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AI has already had an impact on your developers’ workflow with code competition, and now is expanding its footprint on the developer lifecycle. The question is: how will your company adopt and adapt to the changes, and how do you develop a methodical approach for improving and measuring productivity? This talk proposes an approach to understanding the individual and collaborative developer workflows, modifying them, and finally measuring productivity as you change each piece.