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The talk will discuss the concept of dynamic safety cases as a basis for representing and supporting through-life safety assurance. In particular, I will explore how dynamic safety cases can be used as a way for proactively assessing and evolving the safety reasoning not only during initial development but also after deployment based on operational data.