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Related papers: ZORO: Active Rules for Reliable Vibe Coding

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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

To enable human oversight, agentic AI systems often provide a trace of reasoning and action steps. Designing traces to have an informative, but not overwhelming, level of detail remains a critical challenge. In three user studies on a…

Human-Computer Interaction · Computer Science 2026-02-20 Madeleine Grunde-McLaughlin , Hussein Mozannar , Maya Murad , Jingya Chen , Saleema Amershi , Adam Fourney

The development and deployment of Autonomous Vehicles (AVs) on our roads is not only realistic in the near future but can also bring significant benefits. In particular, it can potentially solve several problems relating to vehicles and…

Logic in Computer Science · Computer Science 2017-09-11 Lucas E. R. Fernandes , Vinicius Custodio , Gleifer V. Alves , Michael Fisher

Over the past decades, coordination languages have emerged for the specification and implementation of interaction protocols for communicating software components. This class of languages includes Reo, a platform for compositional…

Programming Languages · Computer Science 2011-08-03 Sung-Shik T. Q. Jongmans , Farhad Arbab

Reinforcement learning (RL) is already widely applied to applications such as robotics, but it is only sparsely used in sensor management. In this paper, we apply the popular Proximal Policy Optimization (PPO) approach to a multi-agent UAV…

Robotics · Computer Science 2022-10-21 André Brandenburger , Folker Hoffmann , Alexander Charlish

In humans, perceptual awareness facilitates the fast recognition and extraction of information from sensory input. This awareness largely depends on how the human agent interacts with the environment. In this work, we propose active neural…

Machine Learning · Computer Science 2021-12-21 Alexander Ororbia , Ankur Mali

Autonomous coding agents increasingly contribute to software development by submitting pull requests on GitHub; yet, little is known about how these contributions integrate into human-driven review workflows. We present a large empirical…

Software Engineering · Computer Science 2026-02-24 Costain Nachuma , Minhaz Zibran

Autonomous vehicles need to abide by the same rules that humans follow. Some of these traffic rules may depend on multiple agents or time. Especially in situations with traffic participants that interact densely, the interactions with other…

Robotics · Computer Science 2020-09-30 Klemens Esterle , Luis Gressenbuch , Alois Knoll

Large visual language models (VLMs) have shown strong multi-modal medical reasoning ability, but most operate as end-to-end black boxes, diverging from clinicians' evidence-based, staged workflows and hindering clinical accountability.…

Artificial Intelligence · Computer Science 2026-03-12 Yuexi Du , Jinglu Wang , Shujie Liu , Nicha C. Dvornek , Yan Lu

This paper envisions a transformative paradigm in software engineering, where Artificial Intelligence, embodied in fully autonomous agents, becomes the primary driver of the core software development activities. We introduce a new class of…

Software Engineering · Computer Science 2025-12-03 Hoa Khanh Dam , Geeta Mahala , Rashina Hoda , Xi Zheng , Cristina Conati

Role-playing (RP) agents rely on behavioral profiles to act consistently across diverse narrative contexts, yet existing profiles are largely unstructured, non-executable, and weakly validated, leading to brittle agent behavior. We propose…

Computation and Language · Computer Science 2026-01-16 Letian Peng , Kun Zhou , Longfei Yun , Yupeng Hou , Jingbo Shang

Collaborative autonomous driving with multiple vehicles usually requires the data fusion from multiple modalities. To ensure effective fusion, the data from each individual modality shall maintain a reasonably high quality. However, in…

Artificial Intelligence · Computer Science 2024-08-02 Zhe Huang , Shuo Wang , Yongcai Wang , Wanting Li , Deying Li , Lei Wang

Agent Based Models are very popular in a number of different areas. For example, they have been used in a range of domains ranging from modeling of tumor growth, immune systems, molecules to models of social networks, crowds and computer…

Multiagent Systems · Computer Science 2017-08-09 Muaz A. Niazi , Amir Hussain , Mario Kolberg

Fine-tuning large language models for code editing has typically relied on mining commits and pull requests. The working hypothesis has been that commit messages describe human intent in natural language, and patches to code describe the…

Software Engineering · Computer Science 2026-03-30 Yangtian Zi , Zixuan Wu , Aleksander Boruch-Gruszecki , Jonathan Bell , Arjun Guha

We present Sparrow, an information-seeking dialogue agent trained to be more helpful, correct, and harmless compared to prompted language model baselines. We use reinforcement learning from human feedback to train our models with two new…

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

The increasing deployment of autonomous AI agents on the web is hampered by a fundamental misalignment: agents must infer affordances from human-oriented user interfaces, leading to brittle, inefficient, and insecure interactions. To…

Human-Computer Interaction · Computer Science 2025-11-17 Sven Schultze , Meike Verena Kietzmann , Nils-Lucas Schönfeld , Ruth Stock-Homburg

Neural nets are powerful function approximators, but the behavior of a given neural net, once trained, cannot be easily modified. We wish, however, for people to be able to influence neural agents' actions despite the agents never training…

Machine Learning · Computer Science 2022-02-01 Mycal Tucker , William Kuhl , Khizer Shahid , Seth Karten , Katia Sycara , Julie Shah

AI coding assistants and autonomous agents are becoming integral to software development workflows, reshaping how code is produced, reviewed, and maintained. While recent research has focused mainly on the capabilities and impacts of…

Software Engineering · Computer Science 2026-05-07 Christoph Treude

Vibe Coding (VC) is a form of software development assisted by generative AI, in which developers describe the intended functionality or logic via natural language prompts, and the AI system generates the corresponding source code. VC can…

Software Engineering · Computer Science 2025-12-16 Muhammad Waseem , Aakash Ahmad , Kai-Kristian Kemell , Jussi Rasku , Sami Lahti , Kalle Mäkelä , Pekka Abrahamsson