AI fundamental

Critique and verification

Conditions of satisfaction, LLM-as-judge, separated judging sessions, revision decisions, and verification.

Explanatory foundation

Guiding question

How is generated critique tested before it is allowed to drive revision?

Use the answer to interpret evidence and limits rather than to substitute technical vocabulary for observation.

Related units

Where this fundamental is taught

Open the complete Friday guide for the conceptual input, demonstration, experiment, caveat, and transfer activity.

Unit 06

Reflection Loops: Critique, Revision, and Better Reasoning

Participants learn that asking for improvement is not yet a reflection process. They learn to separate construction, judging, revision, and verification; define explicit conditions of satisfaction; and test whether critique produces evidence-backed improvement rather than confident churn.

Critique and verificationInteraction literacy