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New attack exploits LLM agent relays, bypassing alignment defenses

By PulseAugur Editorial · [2 sources] ·

Researchers have identified a new vulnerability in LLM agent architectures that use Bring-Your-Own-Key (BYOK) systems. These architectures route LLM traffic through third-party relays, creating an integrity gap where a malicious relay can alter LLM responses after alignment but before agent execution. This 'Relay Tampering Attack' (RTA) can successfully modify messages, rendering even aligned LLMs ineffective, with attack success rates up to 99.1% across various LLMs and agent environments. AI

IMPACT Highlights a critical security vulnerability in LLM agent architectures, potentially impacting the trustworthiness and reliability of AI-driven automation.

RANK_REASON This is a research paper detailing a new attack vector on LLM agents.

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New attack exploits LLM agent relays, bypassing alignment defenses

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This is a research paper detailing a new attack vector on LLM agents.
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COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Mingyu Luo, Zihan Zhang, Zesen Liu, Yuchong Xie, Zhixiang Zhang, Dung Hiu Hilton Yeung, Wai Ip Lai, Ping Chen, Ming Wen, Dongdong She ·

    When Alignment Isn't Enough: Response-Path Attacks on LLM Agents

    arXiv:2605.02187v1 Announce Type: cross Abstract: Bring-Your-Own-Key (BYOK) agent architectures let users route LLM traffic through third-party relays, creating a critical integrity gap: a malicious relay can modify an aligned LLM response after generation but before agent execut…

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

    When Alignment Isn't Enough: Response-Path Attacks on LLM Agents

    Bring-Your-Own-Key (BYOK) agent architectures let users route LLM traffic through third-party relays, creating a critical integrity gap: a malicious relay can modify an aligned LLM response after generation but before agent execution. We formalize this post-alignment tampering th…

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