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Generation and Validation of Configuration Management Code for Cyber Range Environments Using Large Language Models

Travis Lee et al · LibraryPress@UF · 2026

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This research explores the use of large language models (LLMs) to automate cyber range sandbox configuration with SaltStack. LLMs translate natural language prompts into executable SaltStack states, streamlining the environment setup, and reducing manual scripting. An LLM-controlled proxy manages a SaltStack master, enabling on-demand configuration for various use cases. A second LLM validates the generated configurations to ensure correctness. This approach improves flexibility, adapts to changing requirements, and demonstrates the potential of natural language-driven configuration management for secure testing and development environments.

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APA 7

al, T. L. E. (2026). Generation and Validation of Configuration Management Code for Cyber Range Environments Using Large Language Models. https://journals.flvc.org/FLAIRS/article/view/141847

MLA

al, Travis Lee et. "Generation and Validation of Configuration Management Code for Cyber Range Environments Using Large Language Models." 2026. https://journals.flvc.org/FLAIRS/article/view/141847.

Chicago

al, Travis Lee et. 2026. "Generation and Validation of Configuration Management Code for Cyber Range Environments Using Large Language Models.". https://journals.flvc.org/FLAIRS/article/view/141847.

Harvard

al, T. L. E. 2026, Generation and Validation of Configuration Management Code for Cyber Range Environments Using Large Language Models, LibraryPress@UF, available at: https://journals.flvc.org/FLAIRS/article/view/141847 [Accessed 9 Aug. 2026].

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Title
Generation and Validation of Configuration Management Code for Cyber Range Environments Using Large Language Models
Author / contributors
Travis Lee et al
Publisher
LibraryPress@UF
Publication year
2026
ISSN
2334-0754
ISSN
2334-0754
Language
English

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