Sources

Expert-labeled cases. Historical prod responses rated good. Synthetic generation for edge cases.

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Freshness reviews

Ground truth ages. Every quarter, review 10% for stale expectations. Update or retire.

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Multiple valid outputs

Many questions have multiple correct answers. Store as a list; scorer passes if output matches any.