Accurate land cover mapping underpins biodiversity protection, climate adaptation, and sustainable land use. Despite advances in remote sensing, satellite-only approaches remain limited by cloud cover, revisit intervals, and the lack of ground-truth data. Dynamic products such as Dynamic World have improved timeliness but still struggle to capture sudden transitions or validate their results.