Why it matters

Automated red-teaming scales findings. Understanding shapes practice.

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The architecture

Attacker LLM generates prompts.

Target LLM responds.

Judge scores.

Iterate: attacker learns.

Automated red-team loopAttacker LLMgenerates promptsTarget LLMrespondsJudge + iterateattacker learnsPAIR + Rainbow Teaming + GPTFuzzer are examples; combine with manual + user reports
Auto red-team.
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How it works end to end

PAIR (Chao et al. 2023).

AutoDAN.

Rainbow Teaming (Meta).

Findings feed safety training.