Research questionHow can generative models complete sparse satellite tile pyramids consistently across zoom levels and neighboring locations?Satellite imagery is organized as nested tile pyramids, but filling missing tiles can make fine-scale content disagree with its coarser context or with neighboring tiles. The challenge is completing an entire pyramid from seeds at different zoom levels and locations without breaking either relationship.