Jesse Liu of LimX Dynamics describes the company’s humanoid and modular robot platforms, its developer tools, and his view of China’s robotics ecosystem at MACHINA 2026 in France.
Founded in 2022, LimX set out to build both general-purpose humanoids and modular robots that customers can adapt to specific tasks. Liu describes Ollie as a 170-centimeter humanoid with 31 degrees of freedom, while the TRON platform can be reconfigured by changing or combining its limbs and bodies.
Liu highlights whole-body control for tasks such as catching a moving tennis ball, which he presents as a step beyond ordinary pick-and-place. LimX focuses on service and commercial settings where robots work alongside people. He says its robots attract customers in retail shops and automaker showrooms, including through dancing and sales assistance.
TRON configurations can support inspection, logistics, heavy lifting up to 50 kilograms, or dexterous manipulation by swapping legs for arms. Liu says customers can also combine units into forms such as a centaur or a robot with six or eight legs. The newer Luna humanoid uses voice and vision for autonomous guidance and sales interactions; LimX’s office robot can navigate to a colleague and deliver a message.
LimX organizes robot capabilities into whole-body motion control, task skills such as opening doors or climbing stairs, and an orchestration layer that selects and coordinates those skills. Liu says the company is also building tools that let developers collect data, train policies, and work with its hardware. Its Flux VLA platform is described as an open-source pipeline for turning collected data into a policy for a specific robot and real-world task.
Liu predicts that China’s real-robot data will grow a hundredfold in 2026 compared with 2025, while first-person video grows a thousandfold from a very small base. He expects more real-world robot reinforcement learning, pressure to deploy at scale, and scenario-specific datasets and solutions. LimX aims to pair affordable hardware with integrated tools and application knowledge, and share its toolchains with partners worldwide.
Briefs summarise talks and interviews; timestamps open the video at that moment. Claims in a talk are the speaker's own.
LimX Dynamics R&D head Paul Lee discusses humanoid robotics, locomotion, hardware, teleoperation, and practical use cases with The Humanoid Hub at LimX Dynamics in Shenzhen.
Wei Zhang of LimX Dynamics, a control theorist turned robotics entrepreneur, presents at the IROS 2025 humanoid session on robot systems and data-driven physical intelligence.
LimX Dynamics’ main speaker describes the Shenzhen company’s cognitive operating system for its Oli humanoid and compares its approach with other companies’ efforts to make robots learn and act autonomously.
Kevin Qiu, product manager for the TRON series at LimX Dynamics, discusses its research robots, development tools, and field applications with Chris Matthieu of RealSense.
