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Autonomous coding agents are increasingly deployed as AI teammates in modern software engineering, independently authoring pull requests (PRs) that modify production code at scale. This study aims to systematically characterize how…

密码学与安全 · 计算机科学 2026-01-05 Mohammed Latif Siddiq , Xinye Zhao , Vinicius Carvalho Lopes , Beatrice Casey , Joanna C. S. Santos

We analyze code review interactions for AI-generated pull requests (PRs) on GitHub using the AIDev dataset and compare them to human-authored PRs within the same repositories. We find that most AI-generated PRs receive no review and, when…

软件工程 · 计算机科学 2026-05-05 Kacper Duma , Patryk Wróblewski , Jagoda Bobińska , Julia Winiarska , Piotr Przymus

AI coding agents are increasingly acting as autonomous contributors by generating and submitting pull requests (PRs). However, we lack empirical evidence on how these agent-generated PRs differ from human contributions, particularly in how…

软件工程 · 计算机科学 2026-04-07 Daniel Ogenrwot , John Businge

While prior work has examined the generation capabilities of Agentic AI systems, little is known about how reviewers respond to AI-authored code in practice. In this paper, we present a large-scale empirical study of code review dynamics in…

软件工程 · 计算机科学 2026-01-28 Md. Asif Haider , Thomas Zimmermann

The rapid adoption of large language models has led to the emergence of AI coding agents that autonomously create pull requests on GitHub. However, how these agents differ in their pull request description characteristics, and how human…

AI-based code review tools automatically review and comment on pull requests to improve code quality. Despite their growing presence, little is known about their actual impact. We present a large-scale empirical study of 16 popular AI-based…

软件工程 · 计算机科学 2026-04-28 Kexin Sun , Hongyu Kuang , Sebastian Baltes , Xin Zhou , He Zhang , Xiaoxing Ma , Guoping Rong , Dong Shao , Christoph Treude

Open source software development has become more social and collaborative, evident GitHub. Since 2016, GitHub started to support more informal methods such as emoji reactions, with the goal to reduce commenting noise when reviewing any code…

软件工程 · 计算机科学 2023-07-17 Dong Wang , Tao Xiao , Teyon Son , Raula Gaikovina Kula , Takashi Ishio , Yasutaka Kamei , Kenichi Matsumoto

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…

Autonomous coding agents increasingly contribute to software development by submitting pull requests on GitHub; yet, little is known about how these contributions integrate into human-driven review workflows. We present a large empirical…

软件工程 · 计算机科学 2026-02-24 Costain Nachuma , Minhaz Zibran

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…

Large language models (LLMs) are increasingly being integrated into software development processes. The ability to generate code and submit pull requests with minimal human intervention, through the use of autonomous AI agents, is poised to…

软件工程 · 计算机科学 2026-02-10 Miku Watanabe , Hao Li , Yutaro Kashiwa , Brittany Reid , Hajimu Iida , Ahmed E. Hassan

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,…

软件工程 · 计算机科学 2023-05-11 Nivishree Palvannan , Chris Brown

Code review is a critical software engineering practice where developers review code changes before integration to ensure code quality, detect defects, and improve maintainability. In recent years, AI agents that can understand code…

软件工程 · 计算机科学 2026-03-18 Suzhen Zhong , Shayan Noei , Ying Zou , Bram Adams

GitHub's Copilot for Pull Requests (PRs) is a promising service aiming to automate various developer tasks related to PRs, such as generating summaries of changes or providing complete walkthroughs with links to the relevant code. As this…

软件工程 · 计算机科学 2024-02-15 Tao Xiao , Hideaki Hata , Christoph Treude , Kenichi Matsumoto

As a maintainer of an open source software project, you are usually happy about contributions in the form of pull requests that bring the project a step forward. Past studies have shown that when reviewing a pull request, not only its…

软件工程 · 计算机科学 2021-03-08 Marvin Wyrich , Raoul Ghit , Tobias Haller , Christian Müller

The pull-based development is widely adopted in modern open-source software (OSS) projects, where developers propose changes to the codebase by submitting a pull request (PR). However, due to many reasons, PRs in OSS projects frequently…

软件工程 · 计算机科学 2023-04-18 Kazi Amit Hasan , Marcos Macedo , Yuan Tian , Bram Adams , Steven Ding

Although coding agents have introduced new coordination dynamics in collaborative software development, detailed interactions in practice remain underexplored, especially for the code review process. In this study, we mine agent-authored PR…

软件工程 · 计算机科学 2026-04-07 Islem Khemissi , Moataz Chouchen , Dong Wang , Raula Gaikovina Kula

Software projects frequently use automation tools to perform repetitive activities in the distributed software development process. Recently, GitHub introduced GitHub Actions, a feature providing automated workflows for software projects.…

软件工程 · 计算机科学 2024-01-24 Mairieli Wessel , Joseph Vargovich , Marco A. Gerosa , Christoph Treude

Software bots have been facilitating several development activities in Open Source Software (OSS) projects, including code review. However, these bots may bring unexpected impacts to group dynamics, as frequently occurs with new technology…

软件工程 · 计算机科学 2024-01-24 Mairieli Wessel , Alexander Serebrenik , Igor Wiese , Igor Steinmacher , Marco A. Gerosa

Large language models (LLMs) have recently gained prominence in the field of software development, significantly boosting productivity and simplifying teamwork. Although prior studies have examined task-specific applications, the…

软件工程 · 计算机科学 2025-11-14 Antonio Collante , Samuel Abedu , SayedHassan Khatoonabadi , Ahmad Abdellatif , Ebube Alor , Emad Shihab
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