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    Copyright © 2026 NVIDIA Corporation

    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.

    Get Support

    Connect from Another Computer

    Get started with NVIDIA Sync

    Set Up Local Network Access

    Set Up Local Network Access

    NVIDIA Sync helps set up and configure SSH access

    Connect Now

    First Time Here?

    Try these developer quickstarts

    Open WebUI with Ollama15 MIN

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

    Generate Images and Videos with ComfyUI45 MIN

    Node-based diffusion workflows for images and videos with FLUX, Wan, HunyuanVideo, and Stable Diffusion

    DGX Dashboard30 MIN

    Monitor your DGX system and launch JupyterLab

    Serve LLMs with vLLM30 MIN

    High-throughput serving for 30+ models, with continuous batching and an OpenAI-compatible API

    See More Playbooks Below

    What's New

    New and majorly updated playbooks

    • DGX Spark
      30 MIN

      Run Hermes Agent with a Local LLM

      Chat from the terminal against local vLLM with the self-improving Nous Research agent (Telegram optional)
      • Hermes Agent
      • vLLM
      • DGX Spark
      • Docker
      • Agentic Workflow
      • Spark
      Last updated on August 4, 2026
    • DGX Spark
      60 MIN

      cuTile Kernels

      Run cuTile kernel benchmarks, FMHA implementation, and LLM inference on DGX Spark and B300
      • FMHA
      • Cross-Platform
      • DeepSeek
      • Docker
      • TileGym
      • GPU Development
      • cuTile
      • Benchmarking
      • Flash Attention
      • LLM Inference
      • Spark
      • Qwen2
      Last updated on April 27, 2026
    • DGX Spark
      20 MINS

      CLI Coding Agent

      Build local CLI coding agents with Ollama
      • Coding
      • Ollama
      • Claude Code
      • OpenCode
      • Qwen
      • LLM
      • Spark
      • Codex
      Last updated on April 27, 2026

    All Playbooks

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

    • DGX Spark
      15 MIN

      Single-cell RNA Sequencing

      An end-to-end GPU-powered workflow for scRNA-seq using RAPIDS
      • data science
      Last updated on January 2, 2026
    • DGX Spark
      20 MIN

      Portfolio Optimization

      GPU-Accelerated portfolio optimization using cuOpt and cuML
      • Data Science
      • RAPIDS
      • Financial Services
      Last updated on January 2, 2026
    • DGX Spark
      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
      • pandas
      • dimensionality reduction
      • data analytics
      • DGX
      • data science
      • clustering
      • Spark
      • machine learning
      Last updated on October 21, 2025
    • DGX Spark
      30 MIN

      Build Knowledge Graphs with txt2kg

      Extract triples with Ollama or vLLM, store them in a graph database, and explore them in a GPU-accelerated web UI
      • Station
      • vLLM
      • DGX Spark
      • Ollama
      • DGX Station
      • Spark
      • Application
      Last updated on August 6, 2026
    • DGX Spark
      2 HRS

      Optimized JAX

      Optimize JAX to run on Spark
      • DGX
      • Spark
      Last updated on October 7, 2025
    • DGX Spark

      LLaMA Factory

      Install and fine-tune models with LLaMA Factory
      • DGX
      • Spark
      Last updated on October 9, 2025
    • DGX Spark

      Fine-tune with Pytorch

      Use Pytorch to fine-tune models locally
      • DGX
      • Spark
      Last updated on October 7, 2025
    • DGX Spark
      1 HR

      FLUX.1 Dreambooth LoRA Fine-tuning

      Fine-tune FLUX.1-dev 12B model using Dreambooth LoRA for custom image generation
      • Image Generation
      • ComfyUI
      • DGX
      • LoRA
      • Spark
      • Fine-tuning
      • Text-to-Image
      Last updated on October 7, 2025
    • DGX Spark
      1 HR

      Fine-tune with NeMo

      Use NVIDIA NeMo to fine-tune models locally
      • DGX
      • Spark
      Last updated on October 9, 2025
    • DGX Spark
      1 HR

