Ground Truth Physical AI news and engineering for real-world data Product news, research, and build notes from Wherobots, the Context Engine for Physical World Data. Wherobots Cloud News WherobotsDB Apache Sedona Spatial Lakehouse Computer Vision RasterFlow Physical AI Engineering Havasu Catalog Use Cases Stories Earth Observation Tutorial Most Dangerous Roads for Pedestrians and Cyclists in the US (Part 2) Most Dangerous Highway in the US Utility Vegetation Management at Scale with Earth Intelligence Putting the HERE Technologies and Wherobots partnership to work Yulin Naval Base in Satellite Imagery Wherobots for QGIS Sort By Most Recent Most Recent Oldest Categories Apache Sedona View All Use Cases Knowledge Graph Engineering Earth Observation Tutorial Havasu Catalog Wherobots Cloud Computer Vision Spatial Lakehouse RasterFlow Stories WherobotsDB Physical AI News General Apache Sedona Sort By Most Recent Oldest Categories View All Use Cases Knowledge Graph Engineering Earth Observation Tutorial Havasu Catalog Wherobots Cloud Computer Vision Spatial Lakehouse RasterFlow Stories WherobotsDB Physical AI News General Apache Sedona 10 Mins Read 9 Jun 2026 Spatial Graph RAG for the Physical World Introduction RAG (Retrieval Augmented Generation) has addressed one of AI’s biggest challenges for enterprise users: missing or hallucinating empirical business and real world context . Instead of generating answers from nothing, RAG retrieves relevant documents and feeds them to the model as context. It works. Ask an AI about your company’s Q4 revenue, and RAG […] 10 Mins Read 9 Jun 2026 Spatial Graph RAG for the Physical World Introduction RAG (Retrieval Augmented Generation) has addressed one of AI’s biggest challenges for enterprise users: missing or hallucinating empirical business and real world context . Instead of generating answers from nothing, RAG retrieves relevant documents and feeds them to the model as context. It works. Ask an AI about your company’s Q4 revenue, and RAG […] 11 Mins Read 18 Mar 2026 Streaming Spatial Data into Wherobots with Spark Structured Streaming Real-time Spatial Pipelines Shouldn’t Be This Hard (But They Were) I’ve been doing geospatial work for over twenty years now. I’ve hand-rolled ETL pipelines, babysat cron jobs, and debugged more coordinate system mismatches than a person should reasonably endure in one lifetime. So when someone says “streaming spatial data,” my first reaction used to be […] 7 Mins Read 10 Mar 2026 Raster Processing at Scale: The Out-of-Database Architecture Behind WherobotsDB Learn how WherobotsDB's out-of-database architecture processes terabyte-scale satellite imagery, elevation models, and sensor data at scale, enabling zonal statistics, raster algebra, and planetary-scale AI inference without custom infrastructure. 7 Mins Read 6 Oct 2025 Introducing Scalability for GeoPandas in Apache Sedona Learn about the new GeoPandas API for Apache Sedona, now available in Wherobots. This new API allows GeoPandas developers to seamlessly scale their analysis beyond what a single compute instance can provide, unlocking insights from large-scale datasets. This integration combines the Pythonic GeoPandas API with the distributed processing power of Apache Sedona. 6 Mins Read 24 Sep 2025 Introducing SedonaDB and SpatialBench for Apache Sedona The spatial-first query engine and benchmarking framework for Apache Sedona 10 Mins Read 31 Jul 2025 Raster Spatial Joins at Scale: Google Earth Engine and BigQuery vs Apache Sedona and Wherobots Perform spatial joins at scale and zonal statistics with vector and raster data using Google Earth Engine & BigQuery vs. Apache Sedona & Wherobots. Compare performance, architecture, and geospatial for geospatial analysis. 10 Mins Read 15 Apr 2025 Wherobots, Sedona, and GeoPandas are better together Discover the synergy of Wherobots, Sedona, and GeoPandas for geospatial data computation. This article details their execution differences, showcases the Sedona GeoPandas API, and highlights their combined potential for efficient large-dataset analysis. 1 2 3 4 Next » Sign up for our newsletter Be the first to know about releases and industry news. We care about your data; read our privacy policy. SUBSCRIBEΔ