China Sends Humanoids Into Factories to Farm Training Data

A humanoid arm picks up a bag of Lay's potato chips and places it neatly on a shelf. The setting is an industrial park on the outskirts of Beijing, and as Bloomberg reports, the picture is not a demo reel. It is one of 64 data collection centers Chinese local authorities have opened across the country, with 20 more under construction, where robots train in settings that mimic supermarkets, assembly lines, offices, shops and homes. The bet is that whoever turns real-world tasks into the largest pool of training data will end up owning embodied intelligence.

The scale is the story. Bloomberg reports China installed 300,000 robots in 2024, against 38,000 in the US, and that investors have poured at least 100 billion yuan (about $14.8 billion) into robotics this year, more than the previous five years combined. The Ministry of Industry and Information Technology wants 10,000 humanoids deployed to factories by the end of the year. Unitree, whose G1 model turned heads with its kung fu moves, has pledged to spend nearly half the proceeds of its upcoming $610 million listing on developing AI models rather than more hardware.

The framing Chinese developers are pushing is that Silicon Valley showcases are not the same thing as production data. When Figure AI released a 50-hour livestream of humanoids sorting nearly 60,000 packages with no mistakes, developers in China were nonplussed, dismissing it as "too clean" with conditions that aren't similar to the real world. Ai Wen, a project director at Agibot, told Bloomberg that "Figure's demo is still at a lab … our deployment is in a real production line." Su Hao, a computer scientist who founded an institute at Shanghai's Fudan University, offered a more even framing: "The whole world is still at the starting line in physical intelligence."

The honest caveat is that installation counts and government targets are not the same as capability. The reporting does not give you task-success rates from those 64 centers, and it does not break out how much of the 300,000 figure is humanoids versus fixed industrial arms. But the direction, and the willingness of Alibaba, Xiaomi and state capital to bankroll it, is the part worth watching, because embodied intelligence scales with data volume, and China is very obviously optimizing for volume.