AI & ML Breaks Assumption

Achieves high-bandwidth, precise Cartesian control of a fully soft continuum robot, breaking the assumption that softness and precision are incompatible.

arXiv · March 18, 2026 · 2603.16630

Vito Daniele Perfetta, Daniel Feliu Talegon, Ebrahim Shahabi, Cosimo Della Santina

The Takeaway

Traditionally, soft robots are either 'too soft' for precision or 'stiffened' to act like rigid chains. This work uses reduced-order strain modeling and high-speed direct-drive actuation to achieve the fastest reported task execution for a fully compliant arm.

From the abstract

High-performance closed-loop control of truly soft continuum manipulators has remained elusive. Experimental demonstrations have largely relied on sufficiently stiff, piecewise architectures in which each actuated segment behaves as a distributed yet effectively rigid element, while deformation modes beyond simple bending are suppressed. This strategy simplifies modeling and control, but sidesteps the intrinsic complexity of a fully compliant body and makes the system behave as a serial kinemati