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How to ThinkIn the Age of AI
Principlev1PR-861

Pair performance metrics with counter-metrics that measure…

Pair performance metrics with counter-metrics that measure potential negative side effects to prevent optimization death spirals.

Why This Is a Principle

Directly derives from When a measure becomes a target, it ceases to be a good… (Goodhart's Law - measures becoming targets) and The behavior of a system arises from its structure… (system behavior from structure). Grove's paired indicators prevent single-metric gaming. This is highly actionable: if measuring speed, also measure quality; if measuring output, also measure defects.