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Policy & SafetyOfficialPreprintarXiv Cryptography and Security

Researchers Identify Widespread Response Path Integrity Vulnerability in BYOK LLM Agents

A new arXiv preprint reports a security vulnerability affecting Bring Your Own Key (BYOK) configurations in large language model (LLM) agents, used by an estimated 88% of mainstream systems. The study finds that a relay in the response path can silently tamper with model outputs after alignment but before execution, with experiments showing that 99.7% of such malicious modifications to code pass public tests undetected. The authors propose a server-side cryptographic defense that successfully blocks all tested tampering attempts with negligible latency impact.

Why it matters: This finding exposes a significant security risk in widely used LLM agent architectures, raising concerns about the reliability of automated outputs in sensitive applications.

Full story at: arXiv Cryptography and Security