Embedding LLM-driven agents into environmental FAIR data management is compelling - they can externalize operational knowledge and scale curation across heterogeneous data and evolving conventions. However, replacing deterministic components with probabilistic workflows changes the failure mode: LLM pipelines may generate plausible but incorrect outputs that pass superficial checks and propagate into irreversible actions such as DOI minting and public release. We introduce EnviSmart, a production data management system deployed on campus-wide storage infrastructure for environmental research. EnviSmart treats reliability as an architectural property through two mechanisms: a three-track knowledge architecture that externalizes behaviors (governance constraints), domain knowledge (retrievable context), and skills (tool-using procedures) as persistent, interlocking artifacts; and a role-separated multi-agent design where deterministic validators and audited handoffs restore fail-stop semantics at trust boundaries before irreversible steps. We compare two production deployments. The University's GIS Center Ecological Archive (849 curated datasets) serves as a single-agent baseline. SF2Bench, a compound flooding benchmark comprising 2,452 monitoring stations and 8,557 published files spanning 39 years, validates the multi-agent workflow. The multi-agent approach improved both efficiency - completed by a single operator in two days with repeated artifact reuse across deployments - and reliability: audited handoffs detected and blocked a coordinate transformation error affecting all 2,452 stations before publication. A representative incident (ISS-004) demonstrated boundary-based containment with 10-minute detection latency, zero user exposure, and 80-minute resolution. This paper has been accepted at PEARC 2026.
Generative AI-assisted Participatory Modeling in Socio-Environmental Planning under Deep Uncertainty
School of Computing（计算学院）；Information Systems, Faculty of Engineering（信息学院，工程学院）；Information Technology, The University of Melbourne, Parkville VIC 3010, Australia（信息科技，墨尔本大学，帕克维尔 VIC 3010, 澳大利亚）；Industrial Research Organization (CSIRO), Research Way, Clayton VIC 3168, Australia（工业研究组织（CSIRO），Research Way，克莱顿 VIC 3168, 澳大利亚）；Department of Psychiatry, The University of Melbourne, Parkville VIC 3010, Australia（精神病学系，墨尔本大学，帕克维尔 VIC 3010, 澳大利亚）
Artificial Intelligence in Pediatric Echocardiography: Exploring Challenges, Opportunities, and Clinical Applications with Explainable AI and Federated Learning
Peter L. Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School（布伦瑞克工业大学与汉诺威医学院彼得·L·赖歇茨医学信息学研究所）；Hannover Medical School（汉诺威医学院）
Steering an Active Learning Workflow Towards Novel Materials Discovery via Queue Prioritization
1 Department of Computer Science, University of Chicago；2 Data Science \& Learning Division, Argonne National Laboratory；3 Department of Civil, Materials；Environmental Engineering, University of Illinois at Chicago
DuMateBench: Evaluating Autonomous Agents in Complex Real-World Workflows
Renmin University of China（中国人民大学）；Shandong University（山东大学）；Michigan State University（密歇根州立大学）；Nankai University（南开大学）；East China Normal University（华东师范大学）；Imperial College London（伦敦帝国学院）；Baidu, Inc.（百度公司）
Canadian University Dubai（迪拜加拿大大学）；Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学）；Zayed University（扎耶德大学）；Hong Kong Baptist University（香港浸会大学）；University of Technology Sydney（悉尼科技大学）
Exploring Federated Learning for Thermal Urban Feature Segmentation -- A Comparison of Centralized and Decentralized Approaches
Scientific Computing Center (SCC), Karlsruhe Institute of Technology (KIT)（科学计算中心（SCC），卡尔斯鲁厄理工学院（KIT））；Institute for Industrial Production (IIP), Karlsruhe Institute of Technology (KIT)（工业生产研究所（IIP），卡尔斯鲁厄理工学院（KIT））；Instituto de Física de Cantabria (IFCA), CSIC-UC（坎塔布里物理研究所（IFCA），CSIC-UC）
Adaptive Multimodal Agents-Based Framework for Automatic Workflow Execution
Sapienza University of Rome（罗马萨皮恩扎大学）；Department of Engineering University of Sannio（萨尼奥大学工程系）；Faculty of Jurisprudence Unitelma Sapienza University（法理学院萨皮恩扎大学）
