Topics›Industry and Market Signal›'Inner Loop vs. Outer Loop': What Separates Elite Engineering Teams in the AI Era
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'Inner Loop vs. Outer Loop': What Separates Elite Engineering Teams in the AI Era
Engineering Leadership Gregor·September 3, 2026
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Summary
Sulman Choudhry (Head of Eng, ChatGPT/OpenAI) distinguishes the 'inner loop' (writing/shipping code faster — most teams already do this) from the 'outer loop' (getting real user feedback and iterating toward outcomes — where elite teams differentiate). Elite infra teams also maintain north-star clarity while absorbing short-term hill-climbing pressure. Rest of article paywalled.
Why this signal
The inner-loop/outer-loop distinction is a sharp, reusable framework for diagnosing whether Thomas Engineering's AI gains are translating into real outcome improvements or just faster code output.
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Engineering Leadership Gregor · 9/3/2026
What Elite Engineering Teams Do Differently in the Age of AI