Interactive Clarification for Cloud Infrastructure-as-Code Synthesis
The scale and complexity of modern cloud infrastructure have made "Infrastructure-as-Code" (IaC) essential for managing deployments through declarative configurations. While large language models (LLMs) are increasingly used to generate IaC configurations from natural language, user requests are often ambiguous and underspecified. Unlike traditional code generation, it is costly and time-consuming to test IaC configurations during the synthesis, forcing the LLMs into an almost one-shot regime. We observe that ambiguity in IaC synthesis exhibits a compositional structure: configurations decompose into three axes (resources, topology, attributes) where higher-level decisions constrain lower...
| Authors | Zhenning Yang, Kaden Gruizenga, Tongyuan Miao et al. |
|---|---|
| Primary category | cs.SE |
| Published | 1 April 2026 |
| Last updated at source | 29 August 2026 |
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