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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…

Software Engineering · Computer Science 2024-01-24 Mairieli Wessel , Alexander Serebrenik , Igor Wiese , Igor Steinmacher , Marco A. Gerosa

GitHub introduced the suggestion feature to enable reviewers to explicitly suggest code modifications in pull requests. These suggestions make the reviewers' feedback more actionable for the submitters and represent a valuable knowledge for…

Software Engineering · Computer Science 2025-02-10 Abir Bouraffa , Yen Dieu Pham , Walid Maalej

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…

Software Engineering · Computer Science 2026-05-05 Kacper Duma , Patryk Wróblewski , Jagoda Bobińska , Julia Winiarska , Piotr Przymus

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

ChatGPT has significantly impacted software development practices, providing substantial assistance to developers in a variety of tasks, including coding, testing, and debugging. Despite its widespread adoption, the impact of ChatGPT as an…

Software Engineering · Computer Science 2024-03-18 Huizi Hao , Kazi Amit Hasan , Hong Qin , Marcos Macedo , Yuan Tian , Steven H. H. Ding , Ahmed E. Hassan

We present a two-stage pipeline for AI-assisted improvement of published algorithm implementations. In the first stage, a large language model with research capabilities identifies recently published algorithms satisfying explicit…

Software Engineering · Computer Science 2026-04-16 Worasait Suwannik

LLM-based autonomous coding agents have reshaped software development. While these agents excel at code generation, open questions persist about the long-term maintainability of AI-generated code. This study empirically investigates the…

Software Engineering · Computer Science 2026-05-12 Shota Sawada , Tatsuya Shirai , Yutaro Kashiwa , Ken'ichi Yamaguchi , Hiroshi Iwata , Hajimu Iida

Pull-based development has enabled numerous volunteers to contribute to open-source projects with fewer barriers. Nevertheless, a considerable amount of pull requests (PRs) with valid contributions are abandoned by their contributors,…

Software Engineering · Computer Science 2024-08-23 SayedHassan Khatoonabadi , Diego Elias Costa , Rabe Abdalkareem , Emad Shihab

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

AI-based coding agents are increasingly integrated into software development workflows, collaborating with developers to create pull requests (PRs). Despite their growing adoption, the role of human-agent collaboration in software testing…

Software Engineering · Computer Science 2026-01-30 Roberto Milanese , Francesco Salzano , Angelica Spina , Antonio Vitale , Remo Pareschi , Fausto Fasano , Mattia Fazzini

As AI coding agents evolve from autocomplete tools to autonomous "AI workforce" teammates, they introduce a critical new bottleneck: human maintainers must now manage complex interaction loops rather than just reviewing code. Analyzing…

Agentic systems have recently emerged as state-of-the-art approaches for automated theorem proving in formal mathematics. To assess how far these capabilities extend to program verification, we evaluate Claude Code in an agentic proving…

Artificial Intelligence · Computer Science 2026-05-25 Alessandro Sosso , Akhil Arora , Bas Spitters

As Software Engineering enters its new era (SE 3.0), AI coding agents increasingly automate software development workflows. However, it remains unclear how exactly these agents recognize and address software energy concerns-an issue growing…

Software Engineering · Computer Science 2026-01-01 Tanjum Motin Mitul , Md. Masud Mazumder , Md Nahidul Islam Opu , Shaiful Chowdhury

Code Search is a key task that many programmers often have to perform while developing solutions to problems. Current methodologies suffer from an inability to perform accurately on prompts that contain some ambiguity or ones that require…

Software Engineering · Computer Science 2024-08-22 Sarthak Jain , Aditya Dora , Ka Seng Sam , Prabhat Singh

Readability models and tools have been proposed to measure the effort to read code. However, these models are not completely able to capture the quality improvements in code as perceived by developers. To investigate possible features for…

Software Engineering · Computer Science 2023-09-07 Carlos Eduardo C. Dantas , Adriano M. Rocha , Marcelo A. Maia

Code review is central to software engineering education but hard to scale in capstone projects due to tight deadlines, uneven peer feedback, and limited prior experience. We investigate an LLM-as-reviewer integrated directly into GitHub…

Software Engineering · Computer Science 2026-04-28 Eduardo Oliveira , Michael Fu , Patanamon Thongtanunam , Sonsoles López-Pernas , Mohammed Saqr

The rapid adoption of AI coding agents and AI assistant web services is fundamentally changing how developers discover, consume, and interact with technical documentation. This paper studies that transformation across three interconnected…

Software Engineering · Computer Science 2026-04-06 Oleksii Borysenko

In recent years, with the rapid advancement of large language models (LLMs), multi-agent systems have become increasingly more capable of practical application. At the same time, the software development industry has had a number of new…

Software Engineering · Computer Science 2024-10-30 Cory Hymel , Sida Peng , Kevin Xu , Charath Ranganathan

AI coding assistants have proliferated rapidly, yet structured pedagogical frameworks for learning these tools remain scarce. Developers face a gap between tool documentation and practical mastery, relying on fragmented resources such as…

Computers and Society · Computer Science 2026-05-01 Zain Naboulsi

Software engineering agents have shown significant promise in writing code. As AI agents permeate code writing, and generate huge volumes of code automatically -- the matter of code quality comes front and centre. As the automatically…

Software Engineering · Computer Science 2026-04-08 Yuntong Zhang , Zhiyuan Pan , Imam Nur Bani Yusuf , Haifeng Ruan , Ridwan Shariffdeen , Abhik Roychoudhury