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EvaluationMedium· Safety· Faithfulness· Risk Assessment

Two systems both report 92% faithfulness on the same ev...

A single metric like faithfulness does not account for the severity of failure. In high-stakes environments, the cost of the residual failure rate is significantly higher. You must evaluate the system based on the specific risk profile of the application, rather than treating identical scores as equivalent readiness to ship.

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