The integration of robotics with Artificial Intelligence (AI) methods takes robotics to a new level. In close cooperation with humans and controlled by voice, gestures or interactive learning, robots can adapt flexibly to different tasks, people and environments. This opens up new fields of application, even in complex environments - for example in care, medical technology or the trades. This is associated with far-reaching economic and social potential. In a new white paper, Plattform Lernende Systeme uses use cases to illustrate specific application scenarios for robots with learning capabilities, describes technological developments and identifies design options for practical use.