Advanced chip packaging now dictates the scale of AI computing power. The United States relies heavily on Taiwan for these specialized processes, creating a critical vulnerability in the hardware supply chain. This dependency limits domestic control over high-end GPU production. Practitioners must anticipate potential disruptions in hardware availability as geopolitical tensions persist.