---
id: 20260826-T0-05
title: "LLM驱动的渗透测试：工具系统性分类与设计法则出炉"
title_en: "Agentic Security: Systematizing Tools and Failure Modes for LLM Penetration Testing"
url: https://ai.daily.yangsir.net/daily/20260826-T0-05
issue_date: 2026-08-26
publish_date: 2026-08-25T04:00:00.000Z
category: research
source_name: "arXiv cs.CL (NLP)"
source_url: https://arxiv.org/abs/2608.21423
---

# LLM驱动的渗透测试：工具系统性分类与设计法则出炉

一篇系统化研究论文对LLM驱动的安全测试工具进行了全面分类，梳理了工具类型、常见失败模式，并为开发者提出了设计准则。论文指出，当前LLM安全代理在真实部署中反复出现同一类运营故障，例如任务规划失误、工具调用错误、结果误判等。作者从实践中提炼出“设计法则”，帮助团队构建更稳定、可落地的LLM渗透测试系统。

## English Version

**Agentic Security: Systematizing Tools and Failure Modes for LLM Penetration Testing**

This systematization paper categorizes LLM-driven penetration testing tools, documents recurring failure modes in production deployments, and proposes design laws for building robust agentic security systems. It identifies common operational pitfalls such as planning errors, incorrect tool invocation, and misinterpretation of results. The authors distill practical guidelines to help teams develop more reliable LLM-based security testing tools.

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**来源**：[arXiv cs.CL (NLP)](https://arxiv.org/abs/2608.21423)

**详情页**：https://ai.daily.yangsir.net/daily/20260826-T0-05

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