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AI tools increased code volume 41%, but the number of human reviewers stayed the same. Faster code generation doesn't improve productivity if we just shift the effort from coding to reviewing.

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Atlassian cut PR cycle time by 45% by making AI the automated first reviewer on every PR. The biggest gain wasn't catching more bugs — it was eliminating the 18-hour wait for first feedback.