Benchmark
Simple
An exam for AI: identical tasks so you can fairly compare who is better.
Business
A standardized comparison of models/systems; the methodology matters more than the number — chapter 11 is about this.
Tech
A fixed dataset + metric + run protocol (SWE-bench, GAIA, BrowseComp); risks: contamination, self-reporting, version drift.