The Earth’s land surfaces is an area vital for the future of humanity and we want to improve our understanding. It is historically challenged by limited data and models, this field is now ripe for a transformative leap, thanks to breakthroughs in observational technologies, computational power, and most notably, Artificial Intelligence (AI).