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Infrastructure as Code (IaC) has become integral to modern software development, enabling automated and consistent configuration of computing environments. The rapid proliferation of IaC scripts has highlighted the need for better code…

Software Engineering · Computer Science 2025-02-06 Pandu Ranga Reddy Konala , Vimal Kumar , David Bainbridge , Junaid Haseeb

Background: Everything as Code (EaC) is an emerging paradigm aiming to codify all aspects of modern software systems. Despite its growing popularity, comprehensive industry standards and peer-reviewed research clarifying its scope and…

Software Engineering · Computer Science 2025-07-08 Haoran Wei , Nazim Madhavji , John Steinbacher

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

Context: Security smells are recurring coding patterns that are indicative of security weakness, and require further inspection. As infrastructure as code (IaC) scripts, such as Ansible and Chef scripts, are used to provision cloud-based…

Cryptography and Security · Computer Science 2020-06-23 Akond Rahman , Md. Rayhanur Rahman , Chris Parnin , Laurie Williams

\textbf{Context:} Policy-as-Code (PaC) has become a foundational approach for embedding governance, compliance, and security requirements directly into software systems. While organizations increasingly adopt PaC tools, the software…

Software Engineering · Computer Science 2026-01-12 Patrick Loic Foalem , Foutse Khomh , Leuson Da Silva , Ettore Merlo

Automating Infrastructure-as-Code (IaC) is challenging, and large language models (LLMs) often produce incorrect configurations from natural language (NL). We present TerraFormer, a neuro-symbolic framework for IaC generation and mutation…

Software Engineering · Computer Science 2026-01-14 Prithwish Jana , Sam Davidson , Bhavana Bhasker , Andrey Kan , Anoop Deoras , Laurent Callot

DevOps pipeline is a set of automated tasks or processes or jobs that has tasks assigned to execute automatically that allow the Development team and Operations team to collaborate for building and deployment of the software or services.…

Software Engineering · Computer Science 2025-03-21 Adarsh Saxena , Sudhakar Singh , Shiv Prakash , Tiansheng Yang , Rajkumar Singh Rathore

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…

Software Engineering · Computer Science 2025-10-24 Zhenning Yang , Hui Guan , Victor Nicolet , Brandon Paulsen , Joey Dodds , Daniel Kroening , Ang Chen

The rapid adoption of foundation models has significantly expanded the capabilities of software systems, enabling them to perform complex language, reasoning, and interaction tasks that were previously difficult to automate. However, this…

Software Engineering · Computer Science 2026-03-09 Mina Taraghi , Mohammad Mehdi Morovati , Foutse Khomh

In recent years, defect prediction techniques based on deep learning have become a prominent research topic in the field of software engineering. These techniques can identify potential defects without executing the code. However, existing…

Software Engineering · Computer Science 2024-05-20 Ying Xing , Mengci Zhao , Bin Yang , Yuwei Zhang , Wenjin Li , Jiawei Gu , Jun Yuan

Despite huge software engineering efforts and programming language support, resource and memory leaks are still a troublesome issue, even in memory-managed languages such as Java. Understanding the properties of leak-inducing defects, how…

Software Engineering · Computer Science 2019-12-17 Mohammadreza Ghanavati , Diego Costa , Janos Seboek , David Lo , Artur Andrzejak

Inter-Component Communication (ICC) is a key mechanism in Android. It enables developers to compose rich functionalities and explore reuse within and across apps. Unfortunately, as reported by a large body of literature, ICC is rather…

Software Engineering · Computer Science 2021-01-18 Jordan Samhi , Alexandre Bartel , Tegawendé F. Bissyandé , Jacques Klein

Kubernetes is a tool that facilitates rapid deployment of software. Unfortunately, configuring Kubernetes is prone to errors. Configuration defects are not uncommon and can result in serious consequences. This paper reports an empirical…

Software Engineering · Computer Science 2025-12-09 Yue Zhang , Uchswas Paul , Marcelo d'Amorim , Akond Rahman

Maintenance is a dominant component of software cost, and localizing reported defects is a significant component of maintenance. We propose a scalable approach that leverages the natural language present in both defect reports and source…

Software Engineering · Computer Science 2012-11-14 Zachary P. Fry , Westley Weimer

Large Language Models (LLMs) have become key components of modern software, with prompts acting as their de-facto programming interface. However, prompt design remains largely empirical and small mistakes can cascade into unreliable,…

Software Engineering · Computer Science 2025-09-19 Haoye Tian , Chong Wang , BoYang Yang , Lyuye Zhang , Yang Liu

The delivery of key services in domains ranging from finance and manufacturing to healthcare and transportation is underpinned by a rapidly growing number of mission-critical enterprise applications. Ensuring the continuity of these complex…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-23 Premathas Somasekaram , Radu Calinescu , Rajkumar Buyya

With the popularity of Hybrid Quantum-Classical architectures, particularly noisy intermediate-scale quantum (NISQ) architectures, comes the need for quality assurance methods tailored to their specific faults. In this study, we propose a…

Software Engineering · Computer Science 2026-01-21 Avner Bensoussan , Gunel Jahangirova , Mohammad Reza Mousavi

I/O efficiency is crucial to productivity in scientific computing, but the increasing complexity of the system and the applications makes it difficult for practitioners to understand and optimize I/O behavior at scale. Data-driven machine…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-04-19 Mihailo Isakov , Mikaela Currier , Eliakin del Rosario , Sandeep Madireddy , Prasanna Balaprakash , Philip Carns , Robert B. Ross , Glenn K. Lockwood , Michel A. Kinsy

Frequent toolchain updates and growing ISA diversity have made system-level software package repair increasingly important. Diagnosing and repairing build failures remains challenging because failures involve heterogeneous evidence,…

Software Engineering · Computer Science 2026-05-12 Chenyu Zhao , Minghua Ma , Shenglin Zhang , Zeshun Huang , Yongqian Sun , Chetan Bansal , Saravan Rajmohan , Dan Pei

There is an increasing global emphasis on information accessibility, with numerous researchers actively developing automated tools to detect and repair accessibility issues, thereby ensuring that individuals with diverse abilities can…

Software Engineering · Computer Science 2024-12-02 Liming Nie , Hao Liu , Jing Sun , Kabir Sulaiman Said , Shanshan Hong , Lei Xue , Zhiyuan Wei , Yangyang Zhao , Meng Li