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Engineering Leader Argues Team Culture Beats AI Tools for Productivity

A veteran engineering manager with over 13 years in the industry argues that the tech world's obsession with AI tools is overshadowing a more fundamental driver of productivity: workplace culture. Drawing on personal experience with both toxic and healthy team environments, the author contends that AI adoption alone cannot fix dysfunction like interdepartmental blame or poor collaboration. The piece warns against narratives suggesting fewer engineers are needed simply because AI makes building software easier.