Qwen3.6 on DGX Spark: vLLM + NVFP4 + DFlash vs llama.cpp — 2x Faster at 88–104 tok/sI benchmarked Qwen3.6-35B-A3B on DGX Spark GB10 using llama.cpp (45–50 tok/s) vs vLLM + NVFP4 + DFlash (88–104 tok/s). Full setup guide, docker-compose, troubleshooting, and real-world results.10 min read·devsnack.hashnode.devMay 6
Gemma 4 MTP Drafter on DGX Spark: 2.89x Speedup for Dense 31B — No Quality LossAn 870 MB drafter model turned Dense 31B from 6.5 → 18.8 tok/s. No model swap, no training, no quality degradation. If you have a DGX Spark, there's no reason not to use this. Key Results Model Fra8 min read·devsnack.hashnode.devMay 6
Every Optimized Model for NVIDIA DGX Spark GB10 — Benchmarked & Ranked (April 2026)Got your hands on an NVIDIA DGX Spark but have no idea which models to run on it? I scoured every GB10-optimized model on Hugging Face so you don't have to. Table of Contents What Makes DGX Spark Spe8 min read·devsnack.hashnode.dev1LMay 6