benchmarks

A falling aggregate can hide worse observed results in every input slice. Learn to inspect mixtures, missing outcomes, scorer changes and the release requirement.

Read benchmark scores through their tasks, budgets, scoring rules and missing outcomes. Work through a joint security-and-utility example before applying a result to your product.

Keep test purposes and exposure history explicit. Version justified corrections, split related cases and protect confirmation from both direct access and repeated tuning feedback.