Abstract: The transition to clean energy requires access to critical minerals beyond the reach of conventional exploration. This talk presents an approach using cosmic-ray muons, naturally occurring particles that penetrate hundreds of meters into the Earth and are reconstructed using a novel detector with AI-based computer vision. The goal is to see through the Earth, analogous to X-ray imaging in medicine, to locate the materials needed for the clean energy transition.