Insights for Engineering Excellence
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October 1, 2026
The Same AI Made One Team Faster and Buried Another in Debt. The Difference Wasn't the AI
The same AI helps a mature team and sinks a junior one in rework. Team maturity, not the model, decides, and it's why your average AI productivity number hides the truth.The same AI helps a mature team and sinks a junior one in rework. Team maturity, not the model, decides, and it's why your average AI productivity number hides the truth.
