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With AI, developers merge far more pull requests, but releases and incidents haven't improved. What do you measure and fund?

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Generating more code moves the bottleneck to review, testing and release. Switch the scorecard to delivery metrics and put the next budget into review and testing capacity.

Updated Nov 2026 · Original practice questions with worked answers and teaching rubrics. Our editorial policy explains the sources, review process and limits.

Generating more code moves the bottleneck to review, testing and release. Switch the scorecard to delivery metrics and put the next budget into review and testing capacity.

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