A major challenge in laryngeal surgery today is the limited flexibility of surgical operations. To address the limitation, this paper proposes a novel continuum robot (CR) system with enhanced dexterity, a robust inverse kinematics algorithm, and a sensorless automatic calibration method. The proposed CR possesses 4 flexible degrees of freedom, allowing for control based on angles and end-effector position. Compared with traditional Jacobian-based methods, the proposed inverse kinematics algorithm effectively addresses the singularity issue arising from curvature hypotheses. Mitigating the singularity is crucial for ensuring continuous and stable motion planning. The calibration method enables automatic initialization without additional sensors, a capability not previously reported in the literature. The efficient and automatic calibration reduces preparation time for laryngeal surgery. Compared to the manual calibration, which requires approximately 210 s, the proposed method reduces the calibration time by 160 s, thereby achieving a 76.19 % improvement in efficiency. Taking the damped least squares method as the baseline, the inverse kinematics algorithm reduces the maximum solving error from 7.36 mm to just 0.05 mm. Furthermore, the CR is capable of dexterous motion within narrow and curved cavities. The phantom and animal experiment results demonstrate the practicality and reliability of the proposed CR system in laryngeal surgery.