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Data science plays a critical role in transforming complex data into actionable insights across numerous domains. Recent developments in large language models (LLMs) have significantly automated data science workflows, but a fundamental…

As AI coding agents become embedded in software development workflows, developers are beginning to operationalize ethical principles by encoding behavioral rules into repository-level context files for AI agents, such as AGENTS.md files.…

Software Engineering · Computer Science 2026-05-08 Christoph Treude , Sebastian Baltes , Marc Cheong

Autonomous multi-agent AI systems are poised to transform various industries, particularly software development and knowledge work. Understanding current perceptions among professionals is crucial for anticipating adoption challenges,…

Computers and Society · Computer Science 2025-06-04 Nikola Balic

Poorly formulated research problems can compromise the practical relevance of Software Engineering studies by not reflecting the complexities of industrial practice. This vision paper explores the use of artificial intelligence agents to…

Software Engineering · Computer Science 2025-12-16 Anrafel Fernandes Pereira , Maria Teresa Baldassarre , Daniel Mendez , Marcos Kalinowski

We introduce the concept of "Design Agents" for engineering applications, particularly focusing on the automotive design process, while emphasizing that our approach can be readily extended to other engineering and design domains. Our…

Artificial Intelligence · Computer Science 2025-12-04 Mohamed Elrefaie , Janet Qian , Raina Wu , Qian Chen , Angela Dai , Faez Ahmed

This study explores agentic AI's transformative role in product management, proposing a conceptual co-evolutionary framework to guide its integration across the product lifecycle. Agentic AI, characterized by autonomy, goal-driven behavior,…

Computational Engineering, Finance, and Science · Computer Science 2025-07-03 Nishant A. Parikh

Recent advances in large language models have sparked growing interest in AI agents capable of solving complex, real-world tasks. However, most existing agent systems rely on manually crafted configurations that remain static after…

Artificial Intelligence · Computer Science 2025-09-03 Jinyuan Fang , Yanwen Peng , Xi Zhang , Yingxu Wang , Xinhao Yi , Guibin Zhang , Yi Xu , Bin Wu , Siwei Liu , Zihao Li , Zhaochun Ren , Nikos Aletras , Xi Wang , Han Zhou , Zaiqiao Meng

The field of artificial intelligence (AI) is witnessing a recent upsurge in research, tools development, and deployment of applications. Multiple software companies are shifting their focus to developing intelligent systems; and many others…

Software Engineering · Computer Science 2021-08-04 Feras A. Batarseh , Rasika Mohod , Abhinav Kumar , Justin Bui

Agentic visual analytics (VA) represents an emerging class of systems in which large language model (LLM)-driven agents autonomously plan, execute, evaluate, and iterate across the full visual analytics pipeline. By shifting users from…

Databases · Computer Science 2026-04-20 Tianqi Luo , Leixian Shen , Yuyu Luo

We present GLM-5, a next-generation foundation model designed to transition the paradigm of vibe coding to agentic engineering. Building upon the agentic, reasoning, and coding (ARC) capabilities of its predecessor, GLM-5 adopts DSA to…

Machine Learning · Computer Science 2026-02-25 GLM-5-Team , : , Aohan Zeng , Xin Lv , Zhenyu Hou , Zhengxiao Du , Qinkai Zheng , Bin Chen , Da Yin , Chendi Ge , Chenghua Huang , Chengxing Xie , Chenzheng Zhu , Congfeng Yin , Cunxiang Wang , Gengzheng Pan , Hao Zeng , Haoke Zhang , Haoran Wang , Huilong Chen , Jiajie Zhang , Jian Jiao , Jiaqi Guo , Jingsen Wang , Jingzhao Du , Jinzhu Wu , Kedong Wang , Lei Li , Lin Fan , Lucen Zhong , Mingdao Liu , Mingming Zhao , Pengfan Du , Qian Dong , Rui Lu , Shuang-Li , Shulin Cao , Song Liu , Ting Jiang , Xiaodong Chen , Xiaohan Zhang , Xuancheng Huang , Xuezhen Dong , Yabo Xu , Yao Wei , Yifan An , Yilin Niu , Yitong Zhu , Yuanhao Wen , Yukuo Cen , Yushi Bai , Zhongpei Qiao , Zihan Wang , Zikang Wang , Zilin Zhu , Ziqiang Liu , Zixuan Li , Bojie Wang , Bosi Wen , Can Huang , Changpeng Cai , Chao Yu , Chen Li , Chengwei Hu , Chenhui Zhang , Dan Zhang , Daoyan Lin , Dayong Yang , Di Wang , Ding Ai , Erle Zhu , Fangzhou Yi , Feiyu Chen , Guohong Wen , Hailong Sun , Haisha Zhao , Haiyi Hu , Hanchen Zhang , Hanrui Liu , Hanyu Zhang , Hao Peng , Hao Tai , Haobo Zhang , He Liu , Hongwei Wang , Hongxi Yan , Hongyu Ge , Huan Liu , Huanpeng Chu , Jia'ni Zhao , Jiachen Wang , Jiajing Zhao , Jiamin Ren , Jiapeng Wang , Jiaxin Zhang , Jiayi Gui , Jiayue Zhao , Jijie Li , Jing An , Jing Li , Jingwei Yuan , Jinhua Du , Jinxin Liu , Junkai Zhi , Junwen Duan , Kaiyue Zhou , Kangjian Wei , Ke Wang , Keyun Luo , Laiqiang Zhang , Leigang Sha , Liang Xu , Lindong Wu , Lintao Ding , Lu Chen , Minghao Li , Nianyi Lin , Pan Ta , Qiang Zou , Rongjun Song , Ruiqi Yang , Shangqing Tu , Shangtong Yang , Shaoxiang Wu , Shengyan Zhang , Shijie Li , Shuang Li , Shuyi Fan , Wei Qin , Wei Tian , Weining Zhang , Wenbo Yu , Wenjie Liang , Xiang Kuang , Xiangmeng Cheng , Xiangyang Li , Xiaoquan Yan , Xiaowei Hu , Xiaoying Ling , Xing Fan , Xingye Xia , Xinyuan Zhang , Xinze Zhang , Xirui Pan , Xu Zou , Xunkai Zhang , Yadi Liu , Yandong Wu , Yanfu Li , Yidong Wang , Yifan Zhu , Yijun Tan , Yilin Zhou , Yiming Pan , Ying Zhang , Yinpei Su , Yipeng Geng , Yong Yan , Yonglin Tan , Yuean Bi , Yuhan Shen , Yuhao Yang , Yujiang Li , Yunan Liu , Yunqing Wang , Yuntao Li , Yurong Wu , Yutao Zhang , Yuxi Duan , Yuxuan Zhang , Zezhen Liu , Zhengtao Jiang , Zhenhe Yan , Zheyu Zhang , Zhixiang Wei , Zhuo Chen , Zhuoer Feng , Zijun Yao , Ziwei Chai , Ziyuan Wang , Zuzhou Zhang , Bin Xu , Minlie Huang , Hongning Wang , Juanzi Li , Yuxiao Dong , Jie Tang

