7 Mins Read
8 Jul 2026
How Bad Telemetry Data Sabotages Modern Fleets
By the Teams at Action Engine & Wherobots Fleet monitoring is undergoing a generational shift. Fleet monitoring, the systems that ingest and analyze vehicle telemetry to track fleet health, performance, and safety, has become the foundation of how operators run vehicles, not just track them. Modern vehicles generate orders of magnitude more telemetry than even […]

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Featured
7 Mins Read 8 Jul 2026

How Bad Telemetry Data Sabotages Modern Fleets

By the Teams at Action Engine & Wherobots Fleet monitoring is undergoing a generational shift. Fleet monitoring, the systems that ingest and analyze vehicle telemetry to track fleet health, performance, and safety, has become the foundation of how operators run vehicles, not just track them. Modern vehicles generate orders of magnitude more telemetry than even […]

Stories + 2
Featured
3 Mins Read 8 Jul 2026

Introducing the Wherobots Innovation Edition, designed to accelerate your physical world objectives 

The Wherobots Innovation Edition helps you deliver outcomes on top of spatial data that propel your organization forward, and make this data AI-ready. Today we are announcing the Wherobots Innovation Edition. This is an annual partnership that pairs the full Wherobots Cloud platform with our forward deployed spatial engineering expertise, developed over years of delivering […]

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13 Mins Read 24 Jun 2026

Spatial Data in Apache Iceberg: Optimizations and Management That Matter

Spatial data in Apache Iceberg needs different optimization than tabular data. A geometry column has no natural sort order, so unsorted files carry wide, overlapping bounding boxes and query planners cannot prune them… At all… This behaviour turns a selective spatial filter into a full table scan. A second problem compounds it: one oversized geometry […]

Data Management + 3
Featured
8 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 […]

Apache Sedona + 3
Featured
12 Mins Read 3 Jun 2026

Building the Wherobots Mobility Solution Accelerator: A Technical Deep Dive

Three Notebooks, One Medallion Architecture, Full 4D GPS Trajectory Processing: Part 2 of 2

Tutorial + 1
Featured
7 Mins Read 28 May 2026

How well does SAM3 detect building footprints? We asked the Wherobots Spatial AI Coding Assistant

In a recent post, we showed how easy it is to use RasterFlow and Meta’s Segment Anything 3 Model (SAM3) to detect features in the physical world. A single end-to-end pipeline built a 133 GB NAIP mosaic of Marion County, Oregon, ran SAM3 against it with text prompts spanning eight classes, and produced approximately one […]

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6 Mins Read 26 May 2026

Wherobots MCP Server: Building GEOINT Spatial Pipelines with AI Agents

I built three national-security GEOINT use cases on the Wherobots stack in days instead of weeks. A Critical Infrastructure Vulnerability (CIV) pipeline with two regional variants, plus a border-corridor analysis on real transportation segments. The Wherobots geospatial MCP server is what made that timeline possible. Most of the work in standing up a credible use […]

Spatial Lakehouse + 2