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Apocalyptic Prompts Create Apocalyptic Answers
Models respond to the frame a user provides. A prompt that assumes a secret enemy, chosen figure, or imminent revelation can produce a compelling story that reflects the assumption rather than independent evidence.
Cognitive liberty begins by stepping outside the frame and asking what else could explain the pattern.
Practices For Human Judgment
- Ask for sources and inspect them outside the model.
- Compare outputs across systems and prompts.
- Keep consequential decisions connected to accountable people.
- Document errors and share them with affected communities.
- Refuse automated labels that reduce a person to a prediction.

