Update README.md

README.md

@@ -13,8 +13,8 @@ tags:
     <strong>Learn how to run DeepSeek-V3.1 correctly - <a href="https://docs.unsloth.ai/basics/deepseek-v3.1">Read our Guide</a>.</strong>
   </p>
 <p style="margin-top: 0;margin-bottom: 0;">
-    <em><a href="https://docs.unsloth.ai/basics/unsloth-dynamic-v2.0-gguf">Unsloth Dynamic 2.0</a> achieves superior accuracy & outperforms other leading quants.</em>
-  </p>
+ <strong>See how DeepSeek-V3.1 Dynamic 3-bit GGUF scores <a href="https://docs.unsloth.ai/new/unsloth-dynamic-ggufs-on-aider-polyglot">75.6% on Aider Polyglot here</a>.</strong>
+   </p>
   <div style="display: flex; gap: 5px; align-items: center; ">
     <a href="https://github.com/unslothai/unsloth/">
       <img src="https://github.com/unslothai/unsloth/raw/main/images/unsloth%20new%20logo.png" width="133">
@@ -26,6 +26,14 @@ tags:
       <img src="https://raw.githubusercontent.com/unslothai/unsloth/refs/heads/main/images/documentation%20green%20button.png" width="143">
     </a>
   </div>
+<p style="margin-bottom: 0; margin-top: 0;">
+<a href="https://docs.unsloth.ai/new/unsloth-dynamic-ggufs-on-aider-polyglot">
+      <img src="https://cdn-uploads.huggingface.co/production/uploads/65fd82a0493ef28bc303a7eb/TtlsSs8Rv8dg559s7KDzi.png" width="500">
+    </a>
+   </p>
+ <a href="https://docs.unsloth.ai/new/unsloth-dynamic-ggufs-on-aider-polyglot">
+      <img src="https://cdn-uploads.huggingface.co/production/uploads/65fd82a0493ef28bc303a7eb/mNws-fQa75mfakQEo2zNV.png" width="500">
+    </a>  </p>
 <h1 style="margin-top: 0rem;">🐋 DeepSeek-V3.1 Usage Guidelines</h1>
 </div>