Cloud infrastructure is managed through a mix of interfaces—traditionally, cloud consoles, command-line interfaces (CLI), and SDKs are the tools of choice. Recently, Infrastructure-as-Code/IaC frameworks (e.g., Terraform) have quickly gained popularity. Unlike conventional tools, IaC frameworks encode the infrastructur...
Zhenning Yang, Hui Guan, Victor Nicolet et al.· Proceedings of the ACM on So...· 0 citations
DevOps programming (e.g., using CLI/API scripts or IaC frameworks) is key to cloud infrastructure management. Unlike traditional programming tasks, DevOps program testing needs provisioning and execution against actual cloud resources, which is often time-consuming, unsafe, and costly. Cloud emulators have gained popul...
Archit Bhatnagar, Zhenning Yang, Sarah McClure et al.· 0 citations
A training-free, multi-level disambiguation framework that generates diverse candidate specifications, identifies structural disagreements across these axes, ranks them by informativeness, and produces targeted clarification questions that progressively narrow the configuration space is proposed.
Zhenning Yang, Kaden Gruizenga, Tong-Yuan Miao et al.· 0 citations
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