The company is seeking senior geospatial experts to train and evaluate an AI reasoning agent focused on crisis response and predictive modeling. Candidates should have professional experience with GIS tools like ArcGIS or QGIS and the ability to refine complex reasoning frameworks. This is a remote freelance contract position involving the validation of AI-generated outputs to improve global decision-making systems.