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Brilliant explainer on qubit behavior. The framing as probability engines rather thancalculators actually captures why materials simulation is the killer app better than most technical papers I read. Worked on a superconductor project last year and the combinatorial explosion of atomic configurations was brutal, even classical approximations took weeks. Quantum machines could map those energy landcapes in hours once error correction scales.

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