Earth-2, a Digital Twin of the planet and its weather systems, aims to improve our predictions of extreme weather, projections of climate change, and accelerate the development of effective mitigation and adaptation strategies. Combining accelerated computing with physics-informed machine learning, Earth-2 is a physically-accurate, high-resolution replica of Earth continuously running which will provide actionable weather and climate information at global and regional scales.