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Arminova/README.md

Hi, I'm Armin

I build and tune local AI: inference engines, model recipes and dev tools, so large models run fast on hardware you own. Current focus: NVIDIA DGX Spark (GB10).

Hugging Face X Ko-fi

Recipes for one DGX Spark

Recipe What it is
Nemotron-3.5-Super-VL abliterated NVIDIA's 120B vision-language model, uncensored, on TensorFold or vLLM; refusals from 98 % to 2 %, tasks and speed unchanged
Qwen3.8-Flash-Next 262,144-token windows, three streams, NVIDIA's public FP4-Local checkpoint
DeepSeek-V4-Flash Engine patches and a Docker image for the 0731 model on a single Spark

Models on Hugging Face

Model What it is
Nemotron-3.5-Super-VL-120B-A12B-NVFP4-abliterated The uncensored build behind the recipe above, in NVIDIA's own tensor formats
Qwen3.8-27B-NVFP4-FP8-Mixed-LH A mixed NVFP4 / FP8 quantization for single-GPU Blackwell machines, SGLang and DFlash ready (uncensored variant)

Contributions to TensorFold

All of them, open ones included: my TensorFold pull requests.

More projects and tools will appear here as I open-source them.

🤗 Hugging Face · X · Ko-fi

Pinned Loading

  1. ashhart/TensorFold ashhart/TensorFold Public

    LLM Inference Engine for Metal, CUDA and Vulkan.

    Zig 1.8k 386

  2. Nemotron-3.5-Super-VL-Abliterated-Single-DGX-Spark Nemotron-3.5-Super-VL-Abliterated-Single-DGX-Spark Public

    Nemotron-3.5-Super-VL abliterated (NVFP4) on one NVIDIA DGX Spark with TensorFold 1.1.2 or vLLM + LiLiCorr: prepare, start/stop, checks, measured numbers

    Shell

  3. Qwen3.8-Flash-Next-Single-DGX-Spark-TensorFold Qwen3.8-Flash-Next-Single-DGX-Spark-TensorFold Public

    Qwen3.8-Flash-Next on one NVIDIA DGX Spark: TensorFold 1.1.5 + GB10 patches, 262K windows, Docker build, start/stop, measured numbers

    Python 1

  4. DeepSeek-V4-Flash-Single-DGX-Spark-TensorFold DeepSeek-V4-Flash-Single-DGX-Spark-TensorFold Public

    DeepSeek-V4-Flash (0731) on one NVIDIA DGX Spark with TensorFold: engine patches, Docker image, start/stop, exactness checks, measured numbers

    Shell