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迈向智能云管理的系统基础

Towards a Systems Foundation for Agentic Cloud Management

Minghao Li, Ziqian Liu, Ziyu Mao, Daqian Ding, Yu Kang, Qingwei Lin, Tianyin Xu, Yiming Qiu

arXiv 2607.25883首次发表:更新:

AI 中文总结

研究智能云管理中缺少系统基础的问题,核心方法是开发CloudWeaver智能管理基础架构,贡献在于能跨界面管理,确定会话上下文、协调并发操作,提供安全保证和可追溯反馈,经Azure API工作负载验证。

AI 中文摘要

智能云管理正在兴起,旨在实现繁琐操作自动化、减少辛劳并提高响应能力。尽管自主管理代理发展迅速,但仍缺少一个系统基础来实现跨代理以及代理与人类操作员之间的安全有效操作。本文主张建立这样一个系统基础,并分享了开发CloudWeaver的工作,它是一种跨现有云用户界面和未来原生代理界面的智能管理基础架构。具体讨论了CloudWeaver如何通过云资源的本地视图确定单个代理会话的上下文,以及如何协调对共享云资源的并发管理操作。CloudWeaver在存在冲突意图时提供强大的安全保证和可追溯反馈,同时保持独立操作之间的并发。使用代表性的Azure API工作负载对CloudWeaver进行了验证。

英文摘要

Agentic cloud management is emerging as a practice to automate laborious operations, minimize toil, and improve responsiveness. Despite the rapid development of autonomous management agents, we argue that the fundamental missing piece is a systems foundation to enable safe, effective operations across agents and between agents and human operators. In this paper, we advocate for the need of such a systems foundation and share our efforts on developing CloudWeaver, an agentic management substrate that works across existing cloud-user interfaces and future agent-native interfaces. Specifically, we discuss how CloudWeaver (1) scopes the context of individual agent sessions with local views of cloud resources and (2) coordinates concurrent management operations on shared cloud resources. CloudWeaver offers strong safety guarantees and attributable feedback in the presence of conflicting intents, while preserving concurrency between independent operations. We validate CloudWeaver using a representative Azure API workload.

论文原文

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