H. Guda

Four-channel bilateral teleoperation removes ambiguity directly by using the leader arm as a separate measurement of the intended equilibrium, making per-axis stiffness identifiable by regression using only the joint-torque sensing already on the manipulator, which is used to fine-tune a VLA to emit stiffness alongside pose.