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Recent advances in the intrinsic reasoning capabilities of large language models (LLMs) have given rise to LLM-based agent systems that exhibit near-human performance on a variety of automated tasks. However, although these systems share…

Artificial Intelligence · Computer Science 2025-08-26 Bingxi Zhao , Lin Geng Foo , Ping Hu , Christian Theobalt , Hossein Rahmani , Jun Liu

The emergence of agentic AI systems in 6G software businesses presents both strategic opportunities and significant challenges. While such systems promise increased autonomy, scalability, and intelligent decision-making across distributed…

Software Engineering · Computer Science 2025-08-06 Muhammad Zohaib , Muhammad Azeem Akbar , Sami Hyrynsalmi , Arif Ali Khan

As particle accelerators grow in complexity, traditional control methods face increasing challenges in achieving optimal performance. This paper envisions a paradigm shift: a decentralized multi-agent framework for accelerator control,…

Accelerator Physics · Physics 2025-09-04 Antonin Sulc , Thorsten Hellert , Raimund Kammering , Hayden Hoschouer , Jason St. John

Contemporary evaluation techniques are inadequate for agentic systems. These approaches either focus exclusively on final outcomes -- ignoring the step-by-step nature of agentic systems, or require excessive manual labour. To address this,…

The advent of Artificial intelligence has promising advantages that can be utilized to transform the landscape of software project development. The Software process framework consists of activities that constantly require routine human…

Software Engineering · Computer Science 2024-09-02 Mariyam Mahboob , Mohammed Rayyan Uddin Ahmed , Zoiba Zia , Mariam Shakeel Ali , Ayman Khaleel Ahmed

This paper reviews the architecture and implementation methods of agents powered by large language models (LLMs). Motivated by the limitations of traditional LLMs in real-world tasks, the research aims to explore patterns to develop…

Artificial Intelligence · Computer Science 2025-10-13 Victor de Lamo Castrillo , Habtom Kahsay Gidey , Alexander Lenz , Alois Knoll

Autonomous agents for desktop automation struggle with complex multi-step tasks due to poor coordination and inadequate quality control. We introduce Agentic Lybic, a novel multi-agent system where the entire architecture operates as a…

Artificial Intelligence · Computer Science 2025-09-17 Liangxuan Guo , Bin Zhu , Qingqian Tao , Kangning Liu , Xun Zhao , Xianzhe Qin , Jin Gao , Guangfu Hao

The recent advance in Large Language Models (LLMs) has shaped a new paradigm of AI agents, i.e., LLM-based agents. Compared to standalone LLMs, LLM-based agents substantially extend the versatility and expertise of LLMs by enhancing LLMs…

Software Engineering · Computer Science 2025-12-04 Junwei Liu , Kaixin Wang , Yixuan Chen , Xin Peng , Zhenpeng Chen , Lingming Zhang , Yiling Lou

In recent years, Large Language Models (LLMs) have achieved remarkable success and have been widely used in various downstream tasks, especially in the tasks of the software engineering (SE) field. We find that many studies combining LLMs…

Software Engineering · Computer Science 2024-09-24 Yanlin Wang , Wanjun Zhong , Yanxian Huang , Ensheng Shi , Min Yang , Jiachi Chen , Hui Li , Yuchi Ma , Qianxiang Wang , Zibin Zheng

A new approach to software design based on an agent-oriented architecture is presented. Unlike current research, we consider software to be designed and implemented with this methodology in mind. In this approach agents are considered…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 Babak Hodjat , Christopher J. Savoie , Makoto Amamiya

Intelligent agents offer a new and exciting way of understanding the world of work. Agent-Based Simulation (ABS), one way of using intelligent agents, carries great potential for progressing our understanding of management practices and how…

Artificial Intelligence · Computer Science 2010-07-05 Peer-Olaf Siebers , Uwe Aickelin , Helen Celia , Chris Clegg

The convergence of Agentic AI and MAS enables a new paradigm for intelligent decision making in SMS. Traditional MAS architectures emphasize distributed coordination and specialized autonomy, while recent advances in agentic AI driven by…

Multiagent Systems · Computer Science 2026-04-09 Mojtaba A. Farahani , Md Irfan Khan , Thorsten Wuest

Building embodied AI systems that can follow arbitrary language instructions in any 3D environment is a key challenge for creating general AI. Accomplishing this goal requires learning to ground language in perception and embodied actions,…

