Read the Scorecard: Intervals, Gates and a Frozen Baseline
A scorecard that says 87% can hide that 60 cases cannot support it. An LLM evaluation scorecard in ai-eval: every rate with its 95% interval, gates on the lower bound, and a regression gate on the largest drop in the total or any failure mode.