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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

Recent progress in large-scale language models has enabled breakthroughs in previously intractable computer programming tasks. Prior work in meta-learning and neural architecture search has led to substantial successes across various task…

Artificial Intelligence · Computer Science 2023-02-06 Alex Sheng , Shankar Padmanabhan

This review presents a comprehensive analysis of two emerging paradigms in AI-assisted software development: vibe coding and agentic coding. While both leverage large language models (LLMs), they differ fundamentally in autonomy,…

Software Engineering · Computer Science 2025-05-27 Ranjan Sapkota , Konstantinos I. Roumeliotis , Manoj Karkee

Software Engineering (SE) agents have shown promising abilities in supporting various SE tasks. Current SE agents remain fundamentally reactive, making decisions mainly based on conversation history and the most recent response. However,…

Software Engineering · Computer Science 2026-02-05 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 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…

Code has emerged as a precise and executable medium for reasoning and action in the agent era. Yet, progress has largely focused on language-centric tasks such as program synthesis and debugging, leaving visual-centric coding underexplored.…

Computer Vision and Pattern Recognition · Computer Science 2025-11-05 Kevin Qinghong Lin , Yuhao Zheng , Hangyu Ran , Dantong Zhu , Dongxing Mao , Linjie Li , Philip Torr , Alex Jinpeng Wang

Code-generating tools are increasingly used in software development, yet experience reports on conversational "vibe coding" under production constraints remain limited. This paper presents an experience report from a small full-stack team…

Software Engineering · Computer Science 2026-03-13 Md Nasir Uddin Shuvo , Md Aidul Islam , Md Mahade Hasan , Muhammad Waseem , Pekka Abrahamsson

Personalized programming tutoring, such as exercise recommendation, can enhance learners' efficiency, motivation, and outcomes, which is increasingly important in modern digital education. However, the lack of sufficient and high-quality…

Artificial Intelligence · Computer Science 2025-05-28 Yi Zhan , Qi Liu , Weibo Gao , Zheng Zhang , Tianfu Wang , Shuanghong Shen , Junyu Lu , Zhenya Huang

Code generation is crucial in software engineering for automating the coding process efficiently. While test-time computation methods show promise, they suffer from high latency due to multiple computation rounds. To overcome this, we…

Software Engineering · Computer Science 2025-05-28 Xiaoqing Zhang , Yuhan Liu , Flood Sung , Xiuying Chen , Shuo Shang , Rui Yan

The shift toward intent-driven software engineering (often termed "Vibe Coding") exposes a critical Context-Fidelity Trade-off: vague user intents overwhelm linear reasoning chains, leading to architectural collapse in complex repo-level…

Software Engineering · Computer Science 2026-04-16 Yi Lin , Lujin Zhao , Yijie Shi

The practice of programming is undergoing a revolution with the introduction of AI assisted development (copilots) and the creation of new programming languages that are designed explicitly for tooling, analysis, and automation. Integrated…

Software Engineering · Computer Science 2024-06-17 Mark Marron

AI coding agents have become central to developer workflows, yet every existing solution locks its reasoning capabilities within a specific delivery form, such as a CLI, IDE plugin, or web application. This limitation creates systemic…

Software Engineering · Computer Science 2026-04-14 Huacan Wang , Jie Zhou , Ningyan Zhu , Shuo Zhang , Feiyu Chen , Jiarou Wu , Ge Chen , Chen Liu , Wangyi Chen , Xiaofeng Mou , Yi Xu

Current tool-using AI agents suffer from limited action space, context inefficiency, and probabilistic instability that makes them unsuitable for handling repetitive tasks which are otherwise reliably and efficiently tackled by agentic…

Software Engineering · Computer Science 2025-12-19 Nishant Gaurav , Adit Akarsh , Tejas Ravishankar , Manoj Bajaj

Procedural memory enables large language model (LLM) agents to internalize "how-to" knowledge, theoretically reducing redundant trial-and-error. However, existing frameworks predominantly suffer from a "passive accumulation" paradigm,…

Artificial Intelligence · Computer Science 2026-04-16 Zouying Cao , Jiaji Deng , Li Yu , Weikang Zhou , Zhaoyang Liu , Bolin Ding , Hai Zhao

Effective code generation requires both model capability and a problem representation that carefully structures how models reason and plan. Existing approaches augment reasoning steps or inject specific structure into how models think, but…

Computation and Language · Computer Science 2026-04-17 Geonhui Jang , Dongyoon Han , YoungJoon Yoo

The rapid advancement of AI-assisted software engineering has brought transformative potential to the field of software engineering, but existing tools and paradigms remain limited by cognitive overload, inefficient tool integration, and…

Software Engineering · Computer Science 2026-03-12 Filipe R. Cogo , Gustavo A. Oliva , Ahmed E. Hassan

Developing AI models that are useful in clinical practice, requires efficient collaboration between clinicians and AI developers. This poses a practical challenge: clinicians must repeatedly communicate and refine their requirements with AI…

Computer Vision and Pattern Recognition · Computer Science 2026-05-28 Zihao Zhao , Frederik Hauke , Juliana De Castilhos , Mathis Bode , Jakob Nikolas Kather , Sven Nebelung , Daniel Truhn

Vibe researching is an emerging paradigm in which human researchers provide high-level direction and critical judgment while LLM-based agents handle the labor-intensive execution of literature review, experimentation, data analysis, and…

Computers and Society · Computer Science 2026-04-02 Yebo Feng , Yang Liu

With the advent of large language models, research in automated software engineering has increasingly focused on leveraging these models to achieve a deeper semantic understanding of code or to engineer sophisticated agent-based processes.…

Software Engineering · Computer Science 2026-05-29 Yuhong Liu , Yunhe Su , Zhipeng Peng , Zhiwen Luo , Lin Shi , Zhi Jin , Li Zhang