---
id: 20260718-T0-07
title: "LLM智能体间的隐藏信道：文本之外的对齐与沟通"
title_en: "Hidden Communication Channels Exist Between LLM Agents Beyond Text"
url: https://ai.daily.yangsir.net/daily/20260718-T0-07
issue_date: 2026-07-18
publish_date: 2026-07-17T04:00:00.000Z
category: research
source_name: "arXiv cs.CL (NLP)"
source_url: https://arxiv.org/abs/2607.14103
---

# LLM智能体间的隐藏信道：文本之外的对齐与沟通

arXiv最新研究揭示，大型语言模型智能体可能利用其内部世界模型在明文消息传递之外建立隐藏通信信道。研究表明，多个LLM智能体在多代理系统中可以通过文本对齐以外的机制进行信息交换，这挑战了现有基于纯文本通信的多智能体系统设计假设，对AI安全和可解释性具有重要意义。

## English Version

**Hidden Communication Channels Exist Between LLM Agents Beyond Text**

A new arXiv paper reveals that LLM agents may establish latent communication channels beyond clear-text message passing by leveraging internal world models. The study shows that multiple LLM agents can exchange information through mechanisms other than text alignment, challenging existing assumptions in multi-agent system design and carrying significant implications for AI safety and interpretability.

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**来源**：[arXiv cs.CL (NLP)](https://arxiv.org/abs/2607.14103)

**详情页**：https://ai.daily.yangsir.net/daily/20260718-T0-07

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