Update README.md

README.md

@@ -10,9 +10,6 @@ license: apache-2.0
 license_link: https://huggingface.co/Qwen/Qwen3-Coder-30B-A3B-Instruct/blob/main/LICENSE
 pipeline_tag: text-generation
 ---
-> [!NOTE]
->  Extends context length from 256K to 1 million by YaRN
->
 <div>
   <p style="margin-bottom: 0; margin-top: 0;">
     <strong>See <a href="https://huggingface.co/collections/unsloth/qwen3-680edabfb790c8c34a242f95">our collection</a> for all versions of Qwen3 including GGUF, 4-bit & 16-bit formats.</strong>
@@ -61,7 +58,7 @@ pipeline_tag: text-generation
 - **Long-context Capabilities** with native support for **256K** tokens, extendable up to **1M** tokens using Yarn, optimized for repository-scale understanding.
 - **Agentic Coding** supporting for most platform such as **Qwen Code**, **CLINE**, featuring a specially designed function call format.
 
-![image/jpeg](placeholder of Qwen3-Coder-30B-A3B-Instruct performance image )
+![image/jpeg](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen3-Coder/qwen3-coder-30a3-main.jpg)
 
 ## Model Overview