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Muse-Spark-Open-816B-A42B: Ask about screenshots, charts and code bugs

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Send a screenshot, chart or document and get a written explanation, or hand it a bug to fix.

For teams with very large GPU servers or a third-party API.

Model details

Original model meta-models/Muse-Spark-Open-816B-A42B

Understand images/documentsWrite & reason

Input Image or text Output Text

Ways to use it Run locally

What it does

Muse Spark Open is a Meta model that reads text, images, video and audio and replies in text. It is built for coding and agent work, where the model plans several steps, calls outside tools and tries again when a tool call fails.

How to use it

Input → action → output: send a screenshot, chart, document or coding task with your question, and read the text reply. Use a third-party inference provider's API, or download the weights from Hugging Face and run them with a framework such as SGLang, vLLM or Llama.cpp. Meta recommends high or xhigh reasoning effort for complex tasks.

Common use cases

  • Send a screenshot, chart or document and get a written explanation of it.
  • Give it a software bug and have it write and debug code to resolve it.
  • Give it another model's answers and have it evaluate them.

Can I use this?

Needs a multi-GPU server

Requirements First, request access on the Hugging Face page, since access is manually gated, and accept the Muse Model License. To run it yourself you need a GPU with at least 700GB of VRAM for NVFP4 or 2TB for BF16, plus an inference framework. The source does not name API providers or account steps.

Caveat Meta recommends deploying it inside a broader AI system with extra guardrails. The output is text only, and the license terms are not summarized here.

Worth knowing Meta recommends deploying it as part of a broader AI system with extra guardrails. It replies in text only, and the license terms are not summarized here. Requires accepting the license on Hugging Face (free to request; the publisher approves each request).

Why it's here

Not trending this week

Last seen on the Hugging Face trending list on 2 November 2026. It stays on BuildTube so you can still find it.

  • 744 people have liked it on Hugging Face.
  • It was downloaded 12,674 times in the last 30 days.

Numbers checked on 8 November 2026; not refreshed since.

Behind it

View model page

BuildTube has not run or verified this project. Everything above is written from what the creator published.

Made this?

Quick questions

What is Muse-Spark-Open-816B-A42B?
Muse Spark Open is a Meta model that reads text, images, video and audio and replies in text.
What can I use Muse-Spark-Open-816B-A42B for?
Send a screenshot, chart or document and get a written explanation of it; Give it a software bug and have it write and debug code to resolve it; Give it another model's answers and have it evaluate them
Can I run Muse-Spark-Open-816B-A42B on my computer?
At about 816 billion parameters in total (42 billion active), it needs a multi-GPU server or the hosted API, not a desktop or laptop. To run it yourself you need a GPU with at least 700GB of VRAM for NVFP4 or 2TB for BF16, plus an inference framework.
What do I need to use Muse-Spark-Open-816B-A42B?
Manual access approval on Hugging Face and acceptance of the Muse Model License come first. Running it yourself needs a GPU with at least 700GB of VRAM for NVFP4 or 2TB for BF16, plus an inference framework.
What license does Muse-Spark-Open-816B-A42B use?
It replies in text only, and the license terms are not summarized here. The output is text only, and the license terms are not summarized here.

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