What Ling-3.1-flash is
inclusionAI published Ling-3.1-flash on Hugging Face in October 2026. According to the model page:
- It has 560 billion parameters in total and 25 billion active per token.
- The context is 1 million tokens.
- It is a hybrid reasoning model for agents, search, office work, software, healthcare and finance.
Who it is for
- Law firms and public bodies: read a whole long case file before you summarize or answer.
- Healthcare: read a patient's long history at once.
How we deploy
It is a large model: the example on the page uses 8 H200 GPUs, or 4 GB300. So we set up the GPU capacity when your organization asks. The model joins the same API, with the privacy barrier.
How it works
You describe the case
The size of the documents, the volume and the rules for your data.
We test with your samples
The page does not list the model's languages. So we measure the quality in Brazilian Portuguese with your own documents.
We connect it to your access
We set up the GPUs, connect the model to your key and agree on a usage price.
Good to know
- MIT license, checked on Hugging Face on October 17, 2026.
- The page gives 560 billion parameters in the text and 572 billion in the files panel.
- On-demand deployment: the model goes live when an organization asks for it.