Semiconductor Materials and AI Supply Chains

Analyze how advances in semiconductor materials and AI memory technologies influence the design of national tech ecosystems, the reliability of supply chains, and the pace of AI deployment across industries. Compare material families, identify manufacturing bottlenecks, and evaluate policy levers that could accelerate development while maintaining security and equity. Propose a scenario-planning framework for government, industry, and research institutions to align R&D investment with evolving market demand.