Forget years for scientific discovery, think weeks: Microsoft in collaboration with the Pacific Northwest National Laboratory (PNNL) are ushering a new era of acceleration in science and discovery. Leveraging the power of advanced AI and high-performance computing, they've streamlined the search for new battery materials, revolutionizing how scientists take on pressing challenges in sustainable energy, pharmaceuticals, and more. Could this be the dawn of quantum computing era in scientific research?