· 11 min read
Evals vs Benchmarks vs Certification: What Each One Actually Proves
A mechanism-level explainer of what an eval, a benchmark, and per-decision certification each prove about an AI agent or a model change, why an aggregate pass rate is not per-decision safety, and where the hard, largely-unsolved part still lives.