Robotics · Computer Science 2024-10-14 SIMA Team , Maria Abi Raad , Arun Ahuja , Catarina Barros , Frederic Besse , Andrew Bolt , Adrian Bolton , Bethanie Brownfield , Gavin Buttimore , Max Cant , Sarah Chakera , Stephanie C. Y. Chan , Jeff Clune , Adrian Collister , Vikki Copeman , Alex Cullum , Ishita Dasgupta , Dario de Cesare , Julia Di Trapani , Yani Donchev , Emma Dunleavy , Martin Engelcke , Ryan Faulkner , Frankie Garcia , Charles Gbadamosi , Zhitao Gong , Lucy Gonzales , Kshitij Gupta , Karol Gregor , Arne Olav Hallingstad , Tim Harley , Sam Haves , Felix Hill , Ed Hirst , Drew A. Hudson , Jony Hudson , Steph Hughes-Fitt , Danilo J. Rezende , Mimi Jasarevic , Laura Kampis , Rosemary Ke , Thomas Keck , Junkyung Kim , Oscar Knagg , Kavya Kopparapu , Rory Lawton , Andrew Lampinen , Shane Legg , Alexander Lerchner , Marjorie Limont , Yulan Liu , Maria Loks-Thompson , Joseph Marino , Kathryn Martin Cussons , Loic Matthey , Siobhan Mcloughlin , Piermaria Mendolicchio , Hamza Merzic , Anna Mitenkova , Alexandre Moufarek , Valeria Oliveira , Yanko Oliveira , Hannah Openshaw , Renke Pan , Aneesh Pappu , Alex Platonov , Ollie Purkiss , David Reichert , John Reid , Pierre Harvey Richemond , Tyson Roberts , Giles Ruscoe , Jaume Sanchez Elias , Tasha Sandars , Daniel P. Sawyer , Tim Scholtes , Guy Simmons , Daniel Slater , Hubert Soyer , Heiko Strathmann , Peter Stys , Allison C. Tam , Denis Teplyashin , Tayfun Terzi , Davide Vercelli , Bojan Vujatovic , Marcus Wainwright , Jane X. Wang , Zhengdong Wang , Daan Wierstra , Duncan Williams , Nathaniel Wong , Sarah York , Nick Young

Agentic AI represents a new paradigm for automating complex systems by using Large AI Models (LAMs) to provide human-level cognitive abilities with multimodal perception, planning, memory, and reasoning capabilities. This will lead to a new…

Artificial Intelligence · Computer Science 2025-11-05 Jorge Pellejero , Luis A. Hernández Gómez , Luis Mendo Tomás , Zoraida Frias Barroso

Testing conversational AI systems at scale across diverse domains necessitates realistic and diverse user interactions capturing a wide array of behavioral patterns. We present a novel multi-agent framework for realistic, explainable human…

Human-Computer Interaction · Computer Science 2026-01-23 Hareeshwar Karthikeyan

Using multiple agents was found to improve the debugging capabilities of Large Language Models. However, increasing the number of LLM-agents has several drawbacks such as increasing the running costs and rising the risk for the agents to…

Software Engineering · Computer Science 2025-04-28 Yacine Majdoub , Eya Ben Charrada , Haifa Touati

After a very long winter, the Artificial Intelligence (AI) spring is here. Or, so it seems over the last three years. AI has the potential to impact many areas of human life - personal, social, health, education, professional. In this…

Artificial Intelligence · Computer Science 2025-07-01 Arpit Narechania , Alex Endert , Atanu R Sinha

Software development has steadily embraced agile software development methodology/method (ASDM) and has been moving away from the plan driven software development methodology (PDM) approaches like waterfall. Given the iterative nature of…

Software Engineering · Computer Science 2021-03-02 Vinod Menon , Roopak Sinha , Stephen MacDonell

Code review has evolved for decades, from informal peer checking to today's pull request (PR) workflows, yet it remains a largely manual, uneven, and cognitively demanding process. The rise of Artificial Intelligence (AI) coding assistants…

Software Engineering · Computer Science 2026-05-19 Hüseyin Özgür Kamalı , Erdem Tuna , Vahid Haratian , Eray Tüzün

The Agentic Service Ecosystem consists of heterogeneous autonomous agents (e.g., intelligent machines, humans, and human-machine hybrid systems) that interact through resource exchange and service co-creation. These agents, with distinct…

Multiagent Systems · Computer Science 2025-08-12 Xuwen Zhang , Xiao Xue , Xia Xie , Qun Ma , Xiangning Yu , Deyu Zhou , Yifan Wang , Ming Zhang
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