XPENG

A vision-language-action (VLA) model is one neural network that reads camera images and a plain-language instruction and outputs a robot's next motor commands, built by training a vision-language model on robot demonstrations. Google DeepMind, Physical Intelligence, NVIDIA, Figure AI, Skild AI and AgiBot lead, and the commercial race now turns on the cost of action data rather than model design.

XPeng said on September 8, 2026 that its IRON humanoid robot has started coming off a production line with more than 80% of core processes automated, ahead of mass production at the end of 2026 and deliveries in 2027. Two weeks earlier its robotics subsidiary Dogotix agreed to raise more than US$900 million at a post-money valuation above US$6.3 billion, including US$600 million from IDG Capital, Alibaba, Tencent and Gaorong Ventures.

Mind Robotics, the industrial AI robotics company founded and led by Rivian chief executive RJ Scaringe, said on March 11, 2026 that Accel and Andreessen Horowitz co-led a $500 million Series A, about four months after a $115 million seed. Rivian's filings show it deconsolidated the start-up in March, valued its remaining 37.6% at about $569 million using the Series A share price and recorded a $506 million gain, which by ROBOTNESS arithmetic implies an equity value near $1.51 billion.

Hyundai Motor Group agreed on February 27, 2026 to invest about 9 trillion won from 2026 in a robotics, AI and hydrogen hub at Saemangeum in North Jeolla. The plan includes a 400 billion won robot cluster with a finished-robot factory sized for about 30,000 units a year, a contract-manufacturing foundry and a parts complex, due in 2029, next to a 5.8 trillion won AI data centre scaled in phases to 50,000 GPUs.