Comprehensive guide to AI applications in OSINT workflows and intelligence analysis

co-create and grow GEOINT standards transparenlty

DeepGeo: Deep Learning for Earth Observation data ToolBox

Monitor areas on static map services & log new images

Picterra Python API Client

RADAR is a real time geospatial intelligence platform that aggregates aircraft, maritime, cyber, OSINT, GPS interference, and threat alert data to provide global situational awareness through an interactive intelligence dashboard

A walkthrough of tutorials I made for working with geospatial data in Python. Includes my evaluations of Python geospatial libraries, tools and packages.

2017 Seattle Geospatial Intelligence Hackathon: team project

Autonomous ITS engine for real-time mobility routing, prediction, and geospatial intelligence. Built on MQTT, GTFS/GTFS-RT, and a self-healing microservice architecture.

ShadowGraph is a lightweight, browser-based geospatial intelligence visualization tool for mapping spatio-temporal connections between individuals in the defense, aerospace, and national security science sectors. It implements the **6-Degrees-of-NASA** architecture and runs entirely from a single HTML file with no backend server required.

A curated list of resources on autonomous GeoAI and AI4Science.

ARC-Core is a signal-intelligence event spine — a deterministic kernel built to host every project its author has ever developed, in tandem and smoothly, through one universal discipline: every state change is an event, every event produces a signed receipt, and every receipt is authority-gated.

Envitia MapLink Pro sample code

Solved OSINT Exercise #005 — geolocated polar bears from a zoo live cam to exact GPS coordinates using reverse image search and satellite imagery analysis.

The website Tasking by Banglow map offers advanced geospatial monitoring and satellite imaging services. It provides users with the ability to request on-demand high-resolution satellite imagery and real-time analytics for various industries such as defense, energy, agriculture.

Policy-gated federated learning for global climate intelligence. Enables nation-sovereign AI for carbon tracking and risk analytics without sharing raw environmental data.

Repo for geospatial data analytics projects, blog posts and podcast

Open flood-risk data analysis project using Google Earth Engine and open geospatial datasets.

Policy-gated federated learning for global supply-chain intelligence. Enables enterprise-sovereign AI for disruption prediction and carbon-compliant routing without sharing raw logistics data.

Privacy-preserving AI for global agriculture. Enables policy-gated federated learning for sustainable yields and climate resilience while maintaining full farmer data sovereignty.