Progress in computational science depends on complex numerical workflows that must faithfully encode physical laws, yet translating conceptual insight into reliable code remains a major bottleneck. Although large language models can generate isolated code fragments, they lack the structured reasoning required to design, verify, and iteratively refine complete scientific pipelines. Here we introduce ATHENA, an agentic framework explicitly designed to emulate scientific research modeled as a knowledge-driven contextual bandit process. Its core loop separates conceptual policy from numerical realization through expert-derived conceptual scaffolding, enabling principled diagnosis, reformulation, and repair of computational strategies. Across scientific computing and scientific machine learning tasks, ATHENA autonomously derives and correctly applies exact analytical solutions, constructs stable numerical solvers, diagnoses ill-posed formulations, and orchestrates hybrid symbolic-numeric workflows. Quantitatively, ATHENA matches and frequently surpasses the accuracy of expert-authored reference solutions reported in the literature on canonical benchmarks. By reframing computation as an object of agentic reasoning, our framework enables autonomous orchestration of heterogeneous algorithms across scientific domains.
Agentic neural architecture search for clinical prediction from electronic health records: Cross-hospital knowledge transfer and computational efficiency
University of Florida（佛罗里达大学）；University of Arizona（亚利桑那大学）；University of Houston（休斯顿大学）；University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校）；University of Texas MD Anderson Cancer Center（德克萨斯大学MD安德森癌症中心）
Internet of Agentic AI: Incentive-Compatible Distributed Teaming and Workflow
Department of Electrical and Computer Engineering, Tandon School of Engineering, New York University, Brooklyn, NY, USA（电气与计算机工程系，工程学院，纽约大学，布鲁克林，纽约，美国）
DeepTrans Studio: Turning Expert Interventions into Shared Team Knowledge in Agentic Translation Workflows
School of Computer Engineering and Science, Shanghai University（上海大学计算机工程与科学学院）；School of Foreign Languages, East China Normal University（华东师范大学外国语言学系）；School of Foreign Studies, Shanghai University（上海大学外国语言学院）；Department of Computer Science and Engineering, Shanghai Jiao Tong University（上海交通大学计算机科学与工程学院）
FastOMOP: A Foundational Architecture for Reliable Agentic Real-World Evidence Generation on OMOP CDM data
Lancashire Teaching Hospitals NHS Foundation Trust（兰开夏教学医院国家健康服务信托基金会）；Lancaster University（兰卡斯特大学）；EPSRC DRIVE-Health, Department of Biostatistics & Health Informatics（EPSRC DRIVE-Health，生物统计学与健康信息学部门）；King’s College London（伦敦国王学院）；Institute for Health Informatics（健康信息学研究所）；University College London（伦敦大学学院）；NIHR Biomedical Research Centre（英国国家健康服务研究院生物医学研究中心）；University College London Hospitals NHS Foundation Trust（伦敦大学学院医院国家健康服务信托基金会）；Health Data Research UK London（英国健康数据研究伦敦）；South London and Maudsley NHS Foundation Trust and King’s College London（伦敦南部及莫德利国家健康服务信托基金会和伦敦国王学院）；Department of Biostatistics & Health Informatics, Institute of Psychiatry, Psychology & Neuroscience（生物统计学与健康信息学部门，精神病学、心理学与神经科学研究所）
A Practical Guide to Agentic AI Transition in Organizations
Old Dominion University（旧 Dominion 大学）；Florida International University（佛罗里达国际大学）；Nanyang Technological University（南洋理工大学）；University of Colombo（科伦坡大学）；Center for Wireless Communications, University of Oulu（无线通信中心，奥卢大学）；University of Sri Jayewardenepura（斯里贾yenepura大学）；Accenture Technology Labs（埃森哲技术实验室）
Progressive Ideation using an Agentic AI Framework for Human-AI Co-Creation
Department of Mechanical Engineering, Indian Institute of Science (IISc), Bangalore 560012 India（机械工程系，印度科学研究院（IISc），班加罗尔）；Department of Design and Manufacturing, Indian Institute of Science (IISc), Bangalore 560012 India（设计与制造系，印度科学研究院（IISc），班加罗尔）
Orchestration Framework for Financial Agents: From Algorithmic Trading to Agentic Trading
SecureFinAI Lab, Columbia University（安全金融人工智能实验室，哥伦比亚大学）；Purdue University（普渡大学）；Rensselaer Polytechnic Institute（拉特格斯理工学院）；Stevens Institute of Technology（史蒂文斯理工学院）
SETU: An Agentic Ecosystem for Multilingual, Persona-Aware Communication Coaching
Quanta People Solutions Pvt. Ltd.（Quant People Solutions私人有限公司）；Panorama AI Solutions（全景人工智能解决方案公司）；University College of Engineering, Osmania University（奥萨马尼亚大学工程学院）
Massachusetts Institute of Technology（麻省理工学院）；CMS Collaboration（CMS合作组）；CERN（欧洲核子研究中心）；University of Wisconsin-Madison（威斯康星大学麦迪逊分校）；Fermi National Accelerator Laboratory（费米国家加速器实验室）；Brown University（布朗大学）；Harvard University（哈佛大学）
JADE: Bridging the Strategic-Operational Gap in Dynamic Agentic RAG
Renmin University of China（中国人民大学）；Xiaohongshu Inc.（小红书公司）；Institute of Automation,Chinese Academy of Sciences（中国科学院自动化研究所）；Shanghai AI Laboratory（上海人工智能实验室）
