Ethics, Law & Governance · Internship Role

AI CRITICAL REVIEW

Fact-check AI-generated reports and content, catching hallucinations, weak sources and confident nonsense before it reaches clients.

SKILLS YOU'LL WALK AWAY WITH

Fact-checkingSource evaluationHallucination detectionEditingReview rubrics

PROOF-OF-WORK TASKS

8 TASKS

Start at Beginner and work up. Every task produces something real you can show: a report, a tool, a guide or a demo. Publish it on LinkedIn or GitHub as your proof of work.

Beginner

LEVEL 01

01Ask an AI to write a 500-word report on a topic you know well. Annotate every sentence as verified, unverified or wrong, with links.
02Check 20 citations produced by an AI and record how many exist, how many say what was claimed, and how many are invented.
03Build a 10-point 'AI Content Review' checklist for students submitting AI-assisted work.

Intermediate

LEVEL 02

01Review 5 AI-generated threat reports or news summaries against the original sources, and write a correction memo for each.
02Compare 3 AI tools on the same 15 factual questions, and publish a table of their accuracy and citation quality.
03Design a review rubric (accuracy, sourcing, reasoning, bias, clarity) with scoring guidance, and test it with a partner for consistency.

Advanced

LEVEL 03

01Create a fact-checking workflow for an organisation that publishes AI-assisted content, covering roles, tools, sign-off, and a correction policy.
02Build a semi-automated claim checker that extracts claims from a document, searches for sources, and flags unsupported claims for a human reviewer.

HAND-PICKED FREE RESOURCES

6 RESOURCES

FREE COURSE