LimX Dynamics demonstrated its P1 biped robot hiking over natural terrain using reinforcement learning
The success of P1 in conquering forest terrain is a testament to LimX Dynamics’ systematic R&D in reinforcement learning.

Evidence notes
- The main peak of Tanglang Mountain is 430 meters in elevation, covering an area of 1,000 square kilometers.
- It is utilized to advance the research and iteration of basic biped locomotion abilities.
- The conditions in the wild pose scenarios P1 has never encountered before.
Company context
LimX Dynamics is a robotics company developing general-purpose embodied AI systems, combining humanoid hardware with data-driven control, reinforcement learning, and integrated perception and motion systems. The company focuses on building robots that can operate autonomously in real-world environments rather than through pre-scripted behaviours.