IROS 2025 Keynotes - Humanoid Robot Systems: Wei Zhang
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 R&D head Paul Lee discusses humanoid robotics, locomotion, hardware, teleoperation, and practical use cases with The Humanoid Hub at LimX Dynamics in Shenzhen.
Genie introduces LimX's full-size humanoids and modular TRON robots as two different approaches to general-purpose robotics. TRON can take wheel, sole, or point-foot attachments, and its eight joints support a payload of about 10 kilograms.
Paul Lee traces his path from mechanical engineering at the University of Illinois Urbana-Champaign and work in aerospace and consumer electronics to LimX. He says the company went all in on humanoids about three years ago, while continuing TRON because a non-humanoid form may suit some tasks better.
Lee identifies reinforcement learning and large-scale simulation as key to dynamic locomotion, while stressing that reliability depends on closing the sim-to-real gap across bodies and terrain. LimX also builds its own motors and joints so hardware details can inform simulation, but thermal management, stability, and production reliability remain works in progress.
Lee says LimX develops vision-language-action models with users in factories and R&D settings, aiming at practical work rather than benchmarks alone. Teleoperation can gather training data, and the company is working on whole-body control for Ollie that combines locomotion with manipulation.
Lee cautions that humanoid autonomy still faces basic physics and heat-management constraints, and says Ollie is not yet reliably deployable. He sees current opportunities for Ollie in entertainment, tourism, and concierge work, while TRON can carry different payloads over difficult terrain; teleoperation may also help robots work in places such as nuclear plants and rubber factories.
Briefs summarise talks and interviews; timestamps open the video at that moment. Claims in a talk are the speaker's own.
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.
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.