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Kimi-K2.6-GGUF
This is a GGUF release of Moonshot AI's Kimi-K2.6.
The release preserves Kimi-K2.6's native multimodal architecture and is intended as the canonical llama.cpp-compatible GGUF ladder for the original model.
Quick Benchmarks
| Check | Original Kimi-K2.6 | Kimi-K2.6 GGUF |
|---|---|---|
| Official 25-prompt refusal check | Pending | Pending |
| PPL / KLD reference drift | Pending | Pending |
Methodology & Model Notes
Kimi-K2.6 is a large sparse-MoE vision-language model in the Kimi K2 family, exposed through the KimiK25ForConditionalGeneration wrapper with a DeepSeek V3-style text stack.
This release is built directly from moonshotai/Kimi-K2.6 and is intended to provide a clean original-model GGUF ladder without altering the base refusal behavior.
Quant Benchmarks
| Quant | Official 25-prompt refusal check | Perplexity | KL divergence |
|---|---|---|---|
| Q8_0 | Pending | Pending | Pending |
| Q6_K | Pending | Pending | Pending |
| Q4_K_M | Pending | Pending | Pending |
| Q2_K | Pending | Pending | Pending |
Files
Kimi-K2.6-Q8_0/: highest-fidelity quantKimi-K2.6-Q6_K/: near-lossless practical quantKimi-K2.6-Q4_K_M/: smaller general-use quantKimi-K2.6-Q2_K/: lowest standard quant in this laddermmproj-Kimi-K2.6.gguf: matching multimodal projector file for llama.cpp vision use
Running
llama-server \
-m <quant-file.gguf> \
--mmproj <mmproj-file.gguf> \
-ngl 999 -c 32768 --jinja -fa
Model Architecture
| Spec | Value |
|---|---|
| Architecture Wrapper | KimiK25ForConditionalGeneration |
| Text Family | DeepSeek V3-style sparse MoE |
| Text Layers | 61 |
| Hidden Size | 7168 |
| Experts | 384 routed, 8 active per token |
| Modality | Vision-language |
| Base Model | moonshotai/Kimi-K2.6 |
Disclaimer
This is the original Kimi-K2.6 model converted to GGUF. It is not an abliterated release.
Credits
- Base model: moonshotai/Kimi-K2.6
- GGUF runtime and quantization: llama.cpp
License
This release inherits the base Kimi-K2.6 license.
Modified MIT License.