As people rush to integrate Artificial Intelligence into real-world systems in consequential domains such as autonomous transportation, researchers and engineers are facing calls to ensure that these systems are not only intelligent and autonomous but also “trustworthy”. In this talk, I will introduce a key building block for SOTIF: scenario identification and generation and some applications on autonomous mobility.