AI fundamental

Critique and verification

Criteria, reflection workflows, evidence for human judgement, LLM-as-judge, revision decisions, and verification.

Explanatory foundation

Guiding question

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

Use observed results to support the explanation. State what the experiment cannot establish.

Related units

Where this fundamental is taught

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

Unit 06 · Teaching plan

Reflection Loops: Critique, Revision, and Better Reasoning

Participants organise critique, evidence and human decisions into workflows. In the Arena they first improve a judge, then keep the selected judge fixed while testing a generator change.

Critique and verificationInteraction literacy