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Despite the increasing presence of AI assistants in Integrated Development Environments (IDEs), it remains unclear what different groups of developers actually need from these tools and which features are likely to be implemented in…

Software Engineering · Computer Science 2026-01-16 Agnia Sergeyuk , Ekaterina Koshchenko , Ilya Zakharov , Timofey Bryksin , Maliheh Izadi

In recent years, agentic artificial intelligence (AI) systems are becoming increasingly widespread. These systems allow agents to use various tools, such as web browsers, compilers, and more. However, despite their popularity, agentic AI…

LLM-based agents are rapidly proliferating, yet the infrastructure for discovering, evaluating, and governing them remains fragmented compared to mature ecosystems like software package registries (e.g., npm) and model hubs (e.g., Hugging…

Recent coding agents can generate complete codebases from simple prompts, yet existing evaluations focus on issue-level bug fixing and lag behind end-to-end development. We introduce ProjDevBench, an end-to-end benchmark that provides…

Artificial Intelligence · Computer Science 2026-02-10 Pengrui Lu , Shiqi Zhang , Yunzhong Hou , Lyumanshan Ye , Chaoyi Huang , Zixi Chen , Ji Zeng , Hantao Jiang , Pengfei Liu , Yiwei Wang , Ming-Hsuan Yang

To support practitioners in understanding how agentic systems are designed in real-world industrial practice, we present a review of practitioner conference talks on AI agents. We analyzed 138 recorded talks to examine how companies adopt…

Software Engineering · Computer Science 2026-04-02 Ruoyu Su , Matteo Esposito , Roberta Capuano , Rafiullah Omar , June Sallou , Henry Muccini , Davide Taibi

GitHub is the most widely used platform for software maintenance in the open-source community. Developers report issues on GitHub from time to time while facing difficulties. Having labels on those issues can help developers easily address…

Software Engineering · Computer Science 2025-07-28 Amir Hossain Raaj , Fairuz Nawer Meem , Sadia Afrin Mim

Agentic AI systems, specifically LLM-driven agents that plan, invoke tools, maintain persistent memory, and delegate tasks to peer agents via protocols such as MCP and A2A, introduce a threat surface that differs materially from standalone…

Cryptography and Security · Computer Science 2026-05-08 Javad Forough , Marios Kogias , Hamed Haddadi

Unlike traditional automation tools or static LLM-based systems, agents combine decision-making and tool utilization to accomplish complex tasks, showing great potential in software engineering. However, existing studies largely focus on…

Software Engineering · Computer Science 2025-11-04 Zhuowen Yin , Cuifeng Gao , Chunsong Fan , Wenzhang Yang , Yinxing Xue , Lijun Zhang

The rapid emergence of multi-agent AI systems (MAS), including LangChain, CrewAI, and AutoGen, has shaped how large language model (LLM) applications are developed and orchestrated. However, little is known about how these systems evolve…

Software Engineering · Computer Science 2026-01-13 Daniel Liu , Krishna Upadhyay , Vinaik Chhetri , A. B. Siddique , Umar Farooq

Agentic Artificial Intelligence (AI) builds upon Generative AI (GenAI). It constitutes the next major step in the evolution of AI with much stronger reasoning and interaction capabilities that enable more autonomous behavior to tackle…

Artificial Intelligence · Computer Science 2025-04-29 Johannes Schneider

AI agents, empowered by Large Language Models (LLMs) and communication protocols such as MCP and A2A, have rapidly evolved from simple chatbots to autonomous entities capable of executing complex, multi-step tasks, demonstrating great…

Machine Learning · Computer Science 2025-05-26 Erhu Feng , Wenbo Zhou , Zibin Liu , Le Chen , Yunpeng Dong , Cheng Zhang , Yisheng Zhao , Dong Du , Zhichao Hua , Yubin Xia , Haibo Chen

Context: Software practitioners adopt approaches like DevOps, Scrum, and Waterfall for high-quality software development. However, limited research has been conducted on exploring software development approaches concerning practitioners…

Software Engineering · Computer Science 2023-05-03 Arif Ali Khan , Javed Ali Khan , Muhammad Azeem Akbar , Peng Zhou , Mahdi Fahmideh

GitHub Actions is increasingly used to deploy LLM-based agents for repository-centric tasks such as issue triage, pull-request review, code modification, and release assistance. These agentic workflows extend traditional CI/CD automation…

Cryptography and Security · Computer Science 2026-05-11 Shenao Wang , Xinyi Hou , Zhao Liu , Yanjie Zhao , Xiao Cheng , Quanchen Zou , Xiangzheng Zhang , Haoyu Wang

The rapid rise of compound AI systems (a.k.a., AI agents) is reshaping the labor market, raising concerns about job displacement, diminished human agency, and overreliance on automation. Yet, we lack a systematic understanding of the…

Computers and Society · Computer Science 2026-02-03 Yijia Shao , Humishka Zope , Yucheng Jiang , Jiaxin Pei , David Nguyen , Erik Brynjolfsson , Diyi Yang

Moltbook is a Reddit-like social platform where AI agents create posts and interact with other agents through comments and replies, offering a real-world setting to examine agent-to-agent communication at scale. Using a public API snapshot…

Computers and Society · Computer Science 2026-02-16 Lingyao Li , Renkai Ma , Chen Chen , Zhicong Lu , Yongfeng Zhang

AI systems are entering critical domains like healthcare, finance, and defense, yet remain vulnerable to adversarial attacks. While AI red teaming is a primary defense, current approaches force operators into manual, library-specific…

Artificial Intelligence · Computer Science 2026-05-06 Raja Sekhar Rao Dheekonda , Will Pearce , Nick Landers

AI agents are systems capable of perceiving their environment, autonomously planning and executing tasks. Recent advancements in LLM have introduced a transformative paradigm for AI agents, enabling them to interact with external resources…

Software Engineering · Computer Science 2024-12-30 Kaiwen Ning , Jiachi Chen , Jingwen Zhang , Wei Li , Zexu Wang , Yuming Feng , Weizhe Zhang , Zibin Zheng

This article presents a modular, component-based architecture for developing and evaluating AI agents that bridge the gap between natural language interfaces and complex enterprise data warehouses. The system directly addresses core…

Artificial Intelligence · Computer Science 2025-09-30 Nooshin Bahador

Over the past decades, superplatforms, digital companies that integrate a vast range of third-party services and applications into a single, unified ecosystem, have built their fortunes on monopolizing user attention through targeted…

Artificial Intelligence · Computer Science 2025-05-26 Jianghao Lin , Jiachen Zhu , Zheli Zhou , Yunjia Xi , Weiwen Liu , Yong Yu , Weinan Zhang

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
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