      Unsloth on DGX Spark

      Optimized fine-tuning with Unsloth
      • DGX
      • Spark
      Last updated on October 7, 2025
    • DGX Spark
      30 MIN

      Speculative Decoding

      Learn how to set up speculative decoding for fast inference on Spark
      • DGX
      • Spark
      Last updated on October 9, 2025
    • DGX Spark
      30 MIN

      Run models with llama.cpp on DGX Spark

      Build llama.cpp with CUDA and serve models via an OpenAI-compatible API
      • DGX Spark
      • Inference
      • LLM
      • Spark
      • llama.cpp
      Last updated on April 2, 2026
    • DGX Spark
      30 MIN

      Serve LLMs with SGLang

      High-throughput serving with RadixAttention, structured output, and an OpenAI-compatible API
      • Station
      • DGX Spark
      • DGX Station
      • Inference
      • SGLang
      • Spark
      Last updated on August 4, 2026
    • DGX Spark
      30 MIN

      NIM on Spark

      Deploy a NIM on Spark
      • DGX
      • Spark
      Last updated on October 9, 2025
    • DGX Spark
      30 MIN

      LM Studio on DGX Spark

      Deploy LM Studio and serve LLMs on a Spark device; use LM Link to access models remotely.
      • Inference
      • llmster
      • LM Studio
      • LM Link
      • Spark
      Last updated on February 6, 2026
    • DGX Spark
      45 MIN

      Nemotron Model Family on DGX Spark

      Deploy Nemotron 3 model family (Nemotron-3-Nano or Nemotron-3-Super) on DGX Spark
      • Nemotron Super
      • Inference
      • Spark
      • Nemotron Nano
      Last updated on December 18, 2025
    • DGX Spark
      45 MIN

      Generate Images and Videos with ComfyUI

      Node-based diffusion workflows for images and videos with FLUX, Wan, HunyuanVideo, and Stable Diffusion
      • Station
      • Content Creation
      • Image Generation
      • ComfyUI
      • DGX Spark
      • Docker
      • DGX Station
      • Spark
      Last updated on August 4, 2026
    • DGX Spark
      1 HR

      TRT LLM for Inference

      Install and use TensorRT-LLM on DGX Spark
      • DGX
      • Spark
      Last updated on October 7, 2025
    • DGX Spark
      60 MIN

      Quantize Models to NVFP4 with NVIDIA Model Optimizer

      Cut memory ~3.5× vs FP16 while keeping accuracy close to FP8, then validate with an OpenAI-compatible endpoint
      • Station
      • vLLM
      • DGX Spark
      • Model Optimizer
      • DGX Station
      • TensorRT-LLM
      • Inference
      • Spark
      Last updated on August 4, 2026
    • DGX Spark
      1 HR

      Multi-modal Inference

      Setup multi-modal inference with TensorRT
      • DGX
      • Spark
      Last updated on October 13, 2025
    • DGX Spark

      Connect Three DGX Spark in a Ring Topology

      Connect and set up three DGX Spark devices in a ring topology
      • DGX
      • Spark
      Last updated on March 20, 2026
    • DGX Spark
      5 MIN

      VS Code

      Install and use VS Code locally or remotely
      • DGX
      • Spark
      Last updated on October 7, 2025
    • DGX Spark
      30 MIN

      RAG Application in AI Workbench

      Install and use AI Workbench to clone and run a reproducible RAG application
      • DGX
      • Spark
      Last updated on October 7, 2025
    • DGX Spark
      30 MIN

      Set up Tailscale on Your Spark

      Use Tailscale to connect to your Spark on your home network no matter where you are
      • DGX
      • Spark
      Last updated on October 9, 2025
    • DGX Spark
      2 HRS

      Connect Multiple DGX Spark through a Switch

      Set up a cluster of DGX Spark devices that are connected through Switch
      • DGX
      • Spark
      Last updated on March 20, 2026
    • DGX Spark
      2 HOURS

      Spark & Reachy Photo Booth

      AI augmented photo booth using the DGX Spark and Reachy Mini.
      • generative-ai
      • Spark
      • agents
      • docker
      Last updated on May 26, 2026
    • DGX Spark
      20 MINS

