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Related papers: DevOps-Gym: Benchmarking AI Agents in Software Dev…

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Real-world Capstone Projects (RWCPs) are a key component of software engineering education, enabling students to develop software for external clients under authentic conditions. Their high ecological validity, combined with substantial…

Software Engineering · Computer Science 2026-04-28 Michael Mircea , Elisa Schmid , Jakob Droste , Kurt Schneider

Research on self-evolving language agents has accelerated, drawing increasing attention to their ability to create, adapt, and maintain tools from task requirements. However, existing benchmarks predominantly rely on predefined…

Software Engineering · Computer Science 2026-03-09 Bowei Xia , Mengkang Hu , Shijian Wang , Jiarui Jin , Wenxiang Jiao , Yuan Lu , Kexin Li , Ping Luo

Reasoning models have recently shown remarkable progress in domains such as math and coding. However, their expert-level abilities in math and coding contrast sharply with their performance in long-horizon, interactive tasks such as web…

Computation and Language · Computer Science 2025-10-13 Xiao Yu , Baolin Peng , Michel Galley , Hao Cheng , Qianhui Wu , Janardhan Kulkarni , Suman Nath , Zhou Yu , Jianfeng Gao

Despite significant advancements in general-purpose AI agents, several challenges still hinder their practical application in real-world scenarios. First, the limited planning capabilities of Large Language Models (LLM) restrict AI agents…

Artificial Intelligence · Computer Science 2025-01-17 Anbang Ye , Qianran Ma , Jia Chen , Muqi Li , Tong Li , Fujiao Liu , Siqi Mai , Meichen Lu , Haitao Bao , Yang You

The development of LLM-based autonomous agents for end-to-end software development represents a significant paradigm shift in software engineering. However, the scientific evaluation of these systems is hampered by significant challenges,…

Software Engineering · Computer Science 2025-11-07 Zhengran Zeng , Yixin Li , Rui Xie , Wei Ye , Shikun Zhang

Software architecture is critical in succeeding with DevOps. However, designing software architectures that enable and support DevOps (DevOps-driven software architectures) is a challenge for organizations. We assert that one of the…

Software Engineering · Computer Science 2021-11-16 Mojtaba Shahin , Ali Rezaei Nasab , Muhammad Ali Babar

Agentic AI systems are entering software engineering workflows, yet empirical evidence on how industrial organizations actually adopt them remains sparse. We present a qualitative interview study with sixteen practitioners across twelve…

Software Engineering · Computer Science 2026-05-15 Spyridon Alvanakis Apostolou , Jan Bosch , Helena Holmström Olsson

Recent advances in AI-assisted programming have empowered agents to execute complex workflows via command-line interfaces, however, existing benchmarks are limited by short task horizons, data contamination from GitHub scraping, and a lack…

FinOps (Finance + Operations) represents an operational framework and cultural practice which maximizes cloud business value through collaborative financial accountability across engineering, finance, and business teams. FinOps…

Artificial Intelligence · Computer Science 2025-10-31 Ngoc Phuoc An Vo , Manish Kesarwani , Ruchi Mahindru , Chandrasekhar Narayanaswami

AI agents are expected to perform professional work across hundreds of occupational domains (from emergency department triage to nuclear reactor safety monitoring to customs import processing), yet existing benchmarks can only evaluate…

Computation and Language · Computer Science 2026-04-17 Xiaomeng Hu , Yinger Zhang , Fei Huang , Jianhong Tu , Yang Su , Lianghao Deng , Yuxuan Liu , Yantao Liu , Dayiheng Liu , Tsung-Yi Ho

AI-agility, with which an organization can be quickly adapted to its business priorities, is desired even for the development and operations of generative AI (GenAI) applications. Especially in this paper, we discuss so-called GenAI…

Software Engineering · Computer Science 2025-02-26 Ken Ueno , Makoto Kogo , Hiromi Kawatsu , Yohsuke Uchiumi , Michiaki Tatsubori

We introduce TerminalWorld, a scalable data engine that automatically reverse-engineers high-fidelity evaluation tasks from "in-the-wild" terminal recordings. Processing 80,870 terminal recordings, the engine yields a full benchmark of…

Artificial Intelligence · Computer Science 2026-05-22 Zhaoyang Chu , Jiarui Hu , Xingyu Jiang , Pengyu Zou , Han Li , Chao Peng , Peter O'Hearn , Earl T. Barr , Mark Harman , Federica Sarro , He Ye

While significant progress has been made in automating various aspects of software development through coding agents, there is still significant room for improvement in their bug fixing capabilities. Debugging and investigation of runtime…

Software Engineering · Computer Science 2026-04-22 Spandan Garg , Yufan Huang

Context: DevOps practices combine software development and IT operations. There is a growing number of DevOps related posts in popular online developer forum Stack Overflow (SO). While previous research analyzed SO posts related to…

Software Engineering · Computer Science 2024-03-26 Minaoar Hossain Tanzil , Masud Sarker , Gias Uddin , Anindya Iqbal

LLM agents are expected to complete end-to-end units of work across software tools, business services, and local workspaces. Yet many agent benchmarks freeze a curated task set at release time and grade mainly the final response, making it…

Software Engineering · Computer Science 2026-05-04 Chenxin Li , Zhengyang Tang , Mingxin Huang , Yunlong Lin , Shijue Huang , Shengyuan Liu , Bowen Ye , Rang Li , Lei Li , Benyou Wang , Yixuan Yuan

Quality assurance for large-scale cyber-physical systems relies on sophisticated test activities using complex test environments investigated with the help of numerous types of simulators. As these systems grow, extensive resources are…

Software Engineering · Computer Science 2025-12-08 Masoud Sadrnezhaad , José Antonio Hernández López , Torvald Mårtensson , Daniel Varro

In this paper, we introduce InfiAgent-DABench, the first benchmark specifically designed to evaluate LLM-based agents on data analysis tasks. These tasks require agents to end-to-end solving complex tasks by interacting with an execution…

Computation and Language · Computer Science 2024-03-12 Xueyu Hu , Ziyu Zhao , Shuang Wei , Ziwei Chai , Qianli Ma , Guoyin Wang , Xuwu Wang , Jing Su , Jingjing Xu , Ming Zhu , Yao Cheng , Jianbo Yuan , Jiwei Li , Kun Kuang , Yang Yang , Hongxia Yang , Fei Wu

Computer-Use Agents (CUA) are becoming increasingly capable of autonomously operating digital environments through Graphical User Interfaces (GUI). Yet, most GUI remain designed primarily for humans--prioritizing aesthetics and…

Computer Vision and Pattern Recognition · Computer Science 2025-11-20 Kevin Qinghong Lin , Siyuan Hu , Linjie Li , Zhengyuan Yang , Lijuan Wang , Philip Torr , Mike Zheng Shou

The increasing energy demands and carbon footprint of large-scale AI require intelligent workload management in globally distributed data centers. Yet progress is limited by the absence of benchmarks that realistically capture the interplay…

AI agents -- systems that combine foundation models with reasoning, planning, memory, and tool use -- are rapidly becoming a practical interface between natural-language intent and real-world computation. This survey synthesizes the…

Artificial Intelligence · Computer Science 2026-01-06 Bin Xu
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