Unitree G1 learns skills from videos via new HDMI framework
Unitree G1 learns skills from videos via new HDMI framework

Evidence notes
- HDMI introduced a method for learning whole-body humanoid-object interaction directly from monocular RGB video.
- Physical Unitree G1 tests completed six loco-manipulation tasks and 67 consecutive door traversals.
- The work was released as arXiv paper 2509.16757.
Company context
Develops quadruped and humanoid robots, with strength in dynamic locomotion, vertically integrated hardware, and relatively low-cost commercial deployment. Unitree is one of the clearest examples of a legged robotics company moving from research visibility into real productisation and broader market distribution.