The top layer of the scalable vehicle dynamics control architecture is formed by a generic vehicle application layer (VAL) including interactive driving, remote control, and semi- or fully autonomous driving. For the latter, motion planning is one of the components needed. In this area, the institute’s research activities comprise mainly vision-based control and artificial intelligence agents, online path planning, path following, and vehicle-following control.