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This paper introduces a fleet of five sensor-specialized Mini-JEPA foundation models for hydrologic intelligence, achieving high reconstruction accuracy (R² up to 0.97) and outperforming the Google AlphaEarth generalist on physics-matched tasks when routed via an LLM agent.
This paper audits 152 papers on geospatial foundation models and finds severe lack of standardization, making it impossible to determine state-of-the-art. The authors propose six concrete expectations to improve reproducibility and comparability.
GeoJSON is an open standard format for encoding geographic data structures using JSON, supporting various geometry types and standardized as RFC 7946 by IETF in 2016.
Protovoters is an open-source tool that lets users build local voter files from public data and use them with standard geospatial software, aiming to replace expensive proprietary platforms like VAN or NationBuilder.
EyeOnBlue is a remote sensing and AI platform that leverages satellite imagery for analysis and insights from space.
Magic Lane is a sovereign navigation infrastructure platform designed for Europe, offering an alternative to non-European mapping and navigation services.
GeoLibre is a free, open-source, cloud-native GIS platform for visualizing, exploring, and analyzing geospatial data, running in browsers, desktop, mobile, and Jupyter notebooks.
ShadowBroker is an open-source decentralized intelligence platform that aggregates 60+ live OSINT feeds into a single map interface for real-time global threat monitoring and analysis.