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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.

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.

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