LimX Dynamics Showcases Full-Size Oli Humanoid Performing Autonomous Household Tasks

SHENZHEN, China — LimX Dynamics has demonstrated its full-size Oli humanoid robot autonomously completing long-horizon household tasks in a real home environment, marking a major technical milestone for physical AI.

Using its proprietary COSA 0.5 brain system, the 31-degree-of-freedom robot performed clothes folding, item organization, box stacking, trash pickup, and water delivery in a single uninterrupted take without teleoperation. The achievement positions LimX Dynamics alongside Figure as the only companies globally to publicly validate this level of long-horizon autonomous household manipulation.

The milestone is driven by the company's unique three-tier S2-S1-S0 brain architecture. The S2 Cognition Layer uses large language and vision models for scene understanding, memory, and reasoning. Below it, the S1 Skill Layer generates whole-body motion targets, while the S0 Motion Control Layer runs a 10-million-parameter whole-body transformer policy at 1000 Hz on-device to handle real-time balance and commands.

LimX Dynamics founder Zhang Wei explicitly rejected the industry's prevailing single large model approach, noting that a unified network lacks the physical systems design required for complex real-world interaction.

"Equating a large model with brain function is misleading. A pure large model is like Stephen Hawking lying in bed: extremely intelligent but completely unable to move. The brain is not a model; the brain is a system that organizes cognition, skills, and motion control into a coherent architecture running on a real physical body," stated Zhang.

While many embodied AI firms target industrial manufacturing, LimX is strategically positioning its humanoids for commercial, hospitality, and household service markets. The modular architecture enables sustainable iteration via real-robot reinforcement learning, allowing each intelligence layer to be updated independently as the robot operates.