Local AI hardware converges around Windows, NVIDIA, and high-memory systems

Microsoft and NVIDIA’s October 7 Windows and Surface event could define the next premium local-AI PC wave, with RTX Spark hardware reportedly targeting very large models and CUDA workloads. Lenovo and Asus are already expanding the category with an AI NAS and Snapdragon-powered mini PC, while real-world compatibility, thermals, pricing, and software support remain open questions.