We leverage machine learning, statistical mechanics, mathematical modeling, and molecular simulations to accelerate the discovery and deployment of nano-porous materials for storing, separating, and sensing gases. Our efforts directly contribute to the development of novel materials and technologies, the provision of cheaper and cleaner energy, and the enhancement of national security.