geospatial

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#geospatial

AgentFAIR: A Multi-Agent Collaborative Framework for FAIRness Evaluation of Geospatial Datasets

arXiv cs.AI ↗ · 2026-07-20 Cached

AgentFAIR is a multi-agent framework that uses LLM evaluators and a critic to assess FAIR compliance of geospatial datasets, achieving sub-principle agreement of 89% and Fleiss' κ=0.71 in expert studies, at a cost of $0.054 per dataset.

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#geospatial

StreetComplete: Fixing OpenStreetMap, one tiny quest at a time

Hacker News Top ↗ · 2026-07-07 Cached

StreetComplete is a mobile app that gamifies contributing to OpenStreetMap by presenting users with simple on-site quests to fill in missing map data, directly updating the map in the user's name.

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#geospatial

Estimating Supply Incrementality in Two-sided Marketplaces: A Causal Machine Learning Approach

arXiv cs.LG ↗ · 2026-07-01 Cached

This paper presents a causal machine learning approach combining double/debiased machine learning with a hierarchical Bayesian framework to estimate the incremental impact of additional supply on marketplace outcomes, using Airbnb as a case study.

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#geospatial

TerraDiT-Ω: Unified Spatial Control for Satellite Image Synthesis with Any Geospatial Primitive

Hugging Face Daily Papers ↗ · 2026-06-30 Cached

TerraDiT-Ω is a unified spatial control framework for satellite image synthesis that accepts any native geospatial primitive and uses Geometry-Aware Local Attention, outperforming previous dense and sparse control methods across multiple downstream tasks.

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#geospatial

Risk-Aware LLM Agents for Geospatial Data Retrieval: Design and Preliminary Adversarial Evaluation

arXiv cs.AI ↗ · 2026-06-16 Cached

Presents an LLM-driven framework for retrieving remote sensing data from cloud-based geospatial catalogues using natural language queries, with a focus on safety and adversarial robustness. The system integrates three agents for intent interpretation, API call generation, and risk management.

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#geospatial

GeoLibre 1.0

Hacker News Top ↗ · 2026-06-10 Cached

GeoLibre 1.0 is a lightweight, cloud-native GIS platform for visualizing, exploring, and analyzing geospatial data, built with modern web technologies and running across desktop and web environments.

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#geospatial

OSMGraphCLIP: Learning Global Location Representations from OpenStreetMap Graphs

arXiv cs.AI ↗ · 2026-06-09 Cached

OSMGraphCLIP is a model that learns global location embeddings from OpenStreetMap data using a graph-based encoder and contrastive alignment with a spherical-harmonics location encoder. It achieves strong performance across diverse geospatial tasks, often matching or exceeding satellite-based methods.

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#geospatial

@berryxia: Holy crap, this project is absolutely insane! If you didn't know, you'd think it's from the CIA! Someone just dropped an open-source Palantir on Reddit. It's called Osiris. I was dumbfounded after watching the demo. On a real-time 3D globe: Over 10,000 commercial, military, and private planes flying in real time, 2,000+ satellites including the ISS…

X AI KOLs Timeline ↗ · 2026-05-21 Cached

Someone posted an open-source project called Osiris on Reddit. It's like a public version of Palantir, integrating tens of thousands of planes, satellites, CCTV feeds, and a bunch of OSINT tools on a real-time 3D globe, all running in the browser.

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#geospatial

Mini-JEPA Foundation Model Fleet Enables Agentic Hydrologic Intelligence

arXiv cs.LG ↗ · 2026-05-15 Cached

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.

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#geospatial

No One Knows the State of the Art in Geospatial Foundation Models

Hugging Face Daily Papers ↗ · 2026-05-12 Cached

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.

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#geospatial

GeoJSON

Hacker News Top ↗ · 2026-05-08 Cached

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.

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#geospatial

Protovoters: Free, accessible voter files for democracy

Lobsters Hottest ↗ · 2026-04-23 Cached

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.

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#geospatial

EyeOnBlue

Product Hunt ↗ · 2026-04-16

EyeOnBlue is a remote sensing and AI platform that leverages satellite imagery for analysis and insights from space.

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#geospatial

Magic Lane

Product Hunt ↗ · 2026-04-16

Magic Lane is a sovereign navigation infrastructure platform designed for Europe, offering an alternative to non-European mapping and navigation services.

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#geospatial

bilawalsidhu/gods-eye-view

GitHub Trending (daily) ↗ · 2026-08-27 Cached

An open-source spy-satellite simulator that visualizes real-time global data such as aircraft, ships, and satellites in a photorealistic 3D browser interface, with voice control and public data sourcing.

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#geospatial

opengeos/GeoLibre

GitHub Trending (daily) ↗ · 2026-07-27 Cached

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.

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#geospatial

BigBodyCobain/Shadowbroker

GitHub Trending (daily) ↗ · 2026-05-17 Cached

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.

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