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<video:description>DORA (originally DevOps Research and Assessment) metrics still work when half your code is AI-written, but only in pairs: a speed number is safe to read only next to a stability number. This video reads DORA's 2024 and 2025 findings on AI adoption and shows what to change in your next quarterly review.</video:description>
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<video:description>Measuring developer productivity keeps failing when you count one activity, from lines of code in 1982 to the AI token counts on Amazon's leaderboard in 2026. Apple's managers stopped asking one engineer for his weekly lines of code in 1982 after he wrote minus two thousand. Ron Jeffries, who says he may have invented story points, regrets how they're misused. Kent Beck and Gergely Orosz answered McKinsey's 2023 framework: nearly every measure it added counted effort or output. And Amazon shut down its token leaderboard in 2026 after employees cheated to climb it. Andy Grove wrote the fix in 1983: measure output, not activity, and pair every measure with a measure of its counter-effect.</video:description>
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<video:title>Developer productivity metrics that get people fired</video:title>
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<video:description>Developer productivity metrics that count a single activity, from lines of code to AI token counts, get cheated, and when they decide reviews or layoffs, the wrong people get hurt. Never read one alone: put next to each count the measure that goes down when the work is bad, and before you act on a number about a person, ask them.</video:description>
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<video:title>How to measure developer productivity with AI coding tools like Claude Code and Cursor</video:title>
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<video:description>To measure developer productivity when AI coding tools like Claude Code and Cursor write much of the code, put every number for speed or amount next to the number that drops when the work is bad. Start with 3 pairs: merged pull requests and the fixes they needed after the merge, review speed and the approved pull requests fixed later, and AI spending next to the merged changes it paid for.</video:description>
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