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Ling / Ring

An Ant Group family: Ling for standard models, Ring for reasoning ones. There are trillion-parameter flagships and the efficient Ling-3.0-tiny, which needs only 1.3 billion active parameters.

Developer
Ant Group (inclusionAI), China
First release
Feb 2025
Latest release
Aug 2026
Sizes
7.9B-A1.3B – 1T
License
Commercial use allowedMIT
Russian
Not stated
Running
On your own serverAlso runs without a GPU
Industries
Finance, Customer support, Software development
Deploy on your server Hugging Face GitHub

What it does

  • Corporate assistant
  • Agents for office processes
  • Financial analytics (Fin version available)
  • Lightweight model for a laptop

Where it is used

Finance and bankingCustomer supportIT department

Hardware requirements

LaptopLaptop or regular PC, up to 8 GB of VRAM — smaller versions
fits
1 GPUOne GPU with 16–80 GB — mid-size versions
fits
ClusterServer with several GPUs — flagship versions
fits

Versions

  1. Ling-3.0-flash / tiny
  2. Ling-2.6
  3. Ling-2.5-1T
  4. Ling-1T / Ring-1T
  5. Ling 2.0 (mini, flash)
  6. Ling-lite / Ling-plus

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 Ling / Ring 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 Ling / Ring need?

At minimum: Laptop or regular PC, up to 8 GB of VRAM — smaller versions. Some versions also run on an ordinary CPU, without a GPU. You can calculate the exact VRAM for your model size and context in the hardware calculator.

Does Ling / Ring 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 Ling / Ring and what does it cost?

The Ling / Ring 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/inclusionAI/Ling-3.0-flash. Data checked against the model card on 22 Sep 2026. Have a lawyer review the license before commercial launch.