Prompt LibraryEngineering

Hallucination Canary & Detector Prompt

Inject a canary to detect when the model invents facts.

The prompt

Design a hallucination canary for the task below:
1. A fictional entity or fact the model should NOT know about, planted in a system note.
2. The detection rule: if the output references the canary as real, flag as hallucination.
3. A second test: ask about a real entity the model should know — if it denies the real one, that's a different failure.
4. The threshold for action.

Task: {{task}}

Replace the {{fields}} with your own context and tighten the rules to match your domain.

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