We'll discuss recent advancements in fAIr. Specifically, we'll explore our approach to enabling developers to share their GeoAI models for humanitarian mapping purposes. We'll also dive into the development of our MLOps architecture, which leverages STAC, MLM, Zenml, and Kubernetes to run models independently in the cloud.