AI Ready software delivery model is evolving the classic roles in an agile team to more AI-native roles. How does an engineering leader lead the teams through tools & framework selection, while staying aligned to consumer-business outcomes such as faster digital journeys ? And with complexity across systems how do we scale AI solutions safely while having the right narrative among the team.