This article discusses the DGX Spark GB10 GPU architecture from a hardware engineering perspective. The authors explain the trade-offs between datacenter Blackwell and consumer Blackwell chips, list key hardware features that evolved between GPU generations, and highlight some of the challenges that have resulted on the software side with incomplete support from Triton, Flashinfer, and various kernel incompatibilities.