Author

Zhenning Yang

University of Michigan

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Open access Oct 2026

NSync: Automated Cloud Infrastructure-as-Code Reconciliation with AI Agents

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

Preprint Aug 2026

Automated Synthesis of Cloud Emulators

The key idea is to combine LLMs' general strengths in documentation understanding and code generation with cloud-specific symbolic abstractions that suppress hallucinations and enforce precision at scale, while using the real cloud as an oracle for automated testing, repair, and alignment.

Archit Bhatnagar, Zhenning Yang, Sarah McClure et al. · 0 citations

#artificial intelligence Preprint Apr 2026

Interactive Clarification for Cloud Infrastructure-as-Code Synthesis

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