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Mistral-Large-4-1T-A52B: Chat, code and ask about images (1T, 52B active)

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Ask questions about text, images and documents, write code, and get replies in a fixed data format.

For developers building chat, coding or agent tools.

Model details

Original model mistralai/Mistral-Large-4-1T-A52B

Understand images/documentsWrite & reason

Input Image or text Output Text

Ways to use it Run locally

What it does

Mistral-Large-4-1T-A52B is a Mixture-of-Experts model, meaning it is split into many specialist sub-networks and only a few run for each word. It has 1T parameters in total, 52B active. It reads text and images, writes text, can call tools you define, and lets you pick low, medium or high reasoning effort per request.

How to use it

Start in the demo gallery, a collection of web demos built with the model for coding, image questions and more; you can plug in your own Mistral API key (access code). Programs can also call it through Mistral's online service as mistral-large-4. To run the weights yourself, the source recommends vLLM's official Docker image; SGLang, Transformers and llama.cpp are also supported.

Common use cases

  • Upload a photo of a technical drawing or chart and ask a question about it, and you get a written answer describing what the image shows.
  • Send a request with a strict JSON schema, meaning a template listing required fields, and you get a reply that fills exactly those fields, ready for your app.
  • Write a question in Polish or Japanese, and you get an answer in that language; the model card lists fluency in 160+ languages.

Can I use this?

Needs a multi-GPU server

Requirements For your own server, pull vLLM's official Docker image for Mistral Large 4 and serve the model with the source's command, including settings needed for tool use. If GPU memory runs short, lower the context length or number of parallel requests.

Caveat The source suggests using Mistral's own API when local serving gives subpar results, and recommends keeping each agent's tool list small and well defined.

Worth knowing Licensed under the Mistral Ecosystem Open-Weight License: commercial and non-commercial use are allowed, but running a Model-as-a-Service business needs a separate commercial license from Mistral. License text: https://huggingface.co/mistralai/Mistral-Large-4-1T-A52B/blob/main/LICENSE.

Why it's here

Not trending this week

Last seen on the Hugging Face trending list on 7 November 2026. It stays on BuildTube so you can still find it.

  • 1,635 people have liked it on Hugging Face.
  • It was downloaded 11,628 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 Mistral-Large-4-1T-A52B?
Mistral-Large-4-1T-A52B is a Mixture-of-Experts model, meaning it is split into many specialist sub-networks and only a few run for each word.
What can I use Mistral-Large-4-1T-A52B for?
Upload a photo of a technical drawing or chart and ask a question about it, and you get a written answer describing what the image shows; Send a request with a strict JSON schema, meaning a template listing required fields, and you get a reply that fills exactly those fields, ready for your app; Write a question in Polish or Japanese, and you get an answer in that language; the model card lists fluency in 160+ languages
Can I run Mistral-Large-4-1T-A52B on my computer?
At about 1 trillion parameters in total (52 billion active), it needs a multi-GPU server or the hosted API, not a desktop or laptop. If GPU memory runs short, lower the context length or number of parallel requests.
What do I need to use Mistral-Large-4-1T-A52B?
The recommended vLLM Docker setup uses NVIDIA GPUs; exact GPU memory needs are not documented. A quantized NVFP4 version with a smaller memory footprint targets Blackwell GPUs.
What license does Mistral-Large-4-1T-A52B use?
Licensed under the Mistral Ecosystem Open-Weight License: commercial and non-commercial use are allowed, but running a Model-as-a-Service business needs a separate commercial license from Mistral. License text: https://huggingface.co/mistralai/Mistral-Large-4-1T-A52B/blob/main/LICENSE.

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