Taiwan produces the vast majority of advanced semiconductors required for American AI systems. Shifting this critical production to the U.S. will take years of infrastructure build-out. This vulnerability creates a strategic bottleneck for hardware scaling. Practitioners face severe supply chain risks if geopolitical tensions disrupt the flow of high-end chips from TSMC.