TextComputer-use agentsMath and reasoning

Atria Dawn

An agent model for long tasks: searching and gathering evidence, research, development, preparing reports and presentations, analyzing vulnerabilities in an authorized environment. A preview based on GLM-5.2, 256K-token context, text only. An FP8 version exists.

Developer
Shanghai Artificial Intelligence Laboratory, China
First release
Sep 2026
Latest release
Sep 2026
Sizes
744B (MoE, based on GLM-5.2)
License
Commercial use allowedMIT
Russian
Not supported
Running
On your own serverNeeds a GPU
Industries
Science and research, Software development, Security, Documents and accounting
Deploy on your server Hugging Face

What it does

  • deep search and research on a topic with a verifiable result
  • developing programs and preparing reports and presentations
  • checking and fixing vulnerabilities in an authorized environment

Where it is used

research groupssoftware developmentinformation security

Hardware requirements

LaptopLaptop or regular PC, up to 8 GB of VRAM — smaller versions
no versions
1 GPUOne GPU with 16–80 GB — mid-size versions
no versions
ClusterServer with several GPUs — flagship versions
fits

Versions

  1. Atria-Dawn-Preview-FP8
  2. Atria-Dawn-Preview

How to run it

On your own serverWeights are downloaded from Hugging Face and served with vLLM (load and API) or llama.cpp (modest hardware). The model then runs in a closed network with no per-request fees.Hugging Face
How much hardware you needCalculate the VRAM for the model size, context length and number of concurrent requests.Open the hardware calculator

I can set this up end to end: pick the model size, deploy it on your server and connect it to your systems.

Frequently asked questions

Can Atria Dawn be used in a commercial project?

Yes. License: MIT. It allows commercial use, but it is still worth having a lawyer review the license before launch.

What hardware does Atria Dawn need?

At minimum: Server with several GPUs — flagship versions. Without a GPU the model is not practical. You can calculate the exact VRAM for your model size and context in the hardware calculator.

Does Atria Dawn support Russian?

No. The developer documentation lists the supported languages and Russian is not among them.

Where can I download Atria Dawn and what does it cost?

The Atria Dawn weights are open and free to download. You only pay for the hardware it runs on and for the setup. Source links are at the bottom of this page.

How I deploy it for clients

  1. SelectionI pick the model size for your task and hardware and test it on your examples.
  2. DeploymentI deploy it on your server or in a closed network and provide an API.
  3. Fine-tuningI fine-tune it on your data (LoRA) or connect a knowledge base — whichever is cheaper for the task.
  4. IntegrationI connect it to your CRM, ERP, bot, website or team chat and set up monitoring.

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Details

Source: huggingface.co/internlm/Atria-Dawn-Preview. Data checked against the model card on 22 Sep 2026. Have a lawyer review the license before commercial launch.