She hands Salvador Arciga a headmount and tells him to go home and do the dishes and clean his kitchen.<\/p>\n
He has done odd jobs all over town: DoorDash delivery, handing out hats at Dodger Stadium, washing dishes at Disneyland, hanging holiday lights at the Los Angeles Zoo and more. This job seems relatively easy, and it pays $80 for two hours of footage.<\/p>\n
\u201cI need to do chores anyway,\u201d he says. \u201cNow I get a chance to get paid to do it.\u201d<\/p>\n
![\"Salvador](\"https:\/\/www.europesays.com\/us\/wp-content\/uploads\/2026\/03\/b6203b581f34a3f91d5b167b73d7f485.jpeg\"\/)
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Salvador Arciga checks in for work in front of Urth Caffe to collect his headset in January. (Ronaldo Bolanos \/ Los Angeles Times)<\/p>\n
AI chatbots like ChatGPT learned to converse, make music, generate images, and write code by using all the information they could get from the internet. Now, as AI and robotics companies figure out how to do the same in the physical world, the models need much more information about real-world movements.<\/p>\n
Read more:<\/b> Robots can make your fries, salads and guacamole. Is this the future of fast food?<\/a><\/p>\n It is not as readily available online, so the quest to capture data on human movement has given rise to a micro-economy that supplies real-world demonstrations of what some call \u201cphysical AI\u201d systems, such as humanoid robots.<\/p>\n “Humans are supplying ground truth, judgment, or structured feedback that models can\u2019t reliably produce on their own yet,” said Jason\u00a0Saltzman, head of insights at market intelligence firm CB Insights.<\/p>\n Some countries already have \u201carm farms<\/a>,\u201d dedicated facilities where hundreds of humans record first-person footage of them opening doors or folding laundry for robotics. In China, there are more than 40 state-owned<\/a> training centers where humans operate robots wearing virtual reality headsets.<\/p>\n The development of robotic models is a key focus for major tech companies like Tesla and Google, as well as California startups such as Figure AI and Dyna Robotics.<\/p>\n Read more:<\/b> They graduated from Stanford. Due to AI, they can’t find a job<\/a><\/p>\n Goldman Sachs forecasts the market for humanoids could reach $38 billion<\/a> by 2035. Much of that will be led by China, but California is also a growing center of next-generation robotics.<\/p>\n This intense demand is driving significant activity among niche data providers. San Francisco-based Encord, for instance, raised $60 million in February after its physical AI operations revenue increased tenfold in the last year. In the same vein, Meta-backed Scale AI has gathered 100,000 hours of footage for robotics, while its Palo Alto-based competitor Micro1 employs 1,000 people across 60 countries to record household tasks.<\/p>\n The global data collection and labeling market alone could reach $17 billion<\/a> by 2030, says market intelligence firm Grand View Research.<\/p>\n Critics argue this work is extractive<\/a> and poorly compensated, especially when these AI systems are being trained to ultimately replace human labor.<\/p>\n Read more:<\/b> Inside the race to train AI robots how to act human in the real world<\/a><\/p>\n Still, in an embattled economy, with rising inflation and growing unemployment, more workers like Arciga are turning to these jobs for quick cash. In some cases, entire families sign up to record video, speech and images for AI training to supplement their income.<\/p>\n \u201cIt\u2019s one of the biggest gig economies that is going to exist in the whole world,” said Shahbaz Magsi, co-founder of Sunain, a human data capture startup.<\/p>\n Arciga adjusts the headset to record himself doing housework in Koreatown. (Ronaldo Bolanos \/ Los Angeles Times)<\/p>\n Arciga fastens the headset over his black beanie and enables \u201cDo Not Disturb” on his iPhone, before fastening the phone to his head to record.<\/p>\n As he grabs a paper towel to wipe a stain on his stovetop, he narrates what he is doing, as the manager he met at the cafe had instructed him to do. She said it didn’t matter whether he said it in Spanish or English.<\/p>\n \u201cRight now, I am going to use the spray,\u201d he says.<\/p>\n Each task recorded \u2014 be it plant watering or kitchen cleaning \u2014 has to last between two and 15 minutes.