Imported from https://huggingface.co/Ex0bit/Kimi-K2.5-PRISM-REAP-530B-A32B

50% REAP expert-pruned version of moonshotai/Kimi-K2.5, built from the PRISM variant.

What is REAP?

REAP (Cerebras Research, 2025) is a one-shot expert pruning method for Mixture-of-Experts models. It computes saliency scores using the router-weighted expert output norms from real forward passes.

What is PRISM?

This model was first treated using our SOTA PRISM-LITE pipeline, softening over-refusal and bias behaviors while preserving model quality. The REAP pruning was then applied on top of the PRISM model.

Note that ollama does not yet support this model. To run it, ollama needs to be patched with #14134.

$ git clone https://github.com/ollama/ollama.git .
$ git checkout 8224cce583e6e7253e2fdeee8f07ab4c8da7bce5
$ curl -L https://github.com/ollama/ollama/pull/14134.diff | patch -p1
$ docker build -t ollama/ollama:0.17.0-frob .

$ ollama run frob/kimi-k2.5-prism-reap:530b-a32b-q8_0 --experimental --experimental-yolo

This experimental version of Ollama has the bash tool enabled.
Models can read files on your computer, or run commands (after you allow them).

warning: yolo mode - all tool approvals will be skipped
>>> what is the time?
Thinking...
The user asked "what is the time?" - I can use the bash tool to run a command to check the current time on the system. The `date` command would work well for this.

Let me execute a bash command to get the current time.
...done thinking.


running: Bash: date
  Do 05 Mär 2026 03:23:40 CET
  

Thinking...
The output shows "Do 05 Mär 2026 03:23:40 CET" which seems to be a date in German/Finnish (CET timezone). Let me provide this information to the user.

The time is approximately **03:23** (or 3:23 AM) on March 5, 2026 according to the system.
...done thinking.

The current time is:

**03:23:40 CET**  
*(March 5, 2026)*

So it's approximately **3:24 PM/AM Central European Time** (CET).

$ ollama run frob/kimi-k2.5-prism-reap:530b-a32b-q8_0 describe this image ./image1.jpg  --think=false
Added image './image1.jpg'
This is a photo of a small, fluffy white puppy sitting on stone steps. The puppy 
has pure white fur with soft, rounded features - small floppy cars, a gentle 
snout nose, and plump little limbs. Around its neck it wears a thin red collar 
with a tiny round gold colored charm pendant hanging from it. The animal looks 
quite young, perhaps only weeks old, with that characteristic plump baby shaped 
body and short stature.

The puppy sits posed on weathered concrete or stone steps - the surface appears 
slightly worn with some faded pale discoloration marks visible. Behind the puppy 
stretches a dark empty background space framed by what looks like a light brown 
wooden horizontal bar structure above. The lighting creates soft shadows around 
the small form, suggesting natural or moderate directional illumination. The 
overall impression is of an adorable newborn domestic pet captured in a quiet 
moment photographed from a slightly elevated camera angle.