A Robot Arm You Program With One Sentence, and No Training Data

Most embodied model releases arrive with a video. Poke Robotics, a company founded this year, arrived with an interface instead, publishing RoboAPI and inviting the industry to try it. The company calls RoboAPI an embodied API for the physical world. It ships alongside Poke-Aurora, the company’s own world-action model, and the two are meant to … Read more

China Collected a Million Hours of Robot Data. The Models Did Not Notice

At the start of this year, a number of Chinese embodied intelligence companies promised to collect data at the million-unit scale. Most of a year later, several claim to have done it. The models have not visibly improved in proportion, and the reason sits in the segment between collection and training. Yang Shiqi, founder and … Read more

The Dexterous Hand Stopped Being a Demo Problem at IROS This Year

This year’s IROS looked different in a specific way. The demonstrations were harder. Hands threaded beads, seated USB plugs, heat-branded canvas bags, spun pens and balls between their fingers, mixed drinks and took a pulse. Complex contact, long-horizon manipulation and deformable objects have moved from research video to conference floor. What changed underneath the spectacle … Read more

Volkswagen Moved Its R&D Centre of Gravity to Hefei and Called It VEGA

On 28 October, Volkswagen Group China held its first technology day in 42 years in China, in Hefei, and formally launched a locally developed integrated technology matrix called VEGA. The matrix covers three core areas, vehicle platforms, the electrical and electronic architecture and advanced driver assistance, designed to work together and respond faster to Chinese … Read more

The Volkswagen Badge Is Now a Wrapper Around a Chinese Supply Chain

SAIC Volkswagen’s ID.ERA 8X went on sale this month. The model is a mid-large range-extended SUV and an important entry in the ID.ERA line, combining a range-extender powertrain with technology content in driver assistance, chassis control and the cabin. On the component side, it carries forward Volkswagen’s powertrain and chassis systems while drawing heavily on … Read more