The large artificial intelligence models (LAMs) show strong capabilities in perception, reasoning, and multi-modal understanding, and can enable advanced capabilities in low-altitude edge intelligence. However, the deployment of LAMs at the edge remains constrained by some fundamental limitations. First, tasks are rigidly tied to specific models, limiting the flexibility. Besides, the computational and memory demands of full-scale LAMs exceed the capacity of most edge devices. Moreover, the current inference pipelines are typically static, making it difficult to respond to real-time changes of tasks. To address these challenges, we propose a prompt-to-agent edge cognition framework (P2AECF), enabling the flexible, efficient, and adaptive edge intelligence. Specifically, P2AECF transforms high-level semantic prompts into executable reasoning workflows through three key mechanisms. First, the prompt-defined cognition parses task intent into abstract and model-agnostic representations. Second, the agent-based modular execution instantiates these tasks using lightweight and reusable cognitive agents dynamically selected based on current resource conditions. Third, the diffusion-controlled inference planning adaptively constructs and refines execution strategies by incorporating runtime feedback and system context. In addition, we illustrate the framework through a representative low-altitude intelligent network use case, showing its ability to deliver adaptive, modular, and scalable edge intelligence for real-time low-altitude aerial collaborations.
Empowering Intelligent Low-altitude Economy with Large AI Model Deployment
School of Science and Engineering（科学与工程学院）；Shenzhen Future Network of Intelligence Institute（深圳未来网络智能研究院）；Guangdong Provincial Key Laboratory of Future Networks of Intelligence（广东省未来网络智能重点实验室）；The Chinese University of Hong Kong (Shenzhen)（香港中文大学（深圳））；Department of Information Science and Engineering（信息科学与工程系）；KTH Royal Institute of Technology（皇家理工学院）；Department of Electrical and Electronic Engineering（电子与电气工程系）；University of Hong Kong（香港大学）；Department of Electrical and Computer Engineering（电子与计算机工程系）
UAVs Meet LLMs: Overviews and Perspectives Toward Agentic Low-Altitude Mobility
The State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所多模态人工智能系统国家重点实验室）；Macau University of Science and Technology（澳门科技大学）；School of Automation, Beijing Institute of Technology（北京理工大学自动化学院）；School of Software, Northwestern Polytechnical University（西北工业大学软件学院）；College of Mechanical and Vehicle Engineering, Hunan University（湖南大学机械与运载工程学院）；John von Neumann Faculty of Informatics, Obuda University（欧布达大学约翰·冯·诺依曼信息学院）
World Models for Cognitive Agents: Transforming Edge Intelligence in Future Networks
College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学）；College of Computer Science and Technology, Jilin University（计算机科学与技术学院，吉林大学）；Department of Electrical and Computer Engineering, Auburn University（电气与计算机工程系，阿伯茨罕大学）；Department of Electrical and Computer Engineering, Sungkyunkwan University（电气与计算机工程系，成均馆大学）
MOD-X: A Modular Open Decentralized eXchange Framework proposal for Heterogeneous Interoperable Artificial Intelligence Agents
James Silberrad Brown Center for Artificial Intelligence（詹姆斯·西伯拉德·布朗人工智能中心）；Carnegie Mellon University（卡内基梅隆大学）；Amazon GenAI（亚马逊生成人工智能）；University of Bristol（布里斯托大学）
Large AI Model-Enabled Secure Communications in Low-Altitude Wireless Networks: Concepts, Perspectives and Case Study
College of Computer Science and Technology, Jilin University（吉林大学计算机科学与技术学院）；Singapore University of Technology and Design（新加坡科技设计大学）；College of Computer Science and Technology, Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, Jilin University（吉林大学计算机科学与技术学院、教育部符号计算与知识工程重点实验室）；College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算机与数据科学学院）
MOSAIC: Modular Orchestration for Structured Agentic Intelligence and Composition
Department of Computer Science, National University of Singapore（新加坡国立大学计算机科学系）；University College London（伦敦大学学院）；University of Edinburgh（爱丁堡大学）；Data & Analytics, Digital X（Digital X 数据与分析部）；Alan Turing Institute（艾伦·图灵研究所）
Modular Object-Oriented Games: A Task Framework for Reinforcement Learning, Psychology, and Neuroscience
Massachusetts Institute of Technology（麻省理工学院）；Center for Brains, Minds and Machines, MIT（麻省理工学院脑、心智与机器中心）；McGovern Institute of Brain Research, MIT（麻省理工学院麦戈文脑科学研究所）
Agentic AI for Embodied-enhanced Beam Prediction in Low-Altitude Economy Networks
