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We discuss Google's journey in developing and refining two internal AI-based IDE features: code completion and natural-language-driven code transformation (Transform Code). We address challenges in latency, user experience and suggestion…

AI agents are continually optimized for tasks related to human work, such as software engineering and professional writing, signaling a pressing trend with significant impacts on the human workforce. However, these agent developments have…

Artificial Intelligence · Computer Science 2025-11-10 Zora Zhiruo Wang , Yijia Shao , Omar Shaikh , Daniel Fried , Graham Neubig , Diyi Yang

As generative AI (GenAI) increasingly permeates design workflows, its impact on design outcomes and designers' creative capabilities warrants investigation. We conducted a within-subjects experiment where we asked participants to design…

Human-Computer Interaction · Computer Science 2024-11-04 Yue Fu , Han Bin , Tony Zhou , Marx Wang , Yixin Chen , Zelia Gomes Da Costa Lai , Jacob O. Wobbrock , Alexis Hiniker

Human-AI collaboration is on the rise with the deployment of AI-enabled intelligent assistants (e.g. Amazon Echo, Cortana, Siri, etc.) across organizational contexts. It is claimed that intelligent assistants can help people achieve more in…

Human-Computer Interaction · Computer Science 2020-01-01 Sonia Jawaid Shaikh , Ignacio Cruz

Current in-IDE AI coding tools typically rely on time-consuming manual prompting and context management, whereas proactive alternatives that anticipate developer needs without explicit invocation remain underexplored. Understanding when…

Human-Computer Interaction · Computer Science 2026-01-16 Nadine Kuo , Agnia Sergeyuk , Valerie Chen , Maliheh Izadi

Large project overruns and overtime work have been reported in the software industry, resulting in additional expense for companies and personal issues for developers. The present work aims to provide an overview of studies related to time…

Software Engineering · Computer Science 2020-04-23 Miikka Kuutila , Mika Mäntylä , Umar Farooq , Maëlick Claes

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

AI approaches are progressing besting humans at game-related tasks (e.g. chess). The next stage is expected to be Human-AI collaboration; however, the research on this subject has been mixed and is in need of additional data points. We add…

Human-Computer Interaction · Computer Science 2024-03-05 Cheng Ren , Zachary Pardos , Zhi Li

Artificial intelligence (AI) is being increasingly integrated into human problem-solving, yet its effects on individual skill development remain unclear. We examine how both AI usage and informativeness can shape learning in the context of…

Artificial Intelligence · Computer Science 2026-05-22 Shang Wu , Hongyu Yao , Catarina Belem , Shuyuan Fu , Mark Steyvers , Padhraic Smyth

The increasing popularity of AI, particularly Large Language Models (LLMs), has significantly impacted various domains, including Software Engineering. This study explores the integration of AI tools in software engineering practices within…

Software Engineering · Computer Science 2024-04-18 Sayan Chatterjee , Ching Louis Liu , Gareth Rowland , Tim Hogarth

The capabilities of artificial intelligence (AI) lie along a jagged frontier, where AI systems surprisingly fail on tasks that humans find easy and succeed on tasks that humans find hard. To investigate user reactions to this phenomenon, we…

Computers and Society · Computer Science 2026-04-07 Jacy Reese Anthis , Hannah Cha , Solon Barocas , Alexandra Chouldechova , Jake Hofman

With the growing popularity of intelligent assistants (IAs), evaluating IA quality becomes an increasingly active field of research. This paper identifies and quantifies the feedback effect, a novel component in IA-user interactions: how…

Human-Computer Interaction · Computer Science 2023-04-19 Zidi Xiu , Kai-Chen Cheng , David Q. Sun , Jiannan Lu , Hadas Kotek , Yuhan Zhang , Paul McCarthy , Christopher Klein , Stephen Pulman , Jason D. Williams

Despite widespread speculation about artificial intelligence's impact on the future of work, we lack systematic empirical evidence about how these systems are actually being used for different tasks. Here, we present a novel framework for…

Human-AI collaboration increasingly drives decision-making across industries, from medical diagnosis to content moderation. While AI systems promise efficiency gains by providing automated suggestions for human review, these workflows can…

Human-Computer Interaction · Computer Science 2025-09-11 Jacob Beck , Stephanie Eckman , Christoph Kern , Frauke Kreuter

This study explores the structural and performance impacts of artificial intelligence (AI) adoption on Indias knowledge intensive startups, spanning information technology, financial technology, health technology, and educational…

General Economics · Economics 2025-07-29 Venkat Ram Reddy Ganuthula , Ramesh Kuruva

Participants in recent discussions of AI-related issues ranging from intelligence explosion to technological unemployment have made diverse claims about the nature, pace, and drivers of progress in AI. However, these theories are rarely…

Artificial Intelligence · Computer Science 2015-12-21 Miles Brundage

Recent advancements in large language models, including GPT-4 and its variants, and Generative AI-assisted coding tools like GitHub Copilot, ChatGPT, and Tabnine, have significantly transformed software development. This paper analyzes how…

Software Engineering · Computer Science 2024-11-05 Vijay Joshi , Iver Band

This paper presents an extensive study on the application of AI techniques for software effort estimation in the past five years from 2017 to 2023. By overcoming the limitations of traditional methods, the study aims to improve accuracy and…

Software Engineering · Computer Science 2024-02-09 Nhi Tran , Tan Tran , Nam Nguyen

Studies show that interactions with an AI system fosters trust in human users towards AI. An often overlooked element of such interaction dynamics is the (sense of) urgency when the human user is prompted by an AI agent, e.g., for advice or…

Artificial Intelligence · Computer Science 2026-04-10 Baran Shajari , Xiaoran Liu , Kyanna Dagenais , Istvan David

Technical debt refers to the trade-offs between code quality and faster delivery, impacting future development with increased complexity, bugs, and costs. This study empirically analyzes the additional work effort caused by technical debt…

Software Engineering · Computer Science 2025-02-25 Kartik Gupta
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