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What are multi-turn jailbreaks like crescendo, and why do single-turn filters miss them?

A request that would be refused in one message often succeeds when spread across ten. The signal is understanding that conversational state is part of the attack surface, and that turn-by-turn classifiers see only fragments.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.

A request that would be refused in one message often succeeds when spread across ten. The signal is understanding that conversational state is part of the attack surface, and that turn-by-turn classifiers see only fragments.

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