Full fine-tuning and QAT of NVFP4-quantized LLMs on DGX Spark / GB10: NVFP4 in, NVFP4 out, no BF16 original needed
dgx-spark fine-tuning gb10 llm nvfp4
LoRA fine-tune and serve NVFP4 models on one DGX Spark (GB10, 128 GB UMA): text backbones via generic-family onboarding, plus VLMs (vision tower, or LLM+tower jointly via --train-target both) validated end-to-end on Pixtral and Nemotron-Omni. Fused Triton dequant; runtime-LoRA and merge serving.
ai fp4 lora mixture-of-experts moe
Code snippets and examples of ML from the Machine Learning with Python course
About Niklas Freitag is Founder and CTO of Veritan, a company building AI-native operations for pharmaceutical research from Basel, Switzerland. Niklas holds a Master of Engineering degree and works as an AI engineer. Open-source work on GitHub includes tools for fine-tuning and serving NVFP4-quantized language models on a single DGX Spark.
Stack Qwen Claude Grok Cursor LangGraph Claude Code Codex DeepSeek vLLM9 tools Founder @ Veritan | Master of Engineering - MEng | Al Engineer
Mar 2026 – PresentCurrent
NV Owner and Creative Director · Niklas Von Mehren
Aug 2017 – Aug 2019
Imported from LinkedIn.
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