Published inGeospatial IntelligenceFrom Abstract Search to Geospatial Intelligence: Solving Real-World Routing ProblemsReal-world problems in artificial intelligence rarely exist in isolation. They are embedded in space, constrained by geography, and driven…Oct 26A response icon2Oct 26A response icon2
Published inGeospatial IntelligenceThe Geographic Approach: Thinking Spatially in Data ScienceWhen data meets geography, something powerful happens.Oct 19Oct 19
Published inGeospatial IntelligenceThe Art of Thinking Spatially: How Toy Problems Shape Geospatial IntelligenceEvery great scientific field begins with simple worlds.Oct 13Oct 13
Published inGeospatial IntelligenceFrom Search to Spatial Insight: Prototyping Problem-Solving Agents with GeoAIIn classical AI, problem-solving agents transform goals into search problems, compute solutions, and then execute them in the world. In…Oct 12Oct 12
Published inGeospatial IntelligenceThe Road Ahead: From Pilot to Scalable Wildfire IntelligenceOur wildfire classifier journey began with clean sensor schemas, evolved through temporal and spatial feature engineering, matured into…Sep 5Sep 5
Published inGeospatial IntelligenceThe Reality Check: Handling Imbalance, Drift, and Operational ConstraintsAccuracy alone is not enough to make a wildfire risk classifier operational. Once a model is producing probabilities, new challenges…Sep 3Sep 3
Published inGeospatial IntelligenceThe Hybrid Mind: Merging Machine Learning with Rule EnginesPure machine learning can predict probabilities, but it rarely tells you how to act. Pure rule-based systems can encode domain expertise…Sep 1Sep 1
Published inGeospatial IntelligenceThe Baseline: Why We Started Simple with Logistic RegressionWhen building a wildfire risk classifier, complexity is tempting. Gradient boosting, deep learning, and ensemble models promise high…Aug 26Aug 26
Published inGeospatial IntelligenceThe Craft: Engineering Features That Respect Time and SpaceOnce you have sensor readings and a defined prediction target, the next leap in wildfire risk modeling is feature engineering. In this…Aug 18Aug 18
Published inGeospatial IntelligenceFrom Sensors to Signals: How We Began Building a Wildfire Risk ClassifierHow can raw environmental sensor data be transformed into actionable wildfire risk intelligence? This post shares the first chapter of our…Aug 13Aug 13
