TextComputer-use agentsMath and reasoning

Raon-1 mini

A model from the Korean KRAFTON (the publisher of PUBG) with 30B parameters, 4B active, trained from scratch. It is strong in Korean conversation and agentic tasks: it can reason and call tools, and works with Hermes Agent, Pi and OpenCode. Training languages: Korean, English, Japanese, Chinese, Spanish, French, Thai, and Russian is not among them. There are compressed MXFP8 and NVFP4 versions and an auxiliary model for faster generation. This is a trial release (preview), and the specifications may change before the final one. The weights are issued on request on Hugging Face, and the benchmark figures are the authors' own.

Developer
KRAFTON AI, South Korea
First release
Oct 2026
Latest release
Oct 2026
Sizes
30B-A4B
License
Commercial use allowedApache 2.0 (access to the weights on Hugging Face is issued on request)
Russian
Not stated
Running
On your own serverNeeds a GPU
Industries
Customer support, Software development, Media and production

What it does

  • a Korean-language assistant and customer support
  • an agent with tool calling on your own server
  • game and media projects for a Korean audience

Where it is used

customer support in Koreathe gaming industryagent development

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
fits
ClusterServer with several GPUs — flagship versions
no versions

Versions

  1. Raon-1 mini preview (30B-A4B)

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 Raon-1 mini be used in a commercial project?

Yes. License: Apache 2.0 (access to the weights on Hugging Face is issued on request). It allows commercial use, but it is still worth having a lawyer review the license before launch.

What hardware does Raon-1 mini need?

At minimum: One GPU with 16–80 GB — mid-size 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 Raon-1 mini support Russian?

The model card does not list languages, so Russian support cannot be promised — it has to be tested on your own examples.

Where can I download Raon-1 mini and what does it cost?

The Raon-1 mini 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.

Similar models

Source: huggingface.co/KRAFTON/Raon-1-mini-preview. Data checked against the model card on 22 Sep 2026. Have a lawyer review the license before commercial launch.