Memory sales reached a record $74.6 billion as AI demand spikes, according to UBS. This surge underscores the critical role of high-bandwidth memory in training large models. Semiconductor firms must now prioritize supply chain resilience to avoid bottlenecks. Hardware scaling remains the primary constraint for the next generation of compute clusters.