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API misuse introduces security vulnerabilities, system failures, and increases maintenance costs, all of which remain critical challenges in software development. Existing detection approaches rely on static analysis or machine…

Software Engineering · Computer Science 2025-09-23 Saikat Mondal , Chanchal K. Roy , Hong Wang , Juan Arguello , Samantha Mathan

Static benchmarks measure what AI agents can do at a fixed point in time but not how they are adopted, maintained, or experienced in deployment. We introduce AgentPulse, a continuous evaluation framework scoring 50 agents across 10 workload…

Artificial Intelligence · Computer Science 2026-04-28 Yuxuan Gao , Megan Wang , Yi Ling Yu

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

Continuous Integration (CI) enforces repository-level correctness through multi-stage workflows and is central to modern software development, yet diagnosing and repairing CI failures remains challenging. Unlike traditional program repair,…

Software Engineering · Computer Science 2026-05-06 Rabeya Khatun Muna , Md Nakhla Rafi , Tse-Hsun , Chen

Agentic coding tools, such as OpenAI Codex, Claude Code, and Cursor, are transforming the software engineering landscape. These AI-powered systems function as autonomous teammates capable of planning and executing complex development tasks.…

Software Engineering · Computer Science 2025-11-10 Kosei Horikawa , Hao Li , Yutaro Kashiwa , Bram Adams , Hajimu Iida , Ahmed E. Hassan

The automatic generation of pull requests (PRs) using AI agents has become increasingly common. Although AI-generated PRs are fast and easy to create, their merge rates have been reported to be lower than those created by humans. In this…

Software Engineering · Computer Science 2026-01-27 Haruhiko Yoshioka , Takahiro Monno , Haruka Tokumasu , Taiki Wakamatsu , Yuki Ota , Nimmi Weeraddana , Kenichi Matsumoto

Agentic AI systems are increasingly being integrated into scientific workflows, yet their behavior under realistic conditions remains insufficiently understood. We evaluate CMBAgent across two workflow paradigms and eighteen astrophysical…

Artificial Intelligence · Computer Science 2026-04-29 Shivam Rawat , Lucie Flek

AI-powered web agents have the potential to automate repetitive tasks, such as form filling, information retrieval, and scheduling, but they struggle to reliably execute these tasks without human intervention, requiring users to provide…

Human-Computer Interaction · Computer Science 2026-01-27 Yimeng Liu , Misha Sra , Jeevana Priya Inala , Chenglong Wang

Large language model (LLM) based coding agents increasingly act as autonomous contributors that generate and merge pull requests, yet their real-world effects on software projects are unclear-especially compared with widely adopted…

Software Engineering · Computer Science 2026-01-28 Shyam Agarwal , Hao He , Bogdan Vasilescu

Reproducing computational research is often assumed to be as simple as rerunning the original code with provided data. In practice, missing packages, fragile file paths, version conflicts, or incomplete logic frequently cause analyses to…

Software Engineering · Computer Science 2026-04-24 Syed Mehtab Hussain Shah , Frank Hopfgartner , Arnim Bleier

The rapid integration of Large Language Models (LLMs) into software development workflows has given rise to a new class of AI-assisted coding tools, such as Claude-Code, Codex, and Gemini CLIs. While promising significant productivity…

Software Engineering · Computer Science 2026-03-24 Ruixin Zhang , Wuyang Dai , Hung Viet Pham , Gias Uddin , Jinqiu Yang , Song Wang

There is burgeoning interest in designing AI-based systems to assist humans in designing computing systems, including tools that automatically generate computer code. The most notable of these comes in the form of the first self-described…

Cryptography and Security · Computer Science 2021-12-17 Hammond Pearce , Baleegh Ahmad , Benjamin Tan , Brendan Dolan-Gavitt , Ramesh Karri

Traditional software relies on contracts -- APIs, type systems, assertions -- to specify and enforce correct behavior. AI agents, by contrast, operate on prompts and natural language instructions with no formal behavioral specification.…

Artificial Intelligence · Computer Science 2026-02-27 Varun Pratap Bhardwaj

Performance optimization is a critical yet challenging aspect of software development, often requiring a deep understanding of system behavior, algorithmic tradeoffs, and careful code modifications. Although recent advances in AI coding…

Software Engineering · Computer Science 2025-12-29 Huiyun Peng , Antonio Zhong , Ricardo Andrés Calvo Méndez , Kelechi G. Kalu , James C. Davis

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

Autonomous AI agents are transforming software development and redefining how developers collaborate with AI. Prior research shows that the adoption and use of AI-powered tools differ between core and peripheral developers. However, it…

Software Engineering · Computer Science 2026-01-29 Shamse Tasnim Cynthia , Joy Krishan Das , Banani Roy

Agentic workflows built on low-code orchestration platforms enable rapid development of multi-agent systems, but they also introduce new and poorly understood failure modes that hinder reliability and maintainability. Unlike traditional…

Artificial Intelligence · Computer Science 2026-03-02 Xuyan Ma , Xiaofei Xie , Yawen Wang , Junjie Wang , Boyu Wu , Mingyang Li , Qing Wang

Large-scale software development has become a highly collaborative and geographically distributed endeavour, especially in open-source software development ecosystems and their associated developer communities. It has given rise to modern…

Software Engineering · Computer Science 2023-05-18 Mairieli Wessel , Tom Mens , Alexandre Decan , Pooya Rostami Mazrae

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

Automation platforms such as GitHub Actions and n8n are increasingly adopting so-called agentic workflows, which integrate Large Language Model (LLM) agents for tasks such as code review and data synchronization. While bringing convenience…

Cryptography and Security · Computer Science 2026-05-13 Neil Fendley , Zhengyu Liu , Aonan Guan , Jiacheng Zhong , Yinzhi Cao