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Updates every hour. Last Updated: 22-Oct-2026 01:16 ET (22-Oct-2026 05:16 GMT/UTC)
[Research Article] GeoJSON agents: A multi-agent LLM architecture for geospatial analysis—function calling vs. code generation
Big Earth DataA new study published in Big Earth Data proposes GeoJSON agents, a novel multi-agent large language model (LLM) framework for geospatial analysis that transforms natural language instructions into structured GeoJSON operations through function calling and code generation. Experiments on a hierarchical benchmark of 70 spatial tasks show that the code generation–based agent achieved 97.14% accuracy and the function calling–based agent achieved 85.71%, both significantly outperforming general-purpose models, while highlighting the trade-off between flexibility and execution stability in GeoAI applications. The data that support the findings of this study are openly available in figshare at https://doi.org/10.6084/m9.figshare.29921492.
- Journal
- Big Earth Data
Self-regenerating catalyst overcomes key durability challenge in hydrogen energy
Pohang University of Science & Technology (POSTECH)POSTECH-led research team develops IrFe/C electrocatalyst that self-heals after oxidation, dramatically improving durability of water electrolyzers and fuel cells.
- Journal
- Energy & Environmental Science
Programmable interface atomic rearrangement for spatiotemporal thermal radiation tailoring
Research- Journal
- Research
- Funder
- National Key Research and Development Program of China, National Natural Science Foundation of China, Natural Science Foundation of Hunan Province, Foundation of NUDT, Hunan Provincial Innovation Foundation for Postgraduate
Expert consensus fills critical data gap for reliable AI in dry eye care
Chinese Medical Journals Publishing House Co., Ltd.A comprehensive expert consensus published in Intelligent Medicine establishes the first comprehensive framework for classifying, annotating, and quality-controlling dry eye imaging datasets across five core modalities, directly addressing the upstream data infrastructure gap that has long constrained AI development in ophthalmology.
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- Intelligent Medicine
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- National Administration of Traditional Chinese Medicine Science and Technology Department – Zhejiang Provincial Administration of Traditional Chinese Medicine Co-construction Science and Technology Plan, Sanming Project of Medicine in Shenzhen
Visualizing band structures in nanostructures: extending band theory to imperfect periodic and bent systems
Kanazawa University- Journal
- Nano Letters
Making living materials move: Janus microgel robots improve antibiotic degradation and recovery
Research- Journal
- Research
- Funder
- National Natural Science Foundation of China, Zhejiang Provincial Natural Science Foundation of China, Hangzhou Leading Innovation and Entrepreneurship Team Project, Interdisciplinary Research Project of Hangzhou Normal University, Research Start-up Fund from Hangzhou Normal University
New buried-growth process enables 2D arrays of position- and orientation-controlled diamond qubits
Kanazawa UniversityResearchers at Kanazawa University, in collaboration with Diamond and Carbon Applications (Germany), have developed a buried-growth process for nitrogen–vacancy (NV) centers in diamond using microwave plasma chemical vapor deposition (MPCVD). By employing nitrogen-radical selective etching, which simultaneously enhances metal-mask durability through nitridation, the team enabled a continuous etching–growth sequence within a single MPCVD process. Optical measurements confirmed highly aligned NV centers selectively buried in predefined regions. This integrated approach provides a stable and scalable platform for orientation-controlled diamond qubits and future room-temperature quantum technologies.
- Journal
- Carbon
Should FIFA be doing more to protect soccer players from the World Cup heat?
Taylor & Francis Group- Journal
- Temperature
- Funder
- Conselho Nacional de Desenvolvimento Científico e Tecnológico, Conselho Nacional de Desenvolvimento Científico e Tecnológico, Fundação de Amparo à Pesquisa do Estado de Minas Gerais