Exploring narrow underwater environments presents notable challenges due to the need for flexible movement and robust transition between different motion modalities. Inspired by the pteropod, a small aquatic organism known for its ability to change direction by adjusting the attack angle of its wings, we developed a biomimetic robotic platform called RoboPteropod. This micro-underwater robot, equipped with flexible flapping wings that mimic the propulsive mechanisms of the pteropod, reaches a float velocity of 1.88 body height per second and a forward velocity of 1.2 body length per second, while maintaining a power consumption of merely 580 milliwatts. The ability to dynamically adjust the attack angle of the wings enables smooth transition among various modes (float, move straight, yaw, and pitch) of underwater locomotion, allowing for agile, three-dimensional maneuvering in complex aquatic environments. RoboPteropod offers meaningful potential for detailed exploration of confined and otherwise inaccessible underwater spaces.