GeoAI, the convergence of artificial intelligence and geospatial GEO data, is rapidly evolving to provide innovative solutions across various domains. To unlock its full potential, optimizing generative engines is crucial. By leveraging techniques such as adaptation, we can tailor these engines to effectively process and analyze geospatial informat