Over the past decade, the undersea robots known as autonomous underwater vehicles have become increasingly important in oceanographic research. Engineers recently demonstrated a new super-efficient AUV that can travel rapidly for hundreds of kilometers, “hover” in the water for weeks at a time, and carry a wide variety of instruments.