diff --git a/gallery/index.yaml b/gallery/index.yaml
index 929c337bb..eb9e5e15c 100644
--- a/gallery/index.yaml
+++ b/gallery/index.yaml
@@ -2,44 +2,21 @@
 - name: "swift-qwen3.8-27b"
   url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
   urls:
+    - https://huggingface.co/ukisai/Swift-Qwen3.8-27b
     - https://huggingface.co/ukisai/Swift-Qwen3.8-27B-GGUF
   description: |
-    Website  • 
-    Learn more  • 
-    GGUF  • 
-    Enterprise licensing
-
-    # Swift-Qwen3.8-27B
-
-    Swift-Qwen3.8-27B is UkisAI's reasoning-efficient derivative of Qwen3.8-27B,
-    using **58.3% fewer thinking tokens** while maintaining near-identical performance
-    (**<1% loss**) and as a result getting a **x1.95 speed-up** on several tasks.
-
-    The prompt is a sample from LiveCodeBench v6
-
-    ## Training approach
-
-    We built Swift by identifying reasoning-marker tokens that, in our analysis, trigger overthinking in Qwen’s
-    reasoning rollouts. We then fine-tuned Qwen by penalizing usage of those tokens while it reasons.
-
-    Swift produces shorter reasoning traces. In our testing, we also observe fewer overthinking errors.
-
-    For maximum gains, Swift also includes a transfer component derived from
-    BottleCap AI's ThinkingCap-Qwen3.6-27B.
-
-    ## Evaluation scope
-
-    > All results below compare the Qwen3.8-27B BF16 base with the same base plus the
-    > Swift adapter.
-
-    ## Benchmarks
-
-    ...
-  license: "other"
+    Swift-Qwen3.8-27B is UkisAI's reasoning-efficient fine-tune of Qwen3.8-27B.
+    The publisher reports 58.3% fewer thinking tokens with less than 1% quality loss.
+    This Q4_K_M GGUF includes the F16 vision projector and enables MTP speculative decoding.
+    The weights use the Swift Open License v1.0.
+  license: "swift-open-license-1.0"
   tags:
     - llm
     - gguf
     - reasoning
+    - vision
+    - multimodal
+    - mtp
   overrides:
     backend: llama-cpp
     function:
@@ -48,6 +25,7 @@
         disable: true
     known_usecases:
       - chat
+      - vision
     mmproj: llama-cpp/mmproj/Swift-Qwen3.8-27B-Q4_K_M/mmproj-Swift-Qwen3.8-27B-F16.gguf
     options:
       - use_jinja:true