Invited Talk: Unmanned car is gradually becoming a technological and societal reality, but Safety is not yet fully guaranteed. This talk give a brief state of the art of the existing technologies, with an emphasis on our Bayesian & AI-based approach to address perception and decision-making issues. Both the perspectives in terms of technical development and validation / certification are discussed.