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
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
Mosaic is introduced, a runtime-efficient multi-agent planning framework that maintains accurate yet lightweight state tracking through agent-centric semantic memory that stores objects in relative coordinates, enabling geometric transformations and coordination.
