This talk discusses some recent advances in numeric methods to solve certain classes of the Hamilton-Jacobi PDE that relate to the unique challenges of vehicle problems. Two such examples are discussed: The automated landing of a helicopter under complete engine failure as well coordination of heterogenous multiple vehicle systems.