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Deep & Emerging Tech·October 3, 2026·1 min read

Helmut Katzgraber (55North): Why materials simulation beats optimization for near-term quantum

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If near-term quantum advantage shows up first in materials and chemistry simulation rather than generic optimization, the early commercial upside concentrates in pharma, chemicals, and batteries. Operators in other sectors should temper expectations on quantum for ops optimization and instead watch for downstream materials breakthroughs they can adopt.