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Context: The 'as code' suffix in infrastructure as code (IaC) refers to applying software engineering activities, such as version control, to maintain IaC scripts. Without the application of these activities, defects that can have serious…

Software Engineering · Computer Science 2020-06-02 Akond Rahman , Effat Farhana , Laurie Williams

The scale and complexity of modern cloud infrastructure have made Infrastructure-as-Code (IaC) essential for managing deployments. While large Language models (LLMs) are increasingly being used to generate IaC configurations from natural…

Software Engineering · Computer Science 2026-04-06 Zhenning Yang , Kaden Gruizenga , Tongyuan Miao , Patrick Tser Jern Kon , Hui Guan , Ang Chen

Infrastructure as Code (IaC) automates the provisioning and management of IT infrastructure through scripts and tools, streamlining software deployment. Prior studies have shown that IaC scripts often contain recurring security…

Cryptography and Security · Computer Science 2025-09-24 Aicha War , Adnan A. Rawass , Abdoul K. Kabore , Jordan Samhi , Jacques Klein , Tegawende F. Bissyande

Context: In continuous deployment, software and services are rapidly deployed to end-users using an automated deployment pipeline. Defects in infrastructure as code (IaC) scripts can hinder the reliability of the automated deployment…

Software Engineering · Computer Science 2020-06-03 Akond Rahman , Laurie Williams

In recent years, Infrastructure as Code (IaC) has emerged as a critical approach for managing and provisioning IT infrastructure through code and automation. IaC enables organizations to create scalable and consistent environments,…

Cryptography and Security · Computer Science 2025-11-18 Yikun Li , Matteo Grella , Daniel Nahmias , Gal Engelberg , Dan Klein , Giancarlo Guizzardi , Thijs van Ede , Andrea Continella

Infrastructure as Code (IaC) is a revolutionary approach which has gained significant prominence in the Industry. IaC manages and provisions IT infrastructure using machine-readable code by enabling automation, consistency across the…

Software Engineering · Computer Science 2024-04-02 Kalahasti Ganesh Srivatsa , Sabyasachi Mukhopadhyay , Ganesh Katrapati , Manish Shrivastava

The escalating complexity of software systems and accelerating development cycles pose a significant challenge in managing code errors and implementing business logic. Traditional techniques, while cornerstone for software quality…

Software Engineering · Computer Science 2023-10-16 Gang Fan , Xiaoheng Xie , Xunjin Zheng , Yinan Liang , Peng Di

Infrastructure-as-code (IaC) is a practice to implement continuous deployment by allowing management and provisioning of infrastructure through the definition of machine-readable files and automation around them, rather than physical…

Software Engineering · Computer Science 2020-07-08 Stefano Dalla Palma , Dario Di Nucci , Fabio Palomba , Damian A. Tamburri

Infrastructure as Code (IaC) is fundamental to modern cloud computing, enabling teams to define and manage infrastructure through machine-readable configuration files. However, different cloud service providers utilize diverse IaC formats.…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-09 Sam Davidson , Li Sun , Bhavana Bhasker , Laurent Callot , Anoop Deoras

Infrastructure-as-Code (IaC) generation holds significant promise for automating cloud infrastructure provisioning. Recent advances in Large Language Models (LLMs) present a promising opportunity to democratize IaC development by generating…

Software Engineering · Computer Science 2026-01-13 Tianyi Zhang , Shidong Pan , Zejun Zhang , Zhenchang Xing , Xiaoyu Sun

Large Language Models (LLMs) currently exhibit low success rates in generating correct and intent-aligned Infrastructure as Code (IaC). This research investigated methods to improve LLM-based IaC generation, specifically for Terraform, by…

Artificial Intelligence · Computer Science 2025-12-18 Roman Nekrasov , Stefano Fossati , Indika Kumara , Damian Andrew Tamburri , Willem-Jan van den Heuvel

Large Language Models (LLMs) have attained human-level fluency in text generation, which complicates the distinguishing between human-written and LLM-generated texts. This increases the risk of misuse and highlights the need for reliable…

Machine Learning · Computer Science 2025-11-19 Zheng Chen , Yushi Feng , Jisheng Dang , Yue Deng , Changyang He , Hongxi Pu , Haoxuan Li , Bo Li

The increasing use of Infrastructure as Code (IaC) in DevOps leads to benefits in speed and reliability of deployment operation, but extends to infrastructure challenges typical of software systems. IaC scripts can contain defects that…

Software Engineering · Computer Science 2022-06-22 Michele Chiari , Michele De Pascalis , Matteo Pradella

Internet of Things (IoT) is a growing technology that relies on connected 'things' that gather data from peer devices and send data to servers via APIs (Application Programming Interfaces). The design quality of those APIs has a direct…

Software Engineering · Computer Science 2022-05-16 Francis Palma , Tobias Olsson , Anna Wingkvist , Javier Gonzalez-Huerta

Background: As Infrastructure as Code (IaC) becomes standard practice, ensuring the reliability of IaC scripts is essential. Defect taxonomies are valuable tools for this, offering a common language for issues and enabling systematic…

Software Engineering · Computer Science 2025-06-19 Wendell Oliveira , Filipe Paiva , Thiago Emmanuel Pereira , João Brunet

Deep Learning is emerging as an effective technique to detect sophisticated cyber-attacks targeting Industrial Control Systems (ICSs). The conventional approach to detection in literature is to learn the "normal" behaviour of the system, to…

Cryptography and Security · Computer Science 2021-04-16 Maged Abdelaty , Roberto Doriguzzi-Corin , Domenico Siracusa

The deployment of Large Language Models (LLMs) for code debugging (e.g., C and Python) is widespread, benefiting from their ability to understand and interpret intricate concepts. However, in the semiconductor industry, utilising LLMs to…

Hardware Architecture · Computer Science 2024-05-14 Ke Xu , Jialin Sun , Yuchen Hu , Xinwei Fang , Weiwei Shan , Xi Wang , Zhe Jiang

Anti-patterns are poor solutions to recurring design problems. Number of empirical studies have highlighted the negative impact of anti-patterns on software maintenance which motivated the development of various detection techniques. Most…

Software Engineering · Computer Science 2019-10-18 Antoine Barbez , Foutse Khomh , Yann-Gaël Guéhéneuc

Infrastructure as Code (IaC) enables automated provisioning of large-scale cloud and on-premise environments, reducing the need for repetitive manual setup. However, this automation is a double-edged sword: a single misconfiguration in IaC…

Cryptography and Security · Computer Science 2026-01-22 Qiyue Mei , Michael Fu

Infrastructure as Code (IaC) is the process of managing IT infrastructure via programmable configuration files (also called IaC scripts). Like other software artifacts, IaC scripts may contain security smells, which are coding patterns that…

Cryptography and Security · Computer Science 2022-09-08 Nuno Saavedra , João F. Ferreira
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