diff --git a/基于AI Agent开发范式的国产GPU大模型推理算子库优化/FlashInfer Benchmark实战：从性能基线到XPU-OJ冒烟提交.md b/基于AI Agent开发范式的国产GPU大模型推理算子库优化/FlashInfer Benchmark实战：从性能基线到XPU-OJ冒烟提交.md
index 20728e4..1099d7c 100644
--- a/基于AI Agent开发范式的国产GPU大模型推理算子库优化/FlashInfer Benchmark实战：从性能基线到XPU-OJ冒烟提交.md	
+++ b/基于AI Agent开发范式的国产GPU大模型推理算子库优化/FlashInfer Benchmark实战：从性能基线到XPU-OJ冒烟提交.md	
@@ -354,7 +354,7 @@ pip install pandas
 
     **预期结果：**
 
-    ![ls -l](https://origin.picgo.net/2026/06/24/-2026-06-24-1651399191c4b66abe6916.png)
+    ![ls -l](https://origin.picgo.net/2026/07/08/-2026-07-08-1444052f3264a5597c95d5.png)
 
 #### Step 3：验证项目脚本