It became evident that achieving autonomously driving vehicles (AD) is very challenging because of safety criticality and complexity of such systems. Our research goal is to explore methods for coping better with safety of AD for rapid and continuous development and deployment. To achieve this, we need to understand how to adapt the safety argumentation of AD to this new context and what methodological and technical solutions can tackle the identified challenges at an automotive OEM’s scale.