The OlmoEarth platform provides a foundation model trained on massive satellite imagery datasets. It enables planetary-scale geospatial inference for tasks like land-cover mapping and environmental monitoring. Researchers can now fine-tune this vision model for specific Earth observation goals. This reduces the need for custom-training models from scratch for every new geographic region.