Data center demand for memory and storage capacity is driving new investment trends on Wall Street. Investors are pivoting from hyperscalers toward the hardware suppliers powering these systems. This shift prioritizes the physical infrastructure required to sustain LLM scaling. Practitioners should monitor memory bottlenecks as a primary constraint for model deployment.