Separate output from outcome
A generated patch, accepted suggestion, or merged pull request is not automatically a useful engineering result. Outcome depends on the intended problem, quality, integration, and what happens after delivery.
Keep the causal story modest
AI telemetry can explain a difference or identify a pattern worth testing. It rarely proves that the tool caused a business result on its own. Good analysis preserves that distinction.
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