---
id: 20260521-T0-11
title: "代理网络信任机制需原生设计"
title_en: "Agent Trust Must Be Built-In, Not Added On"
url: https://ai.daily.yangsir.net/daily/20260521-T0-11
issue_date: 2026-05-21
publish_date: 2026-05-20T04:00:00.000Z
category: research
source_name: "arXiv cs.AI"
source_url: https://arxiv.org/abs/2605.19035
---

# 代理网络信任机制需原生设计

arXiv论文指出，随着LLM代理向协作生态系统演进，信任机制必须原生设计而非后期添加。研究分析了11个模型在长周期任务中的协作缺陷，提出网络级信任框架的必要性。

## English Version

**Agent Trust Must Be Built-In, Not Added On**

arXiv paper argues that as LLM agents shift from isolated to collaborative systems, trust mechanisms must be natively designed. The study analyzes delegation failures among 11 models in long-horizon tasks, proposing that network-level trust frameworks are essential for reliable agent ecosystems.

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**来源**：[arXiv cs.AI](https://arxiv.org/abs/2605.19035)

**详情页**：https://ai.daily.yangsir.net/daily/20260521-T0-11

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