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Encrypted Skills Can Become New Security Exploits If AI Agents Know How to Decipher

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Summary

Researchers introduce Ciphered Skill Injection (CSI), which hides malicious instructions in encoded form inside third-party skill files so that LLM agents decode and follow them. Across eight models and 139 injection-task pairs, the Caesar and layered variants reach attack success rates of up to 47.5% and 40.3% in the primary setting with shortened skills. The tested skill scanners rarely flag the injected skills.