Thor Lin

On-device & edge LLM inference on NVIDIA GB10 / DGX Spark. Quantization (NVFP4 W4A4/W4A16, FP8), vLLM serving, speculative decoding (EAGLE-3), and multimodal/omni models. Measure-first benchmarking — I publish the numbers, including the ones that fail.