High-bandwidth memory shortages now limit Nvidia GPU performance. This "memory wall" forces a shift toward specialized silicon and advanced packaging to sustain LLM scaling. Investors are targeting firms solving these data bottlenecks. For engineers, this means hardware constraints will dictate model architecture choices more than raw compute power in the near term.