Roboticist Argues Real-World Robot Performance Is Never Dominated by Numerics

ZeYanjie · x · 2026-10-01

Roboticist qiayuanliao argues that real-world robotics performance is rarely dominated by numerics: with friction, inertia mismatch, state-dependent friction and sensor noise, cranking up gains or inverse dynamics falls short, and online disturbance observers/adaptive controllers rest on strong assumptions that don't scale. His proposal: if we can simulate effectively, solve these problems offline — for humanoids and tabletop 6DOF arms alike.

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