karakuri-ai · First MLX build 28 Mar 2026
karakuri-vl-2-8b-thinking-2603
MLX
TextVision apache-2.0
A 8.8B parameter vision and text model from karakuri-ai, with 2 MLX builds, from 4-bit to 8-bit.
- Parameters
- 8.8B From Hugging Face
- Quantisation
- 4-bit karakuri-vl-2-8b-thinking-2603-MLX-4bit
- Memory needed
- 9 GB Estimate, unified memory
- Download
- 5.8 GB Weights, estimated
- Downloads
- 17 This build, last 30 days
- Task
- Vision and text Text, Vision
- MLX builds
- 2 On mlx-community
- Devices
- Mac Apple silicon
Memory
Will it fit?Needs about 9 GB at 4-bit
8 GB
16 GB
24 GB
32 GB
64 GB
128 GB
Fits with headroomTight, close other appsWon’t fit
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/karakuri-vl-2-8b-thinking-2603-MLX-4bit --image photo.jpg --prompt "Describe this image"MLX builds
2 on mlx-community| karakuri-vl-2-8b-thinking-2603-MLX-4bit | 4-bit | 5.8 GB | 9 GB | 17 |
|---|---|---|---|---|
| karakuri-vl-2-8b-thinking-2603-MLX-8bit | 8-bit | 9.9 GB | 14 GB | 15 |
Sizes are estimated from Hugging Face’s parameter counts and the quantisation. Downloads are for the last 30 days.