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Metric Design & Product Sense1 / 3

1 min lesson

Measuring a non-deterministic agent

Answer "Why can't you trust a single proxy signal like 'edit undone' as a quality label?" Use one lesson detail to support it.

Step 1 of 3

You cannot grade a single agent run the way you grade a unit test. The same prompt can produce a brilliant edit once and a wrong one the next. Measure the population, not the run.

Cursor's product is non-deterministic by design, so the metric has to be statistical from the start. Define success as a rate over many runs - share of runs that reach an accepted, correct edit - and watch its distribution and variance, not a single trace.