We Hit 120 Tokens Per Second With 1 Million Token Context on a Single Desktop AI Computer

56,000+ tokens/sec at just 80 MHz. 🤯 I burned a full Transformer with KV cache into a custom chip. Designed gate by gate as a 100% digital integrated circuit. Prototyped on a FPGA. (No GPU. No CPU) Just pure digital silicon running @karpathy microGPT,

DSpark: How DeepSeek Made Its Own Serving Stack 60-85% Faster Without Touching Model Quality

Optimizing LLM Inference by Combining NVIDIA DGX Spark and Apple Mac Studio Architectures

The article explores combining NVIDIA DGX Spark AI supercomputers with Apple Mac Studio systems to optimize large language model (LLM) infer

How NVIDIA’s Inference Software Stack Powers the Lowest Token Cost

How NVIDIA’s Inference Software Stack Powers the Lowest Token Cost

How NVIDIA’s Inference Software Stack Powers the Lowest Token Cost

DeepSeek-V4-Flash-DSpark — 308.2 tok/s on RTX PRO 6000 Blackwell · 96 GB ×4

NVIDIA DGX Spark review: impressive compact AI hardware with a maturing ecosystem

A review of NVIDIA's DGX Spark desktop "AI supercomputer" — a $4,000 device roughly the size of a Mac mini. The author received a preview un