Evaluation and reliability

Independent verification

working definition

Definition

Checking an outcome with evidence, components, context, or authorities meaningfully separated from the system that produced it.

Distinguish it from nearby terms

Independence reduces shared failure but does not make a verifier neutral, calibrated, or correct.

Check your understanding

Specify independence of model, prompt, context, data, toolchain, organization, and incentives.