas-powered vehicle.
“The EV market at this point doesn’t have a technology problem anymore,” Toprak said. “It has an affordability problem. Slate is one of the first companies built entirely around solving that.”
Sony Pictures will invest $100 million and take a minority stake in virtual reality venue operator Cosm, as the studio continues to build a business in communal experiences.
As part of the investment, Sony Pictures Chief Executive Ravi Ahuja will also join Cosm’s board of directors, the studio said Wednesday. The size of Sony’s minority stake was not disclosed.
The El Segundo-based Cosm currently operates three venues — one at Hollywood Park in Inglewood, and the others in Dallas and Atlanta. The company plans to open additional venues in Detroit and Cleveland.
Cosm bills itself as a “shared reality venue,” and its facilities center around a massive, wraparound screen that is intended to envelop viewers with additional digital effects. The company has largely focused on sports, though it has also shown Cirque du Soleil shows and done several collaborations with Warner Bros., including recent screenings of 2001’s “Harry Potter and the Sorcerer’s Stone” in honor of the film’s 25th anniversary.
“Cosm sits at the intersection of several trends shaping the future of entertainment,” Ahuja said in a statement. “We’ve followed Cosm since before launch and have been impressed with the quality of the experience and the enthusiasm it’s generating with audiences.”
The investment is Sony’s latest venture into experiential entertainment. In 2024, the Culver City-based studio acquired dine-in theater chain Alamo Drafthouse Cinema.
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