Motion camouflage is a type of pursuit strategy observed in nature. In this paper, we show that when a pair of autonomous agents, modeled as particles in three dimensions, engage in mutual motion camouflage, their dynamically coupled trajectories exhibit geometrically interesting structure, of possible relevance to applications such as surveillance.