Cloud Infrastructure Management in the Age of AI Agents

Zhenning Yang, Archit Bhatnagar, Yiming Qiu, Tongyuan Miao, Patrick Tser Jern Kon +4 more
6/13/2025
cs.AIcs.HCcs.LG

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Abstract

Cloud infrastructure is the cornerstone of the modern IT industry. However, managing this infrastructure effectively requires considerable manual effort from the DevOps engineering team. We make a case for developing AI agents powered by large language models (LLMs) to automate cloud infrastructure management tasks. In a preliminary study, we investigate the potential for AI agents to use different cloud/user interfaces such as software development kits (SDK), command line interfaces (CLI), Infrastructure-as-Code (IaC) platforms, and web portals. We report takeaways on their effectiveness on different management tasks, and identify research challenges and potential solutions.

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Cite this paper

@article{yang2025cloud,
  title  = {Cloud Infrastructure Management in the Age of AI Agents},
  author = {Zhenning Yang and Archit Bhatnagar and Yiming Qiu and Tongyuan Miao and Patrick Tser Jern Kon and Yunming Xiao and Yibo Huang and Martin Casado and Ang Chen},
  year   = {2025},
  eprint = {2506.12270},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2506.12270v1}
}

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