How would you design a quality metrics framework that provides actionable insights to engineering leadership? What metrics would you track, and how would you avoid common pitfalls with quality measurement?

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A quality metrics framework must provide actionable intelligence that drives better engineering decisions, not just generate numbers for dashboards. The most common failure mode is tracking metrics that look impressive but do not influence behavior.