This project investigates model-based manipulation of deformable soft tissue under large deformation and uncertain dynamics. I developed a differentiable soft-tissue simulator based on Projective Dynamics with GPU acceleration and integrated it into an MPC framework for closed-loop shape control. The project also explores adaptive control and manipulation-point optimization to improve robustness across different grasping configurations.