A paradigm shift is underway in Software Engineering, with AI systems such as LLMs playing an increasingly important role in boosting software development productivity. This trend is anticipated to persist. In the next years, we expect a…

Software Engineering · Computer Science 2026-03-27 Valerio Terragni , Annie Vella , Partha Roop , Kelly Blincoe

Agentic AI represents a major shift in how autonomous systems reason, plan, and execute multi-step tasks through the coordination of Large Language Models (LLMs), Vision Language Models (VLMs), tools, and external services. While these…

Reinforcement Learning (RL) has traditionally focused on training specialized agents to optimize predefined reward functions within narrowly defined environments. However, the advent of powerful Large Language Models (LLMs) and increasingly…

Artificial Intelligence · Computer Science 2026-05-18 Fangming Cui , Ruixiao Zhu , Cheng Fang , Sunan Li , Jiahong Li

With the growth of natural language processing techniques and demand for improved software engineering efficiency, there is an emerging interest in translating intention from human languages to programming languages. In this survey paper,…

Software Engineering · Computer Science 2021-05-20 Celine Lee , Justin Gottschlich , Dan Roth

Self-evolving agentic artificial intelligence (AI) offers a new paradigm for future wireless systems by enabling autonomous agents to continually adapt and improve without human intervention. Unlike static AI models, self-evolving agents…

Artificial Intelligence · Computer Science 2025-10-08 Changyuan Zhao , Ruichen Zhang , Jiacheng Wang , Dusit Niyato , Geng Sun , Xianbin Wang , Shiwen Mao , Abbas Jamalipour

The rapid evolution of Agentic AI and large language models (LLMs) presents transformative opportunities for higher education institutions. This chapter introduces the concept of self-driving universities, a vision in which AI-enabled…

Computers and Society · Computer Science 2026-02-24 Anis Koubaa

Artificial intelligence (AI) is reshaping scientific discovery, evolving from specialized computational tools into autonomous research partners. We position Agentic Science as a pivotal stage within the broader AI for Science paradigm,…

Artificial intelligence (AI) is evolving towards artificial general intelligence, which refers to the ability of an AI system to perform a wide range of tasks and exhibit a level of intelligence similar to that of a human being. This is in…

Computer Vision and Pattern Recognition · Computer Science 2023-05-22 Chunhui Zhang , Li Liu , Yawen Cui , Guanjie Huang , Weilin Lin , Yiqian Yang , Yuehong Hu

Engineering workflows such as design optimization, simulation-based diagnosis, control tuning, and model-based systems engineering (MBSE) are iterative, constraint-driven, and shaped by prior decisions. Yet many AI methods still treat these…

Artificial Intelligence · Computer Science 2026-04-10 Tong Duy Son , Zhihao Liu , Piero Brigida , Yerlan Akhmetov , Gurudevan Devarajan , Kai Liu , Ajinkya Bhave

This article develops the concept of the agentic economy and diagnoses its measurable preconditions: a transition in which economic action is increasingly distributed among humans, AI agents, industrial robots, executable protocols, compute…

Econometrics · Economics 2026-05-20 Davit Gondauri , Mikheil Batiashvili