Soft robots promise healthcare and exploration gains, but nonlinear ever-bending bodies defy control. This paper reviews recent advances in diverse structures and actuation mechanisms, modeling approaches integrating classical and modern techniques, trajectory planning balancing obstacle avoidance and optimization, and control strategies covering both model-based and model-free methods. Future work must overcome bottlenecks such as low actuation efficiency and poor real-time performance.