Lucas and Luna explore how quantum computers are transforming materials science, focusing on a concrete example: the search for better superconductors. Lucas explains a recent simulation of a high-temperature superconductor's electron behavior performed on a 50-qubit IBM processor, reducing computation time from an estimated 100,000 hours on a classical supercomputer to just 12 hours. They discuss implications for energy transmission and quantum hardware itself, and touch on how this work ties into the broader field of computational materials design. Listeners will learn one specific quantum advantage number—a speedup factor of over 8,000—and understand why materials science is considered a near-term killer app for quantum computing.

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