1.4Module 1 · AI Foundations & Mental Models

Hallucinations & Limitations

AI can confidently state things that are completely false. In defence and government contexts, undetected hallucinations can compromise policy, procurement, and operational decisions.

Spot the Hallucination Verification Checklist Builder

Spot the Hallucination

Each card shows a statement an AI might generate about Australian defence or government topics. Decide if it is Accurate or a Hallucination. Defence-context hallucinations can be especially dangerous because they sound authoritative.

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Identify all 8 claims

Verification Checklist Builder

Build your own verification checklist for AI-generated content in government contexts. Pre-populated with essential checks — add your own items for your specific domain. Export as printable text when done.

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Defence context: When AI output will inform policy advice, procurement decisions, or operational planning, every item on this checklist should be verified. The higher the classification and impact, the more rigorous your verification must be.