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PARASITE: Conditional System Prompt Poisoning to Hijack LLMs

PARASITE attack poisons system prompts conditionally to hijack LLMs via supply chain compromise.

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Filed by arXiv Crypto & Security1 min readRead at source ↗

arXiv:2505.16888v4 Announce Type: replace Abstract: Large Language Models (LLMs) are increasingly deployed via third-party system prompts downloaded from public marketplaces. We identify a critical supply-chain vulnerability: conditional system prompt poisoning, where an adversary injects a ``sleeper agent'' into a benign-looking prompt. Unlike traditional jailbreaks that aim for broad refusal-breaking, our proposed framework, PARASITE, optimizes system prompts to trigger LLMs to output targete

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