diff --git a/gallery/index.yaml b/gallery/index.yaml
index d736ec35..d1b5b822 100644
--- a/gallery/index.yaml
+++ b/gallery/index.yaml
@@ -5509,6 +5509,20 @@
     - filename: deepseek-r1-qwen-2.5-32B-ablated-Q4_K_M.gguf
       sha256: 7f33898641ebe58fe178c3517efc129f4fe37c6ca2d8b91353c4539b0c3411ec
       uri: huggingface://bartowski/deepseek-r1-qwen-2.5-32B-ablated-GGUF/deepseek-r1-qwen-2.5-32B-ablated-Q4_K_M.gguf
+- !!merge <<: *deepseek-r1
+  name: "fuseo1-deepseekr1-qwen2.5-coder-32b-preview-v0.1"
+  urls:
+    - https://huggingface.co/FuseAI/FuseO1-DeepSeekR1-Qwen2.5-Coder-32B-Preview
+    - https://huggingface.co/bartowski/FuseO1-DeepSeekR1-Qwen2.5-Coder-32B-Preview-v0.1-GGUF
+  description: |
+    FuseO1-Preview is our initial endeavor to enhance the System-II reasoning capabilities of large language models (LLMs) through innovative model fusion techniques. By employing our advanced SCE merging methodologies, we integrate multiple open-source o1-like LLMs into a unified model. Our goal is to incorporate the distinct knowledge and strengths from different reasoning LLMs into a single, unified model with strong System-II reasoning abilities, particularly in mathematics, coding, and science domains.
+  overrides:
+    parameters:
+      model: FuseO1-DeepSeekR1-Qwen2.5-Coder-32B-Preview-v0.1-Q4_K_M.gguf
+  files:
+    - filename: FuseO1-DeepSeekR1-Qwen2.5-Coder-32B-Preview-v0.1-Q4_K_M.gguf
+      sha256: d7753547046cd6e3d45a2cfbd5557aa20dd0b9f0330931d3fd5b3d4a0b468b24
+      uri: huggingface://bartowski/FuseO1-DeepSeekR1-Qwen2.5-Coder-32B-Preview-v0.1-GGUF/FuseO1-DeepSeekR1-Qwen2.5-Coder-32B-Preview-v0.1-Q4_K_M.gguf
 - &qwen2  ## Start QWEN2
   url: "github:mudler/LocalAI/gallery/chatml.yaml@master"
   name: "qwen2-7b-instruct"