← Build ExercisesDomain 2
Output Evaluation and Validation
6 build exercises to practise the concepts in this domain.
2.1Beginner25 minutes
2.1 — Audit a Summary for Accuracy and Omissions
What you will learn
- How to check whether the output answered what you asked.
- How to spot a material omission, such as a dropped caveat or deadline.
- Why a fluent summary can still be wrong.
- How to build a short checklist from the source.
2.2Intermediate40 minutes
2.2 — Hunt for Hallucinations and Bias in a Research Brief
What you will learn
- Red flags: invented statistics, citations that cannot be found, detail beyond the source, and uniform confidence.
- Why confident wording is not a sign of accuracy.
- How to test for inconsistency by asking the same thing two ways.
- How to notice one-sided framing.
2.3Intermediate35 minutes
2.3 — Fact-Check a Report Against the Source of Record
What you will learn
- Which source is the source of record for a given claim.
- Why asking Claude "are you sure?" is not validation.
- How to ask for evidence you can check, such as quotes with locations.
- How to use an independent check for high-stakes numbers.
2.4Intermediate30 minutes
2.4 — Triage Outputs: Ship, Check, or Escalate
What you will learn
- Which situations require a human to review the output.
- Why external-facing, legal, financial, health, and people-decision content needs review.
- How regulated workflows add review requirements of their own.
- How to assign a reviewer and a reason, not just "someone".
2.5Beginner25 minutes
2.5 — Adapt One Message for Three Audiences
What you will learn
- How tone, length, and detail change with the reader.
- How to tell Claude who the reader is and what they need to do next.
- How to compare drafts side by side.
- How to edit for accuracy after Claude edits for tone.
2.6Beginner25 minutes
2.6 — Choose Inline, Artifact, or Table for the Deliverable
What you will learn
- When a short inline reply is enough.
- When an Artifact fits: standalone, reusable, or iterated content.
- When a table or list makes comparisons easier to scan.
- How to request a specific format in the prompt.