SparkPilot

Model catalogue

Find your Spark's
next model.

Start with a signed recipe tested on DGX Spark, or see what we are testing next. SparkPilot handles the download and setup for recipes that are ready.

1 ready to run3 in testing

Ready to run

1 signed recipe

On the test bench

3 in testing

Hardware testing and app integration are separate steps; these models are not yet installable in the current TestFlight build.

  • In testing

    Qwen · NVFP4

    Qwen3.8 27B

    Hard problems and careful answers

    A dense 27B model for reasoning, tools and images. The recipe uses about 24 GB for weights, before context and runtime memory.

    Recipe by MiaAI-Lab
    Weights
    about 24 GB
    Engine
    SGLang
  • Spark verified · app integration pending

    Qwen · NVFP4

    Qwen3.8 Flash Next

    Coding and development

    Verified on one DGX Spark at 262,144 tokens, with 30.0 tokens/sec for prose and 45.1 for code in our standalone tests. SparkPilot integration is undergoing security and managed-install validation; this model is not available to install from the app yet.

    Recipe by MiaAI-Lab
    Weights
    105.94 GB download
    Engine
    vLLM
  • In testing

    DeepSeek · EXL3 3.0 bpw

    DeepSeek v4 Flash

    Deep reasoning on one Spark

    A text model for reasoning and tool use, with a 384K context in this recipe. Around 100 GB of weights makes memory planning important.

    Recipe by MiaAI-Lab
    Weights
    about 100 GB
    Engine
    vLLM
Compare the modelsContext, weights and external benchmarks
Not measured on DGX Spark

These speeds come from Artificial Analysis testing provider-hosted models. They are not speeds for these quantised recipes on your Spark; SparkPilot measurements, where available, are listed separately in the recipe details.

Scores are Artificial Analysis testing the model as its maker serves it, not this quantised recipe on a Spark. The index (v4.2) combines ten evaluations, including agentic, coding and long-context tasks.

On smaller screens, scroll the table sideways to see every column.

Recipe specifications and Artificial Analysis provider benchmarks
ModelProvider indexProvider speedContextWeightsRecipe status
16#139294tokens/sec64K to 1M24 GB Validated · signed
41#3447tokens/sec262K native, 1M with YaRNabout 24 GBIn testing
46#2974tokens/sec262,144 tokens verified105.94 GB downloadSpark verified · app integration pending
41#44130tokens/sec384Kabout 100 GBIn testing

Source: Artificial Analysis Recorded 7 September 2026; rankings and speeds can change.

Weight size is not total memory use. Context, concurrent requests and the inference engine also need memory.

Check the recipe yourself.

The catalogue is a public, signed file. Your Spark verifies the signature before it changes anything, so the website holds no authority of its own.