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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

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…

Claude Code is an agentic coding tool that can run shell commands, edit files, and call external services on behalf of the user. This study describes its comprehensive architecture by analyzing the publicly available TypeScript source code…

Software Engineering · Computer Science 2026-04-17 Jiacheng Liu , Xiaohan Zhao , Xinyi Shang , Zhiqiang Shen

Agentic code assistants are a new generation of AI systems capable of performing end-to-end software engineering tasks. While these systems promise unprecedented productivity gains, their behavior and effectiveness depend heavily on…

Software Engineering · Computer Science 2026-05-26 Helio Victor F. Santos , Vitor Costa , Joao Eduardo Montandon , Marco Tulio Valente

Large Language Models (LLMs) have demonstrated considerable potential in improving coding education by providing support for code writing, explanation, and debugging. However, existing LLM-based approaches generally fail to assess students'…

Multiagent Systems · Computer Science 2025-07-21 Jianing Zhao , Peng Gao , Jiannong Cao , Zhiyuan Wen , Chen Chen , Jianing Yin , Ruosong Yang , Bo Yuan

We investigate whether giving LLM agents the collaborative tools and autonomy that humans naturally use for problem solving can improve their performance. We equip Claude Code agents with MCP-based social media and journaling tools and…

Artificial Intelligence · Computer Science 2025-09-18 Harper Reed , Michael Sugimura , Angelo Zangari

Agentic AI coding tools such as Claude Code and OpenAI Codex execute multi-step coding tasks with limited human oversight. To steer these tools, developers create repository-level configuration artifacts (e.g., Markdown files) for…

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

Large language models are rapidly changing how learners acquire and demonstrate cybersecurity skills. However, when human--AI collaboration is allowed, educators still lack validated competition designs and evaluation practices that remain…

Code review has evolved for decades, from informal peer checking to today's pull request (PR) workflows, yet it remains a largely manual, uneven, and cognitively demanding process. The rise of Artificial Intelligence (AI) coding assistants…

Software Engineering · Computer Science 2026-05-19 Hüseyin Özgür Kamalı , Erdem Tuna , Vahid Haratian , Eray Tüzün

We introduce ACE-TA, the Agentic Coding and Explanations Teaching Assistant framework, that autonomously routes conceptual queries drawn from programming course material to grounded Q&A, stepwise coding guidance, and automated quiz…

Human-Computer Interaction · Computer Science 2026-04-14 Himanshu Tripathi , Charlottee Crowell , Kaley Newlin , Subash Neupane , Shahram Rahimi , Jason Keith

Behavioral analysis of tutoring dialogues is essential for understanding student learning, yet manual coding remains a bottleneck. We present a methodology where LLM coding agents autonomously improve the prompts used by LLM classifiers to…

Human-Computer Interaction · Computer Science 2026-03-31 Eason Chen , Isabel Wang , Nina Yuan , Sophia Judicke , Kayla Beigh , Xinyi Tang

The growing ubiquity of artificial intelligence (AI), in particular large language models (LLMs), has profoundly altered the way in which learners gain knowledge and interact with learning material, with many claiming that AI positively…

Artificial Intelligence · Computer Science 2025-07-18 Jarosław A. Chudziak , Adam Kostka

Generative AI creates new opportunities for programming education, but many existing systems remain overly directive, producing lengthy explanations and premature solutions that can overwhelm K-12 novices. In this paper, we present a…

Human-Computer Interaction · Computer Science 2026-05-19 Cassandra Lucas , Anshul Bihani , Rohini Kukka , Chun-Hua Tsai , Jaydeb Sarker , Mia Mohammad Imran

Informal learning procedures have been changing extremely fast over the recent decades not only due to the advent of online learning, but also due to changes in what humans need to learn to meet their various life and career goals.…

Computers and Society · Computer Science 2021-12-23 Mohammadreza Tavakoli , Abdolali Faraji , Mohammadreza Molavi , Stefan T. Mol , Gábor Kismihók

The shortage of people trained in STEM fields is becoming acute, and universities and colleges are straining to satisfy this demand. In the case of computer science, for instance, the number of US students taking introductory courses has…

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

Developers now have access to a growing array of increasingly autonomous AI tools for software development. While many studies examine copilots that provide chat assistance or code completions, evaluations of coding agents -- which can…

Software Engineering · Computer Science 2025-09-16 Valerie Chen , Ameet Talwalkar , Robert Brennan , Graham Neubig

We study whether adoption of an AI coding assistant causally expands the technological frontier of individual software developers. We exploit the staggered rollout of Claude Code across GitHub between May 2025 and January 2026 in a panel of…

General Economics · Economics 2026-05-26 Alexander Quispe

Automated feedback systems have become increasingly integral to programming education, where learners engage in iterative cycles of code construction, testing, and refinement. Despite its wider integration in practices and technical…

Computers and Society · Computer Science 2026-02-03 Yeonji Jung , Yunseo Lee , Jiyeong Bae , DoYong Kim , Heungsoo Choi , Minji Kang , Unggi Lee
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