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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

Reliability of build outcomes is a cornerstone of effective Continuous Integration (CI). Yet in practice, developers often struggle with non-deterministic issues in the code or CI infrastructure, which undermine trust in build results. When…

Software Engineering · Computer Science 2025-09-19 Henri Aïdasso , Francis Bordeleau , Ali Tizghadam

The capacity of AI agents to effectively handle tasks of increasing duration and complexity continues to grow, demonstrating exceptional performance in coding, deep research, and complex problem-solving evaluations. However, in daily…

Agentic AI systems are entering software engineering workflows, yet empirical evidence on how industrial organizations actually adopt them remains sparse. We present a qualitative interview study with sixteen practitioners across twelve…

Software Engineering · Computer Science 2026-05-15 Spyridon Alvanakis Apostolou , Jan Bosch , Helena Holmström Olsson

AI agents have the potential to aid users on a variety of consequential tasks, including conducting scientific research. To spur the development of useful agents, we need benchmarks that are challenging, but more crucially, directly…

Computation and Language · Computer Science 2024-09-18 Zachary S. Siegel , Sayash Kapoor , Nitya Nagdir , Benedikt Stroebl , Arvind Narayanan

[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

Coding agents represent a new paradigm in automated software engineering, combining the reasoning capabilities of Large Language Models (LLMs) with tool-augmented interaction loops. However, coding agents still have severe limitations.…

Software Engineering · Computer Science 2026-04-06 Tural Mehtiyev , Wesley Assunção

This study analyzes the performance of eight generative artificial intelligence chatbots -- ChatGPT, Claude, Copilot, DeepSeek, Gemini, Grok, Le Chat, and Perplexity -- in their free versions, in the task of generating academic…

Information Retrieval · Computer Science 2026-05-20 Álvaro Cabezas-Clavijo , Pavel Sidorenko-Bautista

The demand for quick and reliable DevOps operations pushed distributors of repository platforms to implement workflows. Workflows allow automating code management operations directly on the repository hosting the software. However, this…

Cryptography and Security · Computer Science 2022-11-11 Giacomo Benedetti , Luca Verderame , Alessio Merlo

Agent-based coding tools have transformed software development practices. Unlike prompt-based approaches that require developers to manually integrate generated code, these agent-based tools autonomously interact with repositories to…

Software Engineering · Computer Science 2026-03-17 Suzuka Yoshimoto , Shun Fujita , Kosei Horikawa , Daniel Feitosa , Yutaro Kashiwa , Hajimu Iida

Data lakehouses run sensitive workloads, where AI-driven automation raises concerns about trust, correctness, and governance. We argue that API-first, programmable lakehouses provide the right abstractions for safe-by-design, agentic…

Artificial Intelligence · Computer Science 2025-10-13 Jacopo Tagliabue , Ciro Greco

GitHub Actions (GA) is an orchestration platform that streamlines the automatic execution of software engineering tasks such as building, testing, and deployment. Although GA workflows are the primary means for automation, according to our…

Software Engineering · Computer Science 2024-09-05 Pablo Valenzuela-Toledo , Alexandre Bergel , Timo Kehrer , Oscar Nierstrasz

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

Vibe coding produces correct, executable code at speed, but leaves no record of the structural commitments, dependencies, or evidence behind it. Reviewers cannot determine what invariants were assumed, what changed, or why a regression…

Software Engineering · Computer Science 2026-04-21 Tianfu Wang , Zhezheng Hao , Yin Wu , Wei Wu , Qiang Lin , Hande Dong , Nicholas Jing Yuan , Hui Xiong

AI agents have the potential to significantly alter the cybersecurity landscape. Here, we introduce the first framework to capture offensive and defensive cyber-capabilities in evolving real-world systems. Instantiating this framework with…

Audits are critical mechanisms for identifying the risks and limitations of deployed artificial intelligence (AI) systems. However, the effective execution of AI audits remains incredibly difficult, and practitioners often need to make use…

Computers and Society · Computer Science 2025-03-03 Victor Ojewale , Ryan Steed , Briana Vecchione , Abeba Birhane , Inioluwa Deborah Raji

AI-powered code generation models have been developing rapidly, allowing developers to expedite code generation and thus improve their productivity. These models are trained on large corpora of code (primarily sourced from public…

Software Engineering · Computer Science 2023-11-21 Vahid Majdinasab , Michael Joshua Bishop , Shawn Rasheed , Arghavan Moradidakhel , Amjed Tahir , Foutse Khomh

As software engineering moves toward SE3.0, AI agents are increasingly used to carry out development tasks and contribute changes to software projects. It is therefore important to understand the extent of these contributions and how human…

Software Engineering · Computer Science 2026-01-29 Kazuma Yamasaki , Joseph Ayobami Joshua , Tasha Settewong , Mahmoud Alfadel , Kazumasa Shimari , Kenichi Matsumoto

Following the recent release of AI assistants, such as OpenAI's ChatGPT and GitHub Copilot, the software industry quickly utilized these tools for software development tasks, e.g., generating code or consulting AI for advice. While recent…

AI agents dynamically acquire tools, orchestrate sub-agents, and transact across organizational boundaries, yet no existing security layer verifies what an agent can do, whether it executed what it claims, or what happened in a multi-agent…

Cryptography and Security · Computer Science 2026-03-23 Ziling Zhou