Topic
Collection, verification and refinement of unstructured robot interaction data as the input constraint on embodied AI.
The venue says more than the memorandum did. Humanoid margins get decided at the motion-data layer, and that is where the two companies are meeting.
Reality
OpenAI's careers page now lists 27 robotics openings, up from 11 in May, with published base pay running from $177,000 to $500,000. The top of that range attaches to data infrastructure work, and the robotics software job tops out at $325,000.
Reality
Twenty-two provincial innovation centres opened within 14 months, and Wuhan alone logs 24,000 training entries a day. But Beijing's Shijingshan centre dropped its robot partner over weak data sales, so subsidy is still paying the bill.
Reality
OpenAI has more than doubled its robotics listings since May and is hiring people to design joints, run test labs and handle the legal work. The published pay is the part rival recruiters will notice.
Reality
Greg Ombach, a senior vice president at Airbus, writes that vision-language-action models force a choice between capability and edge deployment, and that industrial buyers should validate one operating domain before expanding.
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UBTECH put a capacity number on the record for its new Liuzhou humanoid plant and left out the price, the shipments and the order book, so the cost case rests on its claim about Chinese component supply.
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Where a robot's inference runs decides what the machine costs to build. SemiAnalysis puts the industry's upfront compute bill in the trillions at a billion robots, paid by manufacturers on every unit before it does any work.
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Mecka AI pays people to wear sensors while they make coffee or fix cars, and two people told TechCrunch that Sequoia is leading a round at about $500 million, three months after a $60 million round. The terms are not final.
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Figure is buying compute the way a frontier lab buys it. The announcements skip the numbers that matter most: how much of the ceiling the initial money covers, and how many megawatts Barstow will draw.
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The 10,000 hours released on August 26th arrive in LeRobot v3 and MCAP with licensing set subset by subset, while the remaining 90,000 land in stages on no published date. The plannable corpus is the small one.
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Index pays crowd contributors for first-person household video. Figure's own figures put contributor spend near $3.75m a month, and they do not reconcile into an hourly wage.
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Actuate went from 250 attendees in 2024 to 1,500 this year and could have sold 2,000. Almost none of them brought a working robot, which tells you where the bottleneck sits.
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LG Electronics says it will train on 100,000 hours of robot data inside the year at its Seoul DataFactory. The target turns a chairman-level MOU into a fleet purchase and a floor plan.
Reality