Metrics & Measurement

Measuring what matters in AI-augmented engineering — and the vanity metrics that don't. These posts challenge the dashboards, KPIs, and activity proxies that organizations use to declare GenAI success while ignoring actual outcomes.

• Dec 22

  Lines of Code Are Dead. Tokens Aren't the Answer Either.

  13 min read

  Metrics theater in GenAI adoption — why token counts and prompt volume measure activity, not outcomes. Stop rewarding consumption, measure what actually matters.