标题： 迈向一个平台，以民主化人工智能代理在网络故障排除中的实验和基准测试 显示英文标题

标题： Towards a Playground to Democratize Experimentation and Benchmarking of AI Agents for Network Troubleshooting

摘要： 最近的研究已经证明了人工智能（AI）以及更具体地说，大型语言模型（LLMs）在支持网络配置综合和自动化网络诊断任务等方面的有效性。在这项初步工作中，我们将重点限制在AI代理在网络故障排除中的应用，并详细说明需要一个标准化、可重复和开放的基准测试平台，以便以较低的操作成本构建和评估AI代理。 显示英文摘要

摘要： Recent research has demonstrated the effectiveness of Artificial Intelligence (AI), and more specifically, Large Language Models (LLMs), in supporting network configuration synthesis and automating network diagnosis tasks, among others. In this preliminary work, we restrict our focus to the application of AI agents to network troubleshooting and elaborate on the need for a standardized, reproducible, and open benchmarking platform, where to build and evaluate AI agents with low operational effort.