Surging demand for the Kimi K3 model is currently pushing Moonshot AI GPUs to their operational limits. The Chinese startup is now preparing for an initial public offering to fund further infrastructure expansion. This scaling struggle highlights the immense compute costs required to maintain high-traffic LLMs. Investors will watch if public capital solves their hardware bottleneck.