The next decade of innovation, from chip design to carbon capture, depends on materials science. Yet discovery is still slowed by physical trial and error. Max Welling explores how generative AI, molecular simulation, and AI agents are compressing materials discovery from years to months, accelerating real-world breakthroughs across semiconductors, energy, and advanced manufacturing.