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Large language model (LLM)-based coding assistants have made substantial progress, yet most systems remain reactive, requiring developers to explicitly formulate their needs. Proactive coding assistants aim to infer latent developer intent…

Software Engineering · Computer Science 2026-05-08 Lehui Li , Ruixuan Jia , Guo-Ye Yang , Jia Li

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

Large-language-model (LLM)-based AI agents have recently showcased impressive versatility by employing dynamic reasoning, an adaptive, multi-step process that coordinates with external tools. This shift from static, single-turn inference to…

Machine Learning · Computer Science 2026-01-08 Jiin Kim , Byeongjun Shin , Jinha Chung , Minsoo Rhu

An increasing number of news and research articles report that AI adoption is allowing professionals to blur and extend the boundaries of their corporate roles. With the goal of understanding how work processes might be changing in an…

Artificial Intelligence · Computer Science 2026-05-22 Stephanie Rosenthal , Shamsi Iqbal

Generative coding tools promise big productivity gains, but uneven uptake could widen skill and income gaps. We train a neural classifier to spot AI-generated Python functions in over 30 million GitHub commits by 170,000 developers,…

Computers and Society · Computer Science 2025-11-21 Simone Daniotti , Johannes Wachs , Xiangnan Feng , Frank Neffke

The increasing adoption and commercialization of generalized Large Language Models (LLMs) have profoundly impacted various aspects of our daily lives. Initially embraced by the computer science community, the versatility of LLMs has found…

Software Engineering · Computer Science 2025-07-08 Sajed Jalil

Divergent thinking activities, like research and ideation, are key drivers of innovation in UI/UX design. Existing research has explored AI's role in automating design tasks, but leaves a critical gap in understanding how AI specifically…

Human-Computer Interaction · Computer Science 2025-02-03 Abidullah Khan , Atefeh Shokrizadeh , Jinghui Cheng

Generative AI brings novel and impressive abilities to help people in everyday tasks. There are many AI workflows that solve real and complex problems by chaining AI outputs together with human interaction. Although there is an undeniable…

Human-Computer Interaction · Computer Science 2024-06-03 Tao Long , Katy Ilonka Gero , Lydia B. Chilton

The rapid rise of Large Language Models (LLMs) has changed software development, with tools like Copilot, JetBrains AI Assistant, and others boosting developers' productivity. However, developers now spend more time reviewing code than…

Software Engineering · Computer Science 2024-07-08 Agnia Sergeyuk , Olga Lvova , Sergey Titov , Anastasiia Serova , Farid Bagirov , Timofey Bryksin

Generative artificial intelligence (GenAI) is increasingly used for programming, yet it remains unclear when and where GenAI tools lead to productivity gains. Evidence on the effects of GenAI on the long-term development of programming…

Software Engineering · Computer Science 2026-05-07 Sebastian Maier , Moritz Gunzenhäuser , Jonas Schweisthal , Manuel Schneider , Stefan Feuerriegel

Programming is essential to modern scientific research, yet most scientists report inadequate training for the software development their work demands. Generative AI tools capable of code generation may support scientific programmers, but…

Software Engineering · Computer Science 2026-04-13 Gabrielle O'Brien , Alexis Parker , Nasir Eisty , Jeffrey Carver

As AI systems become increasingly capable and autonomous, domain experts' roles are shifting from performing tasks themselves to overseeing AI-generated outputs. Such oversight is critical, as undetected errors can have serious consequences…

Human-Computer Interaction · Computer Science 2026-03-05 Cedric Faas , Sophie Kerstan , Richard Uth , Markus Langer , Anna Maria Feit

In collaborative settings, sustaining momentum and engagement between checkpoints (e.g., meetings) can be challenging, often leading to task drift and reduced preparedness. To address this gap, we developed ReflectEd, an AI-assisted system…

Human-Computer Interaction · Computer Science 2026-03-25 Md Nazmus Sakib , Ishika Tarin , Naga Manogna Rayasam , Manas Gaur , Sanorita Dey

Objective. To explore how novice programmers' trust in Artificial Intelligence-driven Development Environments (AIDEs) relates to their coding performance and AI compliance while programming under time pressure. Background. Computer…

Human-Computer Interaction · Computer Science 2026-04-22 Nicholas Gardella , Matthew L. Bolton , Sara L. Riggs

The advancement of large language models (LLMs) has catalyzed a paradigm shift from code generation assistance to autonomous coding agents, enabling a novel development methodology termed "Vibe Coding" where developers validate AI-generated…

The increasing use of Generative Artificial Intelligence (GAI) tools in education highlights the need to understand their influence on individuals' thinking processes and agency. This research explored 20 university students' interaction…

Human-Computer Interaction · Computer Science 2024-12-02 Tianlong Zhong , Gaoxia Zhu , Kang You Lim , Yew Soon Ong

Generative Artificial Intelligence (GenAI) is rapidly reshaping software development, with growing emphasis on accelerating productivity and optimizing performance. However, excessive focus on such dimensions risks overlooking the critical…

Software Engineering · Computer Science 2026-05-22 Mariam Guizani , Maduka Subasinghage , Sherlock A. Licorish , Sofia Ouhbi

Generative AI (GenAI) tools are radically expanding the scope and capability of automation in knowledge work such as academic research. While promising for augmenting cognition and streamlining processes, AI-assisted research tools may also…

Human-Computer Interaction · Computer Science 2025-04-22 Runlong Ye , Matthew Varona , Oliver Huang , Patrick Yung Kang Lee , Michael Liut , Carolina Nobre

Although organizations increasingly position AI adoption as a pathway to competitiveness and innovation, organizations' perspectives on productivity and efficiency often clash with workers' perspectives on AI's economic and social value.…

Computers and Society · Computer Science 2026-03-09 Inha Cha , Catherine Wieczorek , Richmond Y. Wong

This exploratory study examined the consistency of human-AI collaboration by analyzing three extensive "vibe coding" sessions between a human product lead and an AI software engineer. We investigated similarities and differences in team…

Computers and Society · Computer Science 2025-08-29 Cory Knobel , Nicole Radziwill