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Continuous Integration and Deployment (CI/CD) workflows are central to modern software delivery, yet the reliability of agentic AI bots operating within these workflows remain underexplored. Using pull requests (PRs), commits, and…

Software Engineering · Computer Science 2026-04-21 Syed Muhammad Ashhar Shah , Sehrish Habib , Muizz Hussain , Maryam Abdul Ghafoor , Abdul Ali Bangash

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

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…

Software Engineering · Computer Science 2026-02-10 Miku Watanabe , Hao Li , Yutaro Kashiwa , Brittany Reid , Hajimu Iida , Ahmed E. Hassan

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…

Software Engineering · Computer Science 2026-04-07 Daniel Ogenrwot , John Businge

Agentic AI coding tools increasingly automate software development tasks. Developers can configure these tools through versioned repository-level artifacts such as Markdown and JSON files. We present a systematic analysis of configuration…

In the first half of 2025, coding agents have emerged as a category of development tools that have very quickly transitioned to the practice. Unlike ''traditional'' code completion LLMs such as Copilot, agents like Cursor, Claude Code, or…

Software Engineering · Computer Science 2026-04-09 Romain Robbes , Théo Matricon , Thomas Degueule , Andre Hora , Stefano Zacchiroli

CI/CD practices play a significant role during collaborative software development by automating time-consuming and repetitive tasks such as testing, building, quality checking, dependency and security management. GitHub Actions, the CI/CD…

Software Engineering · Computer Science 2026-03-03 Pooya Rostami Mazrae , Alexandre Decan , Tom Mens , Mairieli Wessel

The rapid adoption of AI-powered coding assistants is transforming software development practices, yet systematic comparisons of their effectiveness across different task types and over time remain limited. This paper presents an empirical…

Software Engineering · Computer Science 2026-05-08 Giovanni Pinna , Jingzhi Gong , David Williams , Federica Sarro

Continuous Integration/Continuous Delivery (CI/CD) caching is widely used to reduce repeated computation and improve CI/CD efficiency, yet maintaining effective caching requires ongoing maintenance effort. In this paper, we present the…

Software Engineering · Computer Science 2026-04-16 Kazi Amit Hasan , Yuan Tian , Safwat Hassan , Steven H. H. Ding

AI-agents help developers in different coding tasks, such as developing new features, fixing bugs, and reviewing code. Developers can write a Github issue and assign it to an AI-agent like Copilot for implementation. Based on the issue and…

Software Engineering · Computer Science 2025-12-29 Mohammed Sayagh

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 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…

Cryptography and Security · Computer Science 2026-01-05 Mohammed Latif Siddiq , Xinye Zhao , Vinicius Carvalho Lopes , Beatrice Casey , Joanna C. S. Santos

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…

Software Engineering · Computer Science 2026-02-24 Costain Nachuma , Minhaz Zibran

AI coding agents are rapidly transforming software engineering by performing tasks such as feature development, debugging, and testing. Despite their growing impact, the research community lacks a comprehensive dataset capturing how these…

Software Engineering · Computer Science 2026-02-11 Hao Li , Haoxiang Zhang , Ahmed E. Hassan

Continuous Integration and Continuous Delivery (CI/CD) is a well-established practice that automatically builds, tests, packages, and deploys software systems. To adopt CI/CD, software developers need to configure their projects using…

Software Engineering · Computer Science 2025-05-20 Taher A. Ghaleb , Osamah Abduljalil , Safwat Hassan

The growing popularity of machine learning (ML) and the integration of ML components with other software artifacts has led to the use of continuous integration and delivery (CI/CD) tools, such as Travis CI, GitHub Actions, etc. that enable…

Software Engineering · Computer Science 2025-02-25 Dhia Elhaq Rzig , Alaa Houerbi , Rahul Ghanshyam Chavan , Foyzul Hassan

AI coding agents such as Codex and Claude Code are increasingly used to autonomously contribute to software repositories. However, little is known about how repository-level configuration artifacts affect operational efficiency of the…

Software Engineering · Computer Science 2026-03-31 Jai Lal Lulla , Seyedmoein Mohsenimofidi , Matthias Galster , Jie M. Zhang , Sebastian Baltes , Christoph Treude

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…

Software Engineering · Computer Science 2026-03-18 Suzhen Zhong , Shayan Noei , Ying Zou , Bram Adams

Continuous Integration (CI) is a cornerstone of modern collaborative software development, and numerous CI platforms are available. Differences in maintenance overhead, reliability, and integration depth with code-hosting platforms make…

Software Engineering · Computer Science 2025-11-04 Chong Wang , Chen Zhang , Jiajun Wu , Wunan Guo , Jianfeng Qu , Yewen Tian , Yang Liu

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…

Software Engineering · Computer Science 2026-04-07 Islem Khemissi , Moataz Chouchen , Dong Wang , Raula Gaikovina Kula
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