School of Electronic Science and Engineering, South China Normal University（南方科技大学电子科学与工程学院）；School of Intelligent Engineering, Shaoguan university（韶关大学智能工程学院）；School of Automation, Guangdong University of Technology（广东工业大学自动化学院）
Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact
Center for research in Computer Vision, University of Central Florida（计算机视觉研究中心，中央佛罗里达大学）；Cornell University（康奈尔大学）；Department of Electronics Engineering, Mehran University of Engineering & Technology（电子工程系，工程与技术大学）；Department of Imaging Physics, The University of Texas MD Anderson Cancer Center（成像物理系，德克萨斯大学MD安德森癌症中心）；Intelligent Transportation Systems, University of Tennessee（智能交通运输系统，田纳西大学）；Department of Electrical Engineering, City University of Hong Kong（电气工程系，香港城市大学）；Department of Mechanical Engineering, Bartin University（机械工程系，巴廷大学）；Vector Institute, Toronto Canada（多伦多加拿大向量研究所）；Manchester Metropolitan University（曼彻斯特 Metropolitan 大学）；Center for Data Science, New York University（数据科学中心，纽约大学）；Meta Research（Meta 研究）；Amazon Research（亚马逊研究）；Centre for Artificial Intelligence Research and Optimization, Torrens University Australia（人工智能研究与优化中心，塔伦斯大学澳大利亚）；University Research and Innovation Center, Obuda University（研究与创新中心，奥布达大学）
Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems
MetaGPT；Université de Montréal（蒙特利尔大学）；Mila - Quebec AI Institute（米拉-魁北克人工智能研究所）；Nanyang Technological University（南洋理工大学）；Argonne National Laboratory（阿贡国家实验室）；University of Sydney（悉尼大学）；Penn State University（宾夕法尼亚州立大学）；Microsoft Research Asia（微软亚洲研究院）；University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）；The Hong Kong University of Science and Technology（香港科技大学）；University of Southern California（南加州大学）；Yale University（耶鲁大学）；Stanford University（斯坦福大学）；University of Georgia（佐治亚大学）；The Ohio State University（俄亥俄州立大学）；King Abdullah University of Science and Technology（阿卜杜拉国王科技大学）；Duke University（杜克大学）；The Hong Kong Polytechnic University（香港理工大学）；Google DeepMind（谷歌DeepMind）
From Digital Twins to World Models:Opportunities, Challenges, and Applications for Mobile Edge General Intelligence
State-Province Joint Engineering and Research Center of Advanced Networking and Intelligent Information Services, College of Computer, Northwest University（高级网络与智能信息服务省州联合工程研究中心，计算机学院，西北大学）；College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学）；Automation of School, Guangdong University of Technology（自动化学院，广东工业大学）
Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所）；School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院）
Agentic AI with Orchestrator-Agent Trust: A Modular Visual Classification Framework with Trust-Aware Orchestration and RAG-Based Reasoning
University of the Peloponnese, Department of Informatics and Telecommunications（希腊皮埃蒙特大学信息与电信系）；Cornell University, Department of Biological and Environmental Engineering（康奈尔大学生物与环境工程系）
Task Assignment and Exploration Optimization for Low Altitude UAV Rescue via Generative AI Enhanced Multi-agent Reinforcement Learning
Guangxi University Key Laboratory of Intelligent Networking and Scenario System (School of Information and Communication, Guilin University of Electronic Technology(GUET))（广西智能网络与场景系统重点实验室（信息与通信学院，桂林电子科技大学））；College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算机与数据科学学院）；School of Architecture and Transportation Engineering, GUET（建筑与交通运输工程学院，GUET）；National Engineering Laboratory for Comprehensive Transportation Big Data Application Technology (Guangxi)（综合交通运输大数据应用技术国家工程实验室（广西））；Department of Informatics and Communication Engineering, Xiamen University（信息与通信工程系，厦门大学）；College of Computer Science and Technology, Jilin University（计算机科学与技术学院，吉林大学）；Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, Jilin University（教育部符号计算与知识工程重点实验室，吉林大学）
Heterogeneous Robot Collaboration in Unstructured Environments with Grounded Generative Intelligence
Dept. of Electrical and Computer Engineering at Texas A&M University（德克萨斯A&M大学电气与计算机工程系）；GRASP Laboratory at the University of Pennsylvania（宾夕法尼亚大学GRASP实验室）
MedBuild AI: An Agent-Based Hybrid Intelligence Framework for Reshaping Agency in Healthcare Infrastructure Planning through Generative Design for Medical Architecture
School of Architecture and Urban Planning, Beijing University of Civil Engineering and Architecture（北京建筑大学建筑与城市规划学院）
CSI-tuples-based 3D Channel Fingerprints Construction Assisted by MultiModal Learning
National Mobile Communications Research Laboratory, Southeast University（东南大学国家移动通信研究中心）；Purple Mountain Laboratories（紫金山实验室）；Huawei Technologies Co., Ltd.（华为技术有限公司）
