Model reference · open weights

NVIDIA-Nemotron-3.5-Lightning-DFlash

NVIDIA-Nemotron-3.5-Lightning-DFlash is an open-weight language model from nvidia, listed in the AxForge catalogue. AxForge can bring it up on EU-owned hardware for you on request — with the licence handled where one is required.

Licence fee required LLMs nvidia 1 variants 3k downloads/mo
Request a licence + hosting quote All served models Not on the shared API today — deployed on request.

About

What NVIDIA-Nemotron-3.5-Lightning-DFlash is

Model Overview Description: The NVIDIA Nemotron-3.5-Lightning-30B-A3B-NVFP4-DFlash model is the DFlash speculative decoding checkpoint for NVIDIA's Nemotron-3.5-Lightning-30B-A3B model family, which is a hybrid LatentMoE language model designed for reasoning, chat, and agentic workflows. For more information, please check BF16, NVFP4. The NVIDIA Nemotron-3.5-Lightning-30B-A3B-DFlash-NVFP4 model is intended for lower-latency speculative decoding deployments tuned for low-concurrency data centre and workstation workflows. This model is ready for commercial or non-commercial use. License/Terms of Use: GOVERNING DOWNLOAD TERMS: Use of this model is governed by the OpenMDW-1.1 model license. Deployment Geography: Global Use Case: Developers deploying Nemotron-3.5-Lightning-30B-A3B for reasoning, chat, RAG, and agentic workflows that benefit from lower-latency speculative decoding on data centre GPUs and high-end local GPU systems. This release is intended for DFlash-assisted serving of Nemotron-3.5-Lightning-30B-A3B rather than as a standalone target model checkpoint. Release Date: Hugging Face 08/11/2026 via https://huggingface.co/nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4-DFlash References - NVIDIA Model Optimizer: https://github.com/NVIDIA/Model-Optimizer - NVIDIA Nemotron-3.5-Lightning-30B-A3B-BF16 reasoning model card - NVIDIA Nemotron-3.5-Lightning-30B-A3B-NVFP4 reasoning model card - OpenMDW License Agreement, version 1.1 - DFlash: Block Diffusion for Flash Speculative Decoding Model Architecture: The DFlash model architecture is as follows: Architecture Type: Dense GQA (Dense MLP + GQA Attention) Network Architecture: Dense FFN MLP, and GQA Attention layers; DFlash speculative decoding attention uses non-causal, full-sequence grouped-query attention (GQA). Number of Model Parameters: 833M total parameters, of which 481M are non-embedding parameters. For more information about the underlying model's architecture, please see this Nemotron-3.5-Lightning-30B-A3B-BF16, Nemotron-3.5-Lightning-30B-A3B-NVFP4. Input: Input Type(s): Text Input Format(s): String Input Parameters: One-Dimensional (1D): Sequences Other Properties Related to Input: Maximum context

Summarised from the published model card. Read the full card on the HuggingFace links below.

Specifications

What it is

Makernvidia
TypeLanguage models
Parameters (lead)663M
Variants1
Runs withModel Optimizer
Based onnvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16, nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4
Released2026-08-05
Popularity3k downloads / month
Likes20
LicenceCommercial licence needed

How it works

How language models work

Your prompttext / messagesTransformerattention over tokensNext-token loopgenerate + streamResponsetext · tool callsA language model reads your tokens and predicts the next one, again and again, streaming the reply back.

Variants

Sizes & precisions

Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.

VariantParamsPrecisionVRAMFits 16 GBWeights
NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4-DFlash663MNVFP4Weights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys nvidia-nemotron-3-5-lightning-dflash for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (nvidia-nemotron-3-5-lightning-dflash below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/chat/completions \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"nvidia-nemotron-3-5-lightning-dflash","messages":[{"role":"user","content":"Hello"}]}'

Details

Languages, data & research

Tags

Model Optimizer safetensors qwen3 nvidia ModelOpt Nemotron-3.5-Lightning latent-moe mtp DFlash text-generation modelopt

Papers

Licence

Commercial licence needed

The weights are open but its licence needs a commercial agreement for business use. AxForge can arrange that licence and host the model for you — you pay AxForge, we settle with the model’s maker. Ask us for a quote. Read the licence ↗

Sources

Weights & code

Want NVIDIA-Nemotron-3.5-Lightning-DFlash on EU-owned hardware?

Request a licence + hosting quote See what’s served now

Explore

More language models

© 2026 AxForge · EU-hosted AI infrastructure Pricing Docs Trust Privacy Terms