NVIDIA demonstrates DGX Station in Dell towers

The author argues that advances in high-density hardware, such as NVIDIA's new DGX Station and RTX Spark units, make local on-premises AI inference viable for small teams and research labs without requiring a full server room. While owning your infrastructure preserves data sovereignty and eliminates per-token cloud costs, the author notes that hardware costs remain high and such systems only pay off if kept busy. Open article →