Why it matters
Hypothetical framing remains effective. Understanding shapes defense.
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The architecture
Academic / hypothetical frame.
Ask forbidden question.
Model may educate.
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How it works end to end
Academic pretext.
Intent classifier: distinguish research vs harm.
Refusal + safe partial answers.