thinkingmachines · First MLX build 30 Jul 2026

Inkling-Small

MLX TextVision apache-2.0

A 264B parameter vision and text model from thinkingmachines, with 4 MLX builds, from 2-bit to 4-bit.

Hugging Face
Parameters
264B
From Hugging Face
Quantisation
2-bit
Inkling-Small-mlx-2bit
Memory needed
101 GB
Estimate, unified memory
Download
88.4 GB
Weights, estimated
Downloads
295
This build, last 30 days
Task
Vision and text
Text, Vision
MLX builds
4
On mlx-community
Devices
Mac
Apple silicon

Memory

Estimated from the size of the weights, plus a fifth for context and working memory and 2 GB for macOS and your apps. Long contexts need more.

Run it

Terminal · mlx-vlm
$ pip install -U mlx-vlm
$ python -m mlx_vlm.generate --model mlx-community/Inkling-Small-mlx-2bit --image photo.jpg --prompt "Describe this image"

MLX builds

4 on mlx-community
Click a column to sort. Smallest size and most downloads are highlighted.
Inkling-Small-mlx-2bit 2-bit 88.4 GB 101 GB 295
Inkling-Small-mlx-3bit 3-bit 121 GB 138 GB 118
Inkling-Small-mxfp4 MXFP4 149 GB 168 GB 196
Inkling-Small-mlx-4bit 4-bit 153 GB 174 GB 248

Sizes are estimated from Hugging Face’s parameter counts and the quantisation. Downloads are for the last 30 days.