<\/p>\n Instawork, the company that hired Arciga and more than 50 others like him that day, has historically been an employment agency, catering largely to stadiums, hotels and kitchens that need temporary workers.<\/p>\n It has also entered the human movement data capture business to leverage its workforce to train and support robotics systems.<\/p>\n Read more:<\/b> AI\u2019s latest 20-something billionaire got his start at L.A. garage sales<\/a><\/p>\n Many new startups have begun building custom hardware \u2014 cameras and bodysuits \u2014 to capture nuances of human movement, pressure, depth of touch and human pose reconstruction for their datasets.<\/p>\n Egyptian immigrants Azzam and Samra Ahmed are padding their savings by performing for bots in their one-bedroom apartment in Pasadena.<\/p>\n They put on wrist and head cameras before preparing dinner.<\/p>\n The wrist camera captures how every muscle moves as they chop vegetables, season and grill chicken and roll up their shawarmas. This level of detail is needed for a robotic model to learn exact hand movements that cannot be caught by the standard human point of view.<\/p>\n Sunain, the human data capture startup, ships these custom wrist cameras to vetted contributors in its network. It has more than 1,400 contributors in Los Angeles, from Culver City and Santa Monica in the west to Pasadena and Los Feliz in the east.<\/p>\n Arciga cleans a kitchen counter while narrating his actions. (Ronaldo Bolanos \/ Los Angeles Times)<\/p>\n \u201cThe region offers unmatched diversity of homes, lifestyles and people,\u201d said Magsi, CEO of Sunain.<\/p>\n Where Instawork orders scripted movements, Sunain encourages its gig workers to record natural human behavior, including jumping between tasks.<\/p>\n If humans hear a running tap in the bathroom while cooking, they pause cooking to go close the tap before returning to cooking. That\u2019s how robots will be expected to behave in the real world.<\/p>\n \u201cThese robots need to understand the context switching that humans do,\u201d Magsi said.<\/p>\n Read more:<\/b> Hiltzik: In two new court cases, judges find that AI does not have human intelligence<\/a><\/p>\n For the Ahmeds, who work during the day as a mechanic and a nail salon employee, life in their apartment has been reshaped by robot training. They watch Netflix, cook and play table tennis wearing their gear. Their parents are shocked to see the couple living their normal lives covered in cameras.<\/p>\n \u201cWe are making money off something that we do every single day,\u201d Azzam Ahmed said. \u201cThat\u2019s like getting paid for breathing.\u201d<\/p>\n It’s not always easy work.<\/p>\n Some workers complain that receiving calls and messages can interrupt their recordings, and having a phone strapped to their head is uncomfortable. Some complain that their videos aren’t accepted sometimes, so it takes longer than they expect to get the right footage to get paid.<\/p>\n A recent attempt by the Ahmeds to record cooking was disqualified for payment after reviewers found that steam from the dish had blocked the video. Since then, the couple have avoided cooking steamy dishes.<\/p>\n Still, they each earned $1,200 by doing chores they recorded.<\/p>\n \u201cThat money goes directly to our savings,\u201d Azzam Ahmed said.<\/p>\n Sunain has expanded its robot data capture to homes in Turkey, Singapore, Canada and Malaysia. The company has 25,000 contributors across 30 countries to work on voice, video and text completion tasks.<\/p>\n Arciga says some of his friends have challenged him to reconsider whether he should be training AI to do what only humans can do. \u201cSometimes they do tell me, ‘Well, you’re the problem,’\u201d he said.<\/p>\n His response is that new technology always brings fear and change and it also creates new kinds of jobs, like his latest gig, and people will always demand a human connection.<\/p>\n \u201cPeople will still need people,\u201d he said.<\/p>\n![\"Arciga](\"https:\/\/www.europesays.com\/us\/wp-content\/uploads\/2026\/03\/f4b4f8da96384dc8ad1efbf0f784ba17.jpeg\"\/)
<\/p>\n![\"Arciga](\"https:\/\/www.europesays.com\/us\/wp-content\/uploads\/2026\/03\/ec076707f60daed7c86fd183a2f1d766.jpeg\"\/)
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