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Start Building AI Agents on DGX Spark

Find instructions and examples to run AI workloads on the NVIDIA GB10 Grace Blackwell Superchip

DGX Spark Support

Access documentation, software, and expert assistance for your DGX Spark.

Build AI Agents with a Local LLM

Run agentic workflows end-to-end on DGX Spark — local, private, and always on.

Run NemoClaw with a Local LLM

Run NemoClaw with a Local LLM

Build your first local AI assistant on DGX Spark using NemoClaw and Ollama in a secure sandbox, with optional Telegram.

First Time Here?

Try these developer quickstarts

Set Up Local Network Access5 MIN

NVIDIA Sync helps set up and configure SSH access

🦞 Set Up Example NemoClaw Agents 🦞30 MINS

Ready-to-run application examples for your NemoClaw sandbox — policy, prompt, and personalization for each workflow

DGX Dashboard30 MIN

Monitor your DGX system and launch JupyterLab

Open WebUI with Ollama15 MIN

Install Open WebUI and use Ollama to chat with models on your Spark

See More Playbooks Below

All Playbooks

Detailed instructions to set up and run popular AI workflows on DGX Spark

15 MIN

Single-cell RNA Sequencing

An end-to-end GPU-powered workflow for scRNA-seq using RAPIDS

5mo

20 MIN

Portfolio Optimization

GPU-Accelerated portfolio optimization using cuOpt and cuML

5mo

30 MIN

CUDA-X Data Science

Install and use NVIDIA cuML and NVIDIA cuDF to accelerate UMAP, HDBSCAN, pandas and more with zero code changes

7mo

30 MIN

Text to Knowledge Graph

Transform unstructured text into interactive knowledge graphs with LLM inference and graph visualization

7mo

2 HRS

Optimized JAX

Optimize JAX to run on Spark

8mo

LLaMA Factory

Install and fine-tune models with LLaMA Factory

7mo

Fine-tune with Pytorch

Use Pytorch to fine-tune models locally

7mo

1 HR

FLUX.1 Dreambooth LoRA Fine-tuning

Fine-tune FLUX.1-dev 12B model using Dreambooth LoRA for custom image generation

Image Generation

7mo

1 HR

Fine-tune with NeMo

Use NVIDIA NeMo to fine-tune models locally

7mo

1 HR

Unsloth on DGX Spark

Optimized fine-tuning with Unsloth

7mo

30 MIN

Speculative Decoding

Learn how to set up speculative decoding for fast inference on Spark

7mo

30 MIN

Run models with llama.cpp on DGX Spark

Build llama.cpp with CUDA and serve models via an OpenAI-compatible API (Nemotron 3 Nano Omni as example)

2mo

30 MIN

Nemotron-3-Nano with llama.cpp

Run Nemotron-3-Nano-30B model using llama.cpp on DGX Spark

5mo

30 MIN

SGLang for Inference

Install and use SGLang on DGX Spark

6mo

30 MIN

NIM on Spark

Deploy a NIM on Spark

7mo

30 MIN

LM Studio on DGX Spark

Deploy LM Studio and serve LLMs on a Spark device; use LM Link to access models remotely.

3mo

30 MIN

vLLM for Inference

Install and use vLLM on DGX Spark

2mo

1 HR

TRT LLM for Inference

Install and use TensorRT-LLM on DGX Spark

8mo

1 HR

NVFP4 Quantization

Quantize a model to NVFP4 to run on Spark using TensorRT Model Optimizer

8mo

1 HR

Multi-modal Inference

Setup multi-modal inference with TensorRT

7mo

Connect Three DGX Spark in a Ring Topology

Connect and set up three DGX Spark devices in a ring topology

2mo

Connect Multiple DGX Spark through a Switch

Set up a cluster of DGX Spark devices that are connected through Switch

2mo

5 MIN

VS Code

Install and use VS Code locally or remotely

8mo

30 MIN

RAG Application in AI Workbench

Install and use AI Workbench to clone and run a reproducible RAG application

8mo

30 MIN

Set up Tailscale on Your Spark

Use Tailscale to connect to your Spark on your home network no matter where you are

7mo

Connect Two Sparks

Connect two Spark devices and setup them up for inference and fine-tuning

7mo

Build a Video Search and Summarization (VSS) Agent

Run the VSS Blueprint on your Spark

7mo

OpenClaw 🦞

Run OpenClaw locally on DGX Spark with LM Studio or Ollama

2mo

20 MINS

CLI Coding Agent

Build local CLI coding agents with Ollama

1mo

20 MIN

Live VLM WebUI

Real-time Vision Language Model interaction with webcam streaming

5mo

30 MIN

Run Hermes Agent with Local Models

Install and run the Hermes self-improving AI agent on DGX Spark.

23d

30 MIN

Run NemoClaw with a Local LLM

Build your first local AI assistant on DGX Spark using NemoClaw and Ollama in a secure sandbox, with optional Telegram.

2mo

30 MIN

Install and Use Isaac Sim and Isaac Lab

Build Isaac Sim and Isaac Lab from source for Spark

5mo

30 MIN

Vibe Coding in VS Code

Use DGX Spark as a local or remote Vibe Coding assistant with Ollama and Continue

7mo

30 MIN

NCCL for Two Sparks

Install and test NCCL on two Sparks

7mo

30 MINS

Secure Long Running AI Agents with OpenShell on DGX Spark

Run OpenClaw with local models in an NVIDIA OpenShell sandbox on DGX Spark

2mo

60 MIN

cuTile Kernels

Run cuTile kernel benchmarks, FMHA implementation, and LLM inference on DGX Spark and B300

1mo

1 HR

Build and Deploy a Multi-Agent Chatbot

Deploy a multi-agent chatbot system and chat with agents on your Spark

8mo

What's New

New and majorly updated playbooks

30 MIN

Run Hermes Agent with Local Models

Install and run the Hermes self-improving AI agent on DGX Spark.

23d

60 MIN

cuTile Kernels

Run cuTile kernel benchmarks, FMHA implementation, and LLM inference on DGX Spark and B300

1mo

20 MINS

CLI Coding Agent

Build local CLI coding agents with Ollama

1mo