      CLI Coding Agent

      Build local CLI coding agents with Ollama
      • Coding
      • Ollama
      • Claude Code
      • OpenCode
      • Qwen
      • LLM
      • Spark
      • Codex
      Last updated on April 27, 2026
    • DGX Spark
      20 MIN

      Live VLM WebUI

      Real-time Vision Language Model interaction with webcam streaming
      • Vision AI
      • DGX
      • VLM
      • Spark
      • WebRTC
      Last updated on January 2, 2026
    • DGX Spark
      30 MIN

      Run Hermes Agent with a Local LLM

      Chat from the terminal against local vLLM with the self-improving Nous Research agent (Telegram optional)
      • Hermes Agent
      • vLLM
      • DGX Spark
      • Docker
      • Agentic Workflow
      • Spark
      Last updated on August 4, 2026
    • DGX Spark
      30 MIN

      Run NemoClaw with a Local LLM

      Build a local AI assistant in an OpenShell sandbox with vLLM inference and optional Telegram
      • Station
      • vLLM
      • Telegram
      • DGX Spark
      • Agentic Workflow
      • NemoClaw
      • DGX Station
      • OpenClaw
      • OpenShell
      • Spark
      Last updated on August 6, 2026
    • DGX Spark
      30 MINS

      🦞 Set Up Example NemoClaw Agents 🦞

      Ready-to-run application examples for your NemoClaw sandbox — policy, prompt, and personalization for each workflow
      • Personal Assistant
      • Telegram
      • Applications
      • DGX Spark
      • NemoClaw
      • OpenShell
      • Web Search
      • Spark
      • Productivity Agent
      • AI Agent
      Last updated on May 30, 2026
    • DGX Spark
      30 MIN

      Install and Use Isaac Sim and Isaac Lab

      Build Isaac Sim and Isaac Lab from source for Spark
      • DGX
      • Spark
      Last updated on January 2, 2026
    • DGX Spark
      30 MIN

      Vibe Coding in VS Code

      Use DGX Spark as a local or remote Vibe Coding assistant with Ollama and Continue
      • DGX
      • VibeCoding
      • Spark
      Last updated on October 10, 2025
    • DGX Spark
      30 MIN

      NCCL for Multiple Sparks

      Install and test NCCL on two, three, or four Sparks
      • DGX
      • Spark
      Last updated on October 13, 2025
    • DGX Spark
      30 MIN

      Build a Video Search and Summarization (VSS) Agent

      Run the VSS Blueprint on your Spark
      • DGX
      • Spark
      Last updated on October 7, 2025
    • DGX Spark
      30 MIN

      Secure AI Agents with OpenShell

      Isolate OpenClaw with kernel-level policies and route inference to a local model
      • Station
      • vLLM
      • DGX Spark
      • Docker
      • Agentic Workflow
      • DGX Station
      • OpenClaw
      • OpenShell
      • Spark
      Last updated on August 6, 2026
    • DGX Spark
      30 MIN

      Run OpenClaw with a Local LLM

      Install a local-first AI agent and connect it to a private OpenAI-compatible model endpoint
      • DGX Spark
      • Agentic Workflow
      • RTX
      • OpenClaw
      • Spark
      Last updated on August 6, 2026
    • DGX Spark
      60 MIN

      cuTile Kernels

      Run cuTile kernel benchmarks, FMHA implementation, and LLM inference on DGX Spark and B300
      • FMHA
      • Cross-Platform
      • DeepSeek
      • Docker
      • TileGym
      • GPU Development
      • cuTile
      • Benchmarking
      • Flash Attention
      • LLM Inference
      • Spark
      • Qwen2
      Last updated on April 27, 2026
    • DGX Spark
      1 HR

      Build and Deploy a Multi-Agent Chatbot

      Deploy a multi-agent chatbot system and chat with agents on your Spark
      • DGX
      • Agents
      • Spark
      Last updated on October 7, 2025
    • DGX Spark
      1 HR

      Connect Two Sparks

      Connect two Spark devices and setup them up for inference and fine-tuning
      • DGX
      • Spark
      Last updated on October 13, 2025