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Generative AI technologies promise to transform the product development lifecycle. This study evaluates the efficiency gains, areas for improvement, and emerging challenges of using GitHub Copilot, an AI-powered coding assistant. We…

Software Engineering · Computer Science 2024-06-27 Ruchika Pandey , Prabhat Singh , Raymond Wei , Shaila Shankar

Despite the operational importance of hot fixes, large-scale evidence on how they reshape routine maintenance workflows, particularly in the era of autonomous coding agents, remains limited. We analyse hot fixes present in over 61,000…

Software Engineering · Computer Science 2026-04-30 Carol Hanna , Karine Even-Mendoza , W. B. Langdon , Mar Zamorano López , Justyna Petke , Federica Sarro

AI-based code assistants are promising tools that can facilitate and speed up code development. They exploit machine learning algorithms and natural language processing to interact with developers, suggesting code snippets (e.g., method…

Software Engineering · Computer Science 2024-02-15 Vincenzo Corso , Leonardo Mariani , Daniela Micucci , Oliviero Riganelli

AI coding assistants and autonomous agents are becoming integral to software development workflows, reshaping how code is produced, reviewed, and maintained. While recent research has focused mainly on the capabilities and impacts of…

Software Engineering · Computer Science 2026-05-07 Christoph Treude

AI coding agents increasingly submit pull requests (Agentic-PRs) to open-source repositories, yet their performance is commonly assessed using merge and rejection outcomes alone. We hypothesized that these outcome labels do not reliably…

The rapid adoption of AI coding agents is fundamentally shifting software developers' roles from code authors to code reviewers. While developers spend a significant portion of their time reading and comprehending code, the linguistic…

Software logging is essential for maintaining and debugging complex systems, yet it remains unclear how AI coding agents handle this non-functional requirement. While prior work characterizes human logging practices, the behaviors of AI…

Software Engineering · Computer Science 2026-04-13 Youssef Esseddiq Ouatiti , Mohammed Sayagh , Hao Li , Ahmed E. Hassan

AI coding agents are increasingly integrated into modern software engineering workflows, actively collaborating with human developers to create pull requests (PRs) in open-source repositories. Although coding agents improve developer…

Software Engineering · Computer Science 2026-03-31 K M Ferdous , Dipayan Banik , Kowshik Chowdhury , Shazibul Islam Shamim

AI coding agents are now submitting pull requests (PRs) to software projects, acting not just as assistants but as autonomous contributors. As these agentic contributions are rapidly increasing across real repositories, little is known…

Software Engineering · Computer Science 2026-01-22 Ramtin Ehsani , Sakshi Pathak , Shriya Rawal , Abdullah Al Mujahid , Mia Mohammad Imran , Preetha Chatterjee

This paper aims to explore fundamental questions in the era when AI coding assistants like GitHub Copilot are widely adopted: what do developers truly value and criticize in AI coding assistants, and what does this reveal about their needs…

Software Engineering · Computer Science 2025-08-19 Yunbo Lyu , Zhou Yang , Jieke Shi , Jianming Chang , Yue Liu , David Lo

GenAI solutions like GitHub Copilot have been shown to increase the productivity of software developers. Yet prior work remains unclear on the quality of code produced and the challenges of maintaining it in software projects. If quality…

General Economics · Economics 2026-01-29 Feiyang Xu , Poonacha K. Medappa , Murat M. Tunc , Martijn Vroegindeweij , Jan C. Fransoo

The rapid adoption of AI coding agents for software development has raised important questions about the quality and maintainability of the code they produce. While prior studies have examined AI-generated source code, the impact of AI…

Software Engineering · Computer Science 2026-01-26 Anwar Ghammam , Mohamed Almukhtar

Recent years have experienced growing contributions of AI coding agents that assist human developers in various software engineering tasks. However, this growing AI-assisted autonomy raises questions about security and trust. In this paper,…

Software Engineering · Computer Science 2026-04-23 Md Fazle Rabbi , Asif K. Turzo , Arifa I. Champa , Minhaz F. Zibran

Software is one of the most powerful tools that we humans have at our disposal; it allows a skilled programmer to interact with the world in complex and profound ways. At the same time, thanks to improvements in large language models…

Peer code reviews are crucial for maintaining the quality of the code in software repositories. Developers have introduced a number of software bots to help with the code review process. Despite the benefits of automating code review tasks,…

Software Engineering · Computer Science 2023-05-11 Nivishree Palvannan , Chris Brown

[Background/Context] AI assistants like GitHub Copilot are transforming software engineering; several studies have highlighted productivity improvements. However, their impact on code quality, particularly in terms of maintainability,…

Software Engineering · Computer Science 2024-08-21 Markus Borg , Dave Hewett , Donald Graham , Noric Couderc , Emma Söderberg , Luke Church , Dave Farley

AI coding agents are being adopted at scale, yet we lack empirical evidence on how people actually use them and how much of their output is useful in practice. We present SWE-chat, the first large-scale dataset of real coding agent sessions…

Artificial Intelligence · Computer Science 2026-04-23 Joachim Baumann , Vishakh Padmakumar , Xiang Li , John Yang , Diyi Yang , Sanmi Koyejo

AI coding assistants are now central to professional software development, yet their impact on how developers think about and practice security remains poorly understood. While prior work has documented vulnerability rates in AI-generated…

Context: Code review has long been a core practice in collaborative software engineering. As automation becomes increasingly embedded in development workflows, the role and functioning of code review are subject to change. Objective: This…

As AI agents increasingly contribute to code development and maintenance, there is still limited empirical evidence on the quality and risk characteristics of their changes in real-world projects, particularly for refactoring-oriented…

Software Engineering · Computer Science 2026-05-21 Mohamed Almukhtar , Anwar Ghammam , Hua Ming