diff --git a/.gitattributes b/.gitattributes
index eff9fdf..ea6301e 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -48,3 +48,4 @@ gemma-3-27b-it-codeforces-sft-i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text
 gemma-3-27b-it-codeforces-sft-i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
 gemma-3-27b-it-codeforces-sft-i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
 gemma-3-27b-it-codeforces-sft-i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text
+gemma-3-27b-it-codeforces-sft-i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
index 093b195..4cc5374 100644
--- a/README.md
+++ b/README.md
@@ -23,16 +23,16 @@ Quantized to `i1-GGUF` using [SpongeQuant](https://github.com/SpongeEngine/Spong
 
 ***
 <figure>
-  <img src="https://huggingface.co/spaces/SpongeEngine/README/resolve/main/099.png" alt="X-ray of hand">
-  <figcaption>X-ray of hand</figcaption>
+  <img src="https://huggingface.co/spaces/SpongeEngine/README/resolve/main/072.png" alt="Sprinters (Valeriy Borzov of the U.S.S.R. in lead)">
+  <figcaption>Sprinters (Valeriy Borzov of the U.S.S.R. in lead)</figcaption>
 </figure>
 
 <figure>
   <audio controls>
-    <source src="https://huggingface.co/spaces/SpongeEngine/README/resolve/main/007.mp3" type="audio/mp3">
+    <source src="https://huggingface.co/spaces/SpongeEngine/README/resolve/main/002.mp3" type="audio/mp3">
     Your browser does not support the audio element.
   </audio>
-  <figcaption>Blur – Song 2 (UK, 1997)</figcaption>
+  <figcaption>Iggy Pop – The Passenger (USA, 1977)</figcaption>
 </figure>
 
 ***
diff --git a/gemma-3-27b-it-codeforces-sft-i1-Q2_K_S.gguf b/gemma-3-27b-it-codeforces-sft-i1-Q2_K_S.gguf
new file mode 100644
index 0000000..dada5d8
--- /dev/null
+++ b/gemma-3-27b-it-codeforces-sft-i1-Q2_K_S.gguf
@@ -0,0 +1,3 @@
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+size 9757446368