# Ling Tiny and LLMs as Commodities

> Source: <https://www.dotnetperls.com/2026_8_17_ling-tiny-llms-commodities>
> Published: 2026-08-17 07:00:00+00:00

I have a small MCP server I use to deal with administrative tasks. I have found **several LLMs** work to use the MCP server—so I can choose between GGUF files on Hugging Face and use whichever one works best (or fastest).

Today support for **Ling** models (made by Ant Group, somehow related to Alibaba) was added to `llama-cpp`

. So I downloaded `Ling-3.0-tiny-Q4_K_M.gguf`

and tried it out on my MCP server.

• It works great—very fast, accurate tool calling.

• It can likely completely replace other LLMs such as LFM 2.5 that I usually use.

• It seems to me that LLMs are quickly becoming commodities—many of them can be used for a certain task, and they can be replaced easily.

I am not sure if I will use Ling 3.0 Tiny for daily tasks, or if I will stick to LFM 2.5, but having the **choice** has value to me. I won't be stuck on **one provider** or **paying monthly fees** to use a specific model.