Research questionHow can humanoid lower-limb joint offsets be calibrated without external tracking when pitch-chain errors are weakly observable?Encoder-offset errors can make lower-limb kinematics inconsistent and distort foot-height estimates and leg odometry. Pitch-linked errors are especially difficult to separate because available orientation information observes only their combined effect.