Why it matters
Step-by-step is compound pattern. Understanding shapes defense.
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The architecture
Request step-by-step.
Wrap in role-play or hypothetical.
Model may provide.
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How it works end to end
Compound with role / hypothetical.
Concrete instructions more harmful.
Refusal training + intent classifiers.