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This article explores the transformative impact of AI on software engineering organizations, developer productivity, and team structures. It discusses how AI acts as an accelerator, both amplifying existing organizational health and exacerbating dysfunction, and examines the emergence of 'AI-native' teams with altered development workflows and increased creativity.