我们介绍了关于 GeoAI 助手代理原语的持续研究——这些核心能力将基础模型与 GIS 从业者实际工作的以制品为中心、人在回路的工作流程相连接。尽管在卫星图像描述、视觉问答和可提示分割方面取得了进展，但这些能力尚未转化为从业者的生产力提升，因为他们大部分时间都在……

We present ongoing research on agency primitives for GeoAI assistants — core capabilities that connect Foundation models to the artifact-centric, human-in-the-loop workflows where GIS practitioners actually work. Despite advances in satellite image captioning, visual question answering, and promptable segmentation, these capabilities have not translated into productivity gains for practitioners who spend most of their time […]