Picture the dashboard on a good day. Cycle time is green. Pull request counts are climbing. The throughput chart bends upward, exactly as the vendor deck promised. Now picture the person the dashboard cannot show you: a senior engineer spending her afternoon working out whether a flawless-looking pull request is actually correct.
That gap between what the chart says and what the reviewer feels is the story of AI-assisted engineering in 2026. Writing code is no longer the scarce resource. Knowing what the code does, what it cost, and whether anyone checked it is. Most organizations are still measuring the old scarcity.
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