diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -508,4 +508,29 @@ AI写文章
 
 如果觉得还不错，请作者喝杯咖啡吧 ☺
 
-![](https://static.oschina.net/uploads/img/201903/08155608_0EFX.png)
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+![](https://static.oschina.net/uploads/img/201903/08155608_0EFX.png)
+
+<!-- GitHub Frontend Bot Testing Improvement Contribution -->
+
+This comment was added by GitHub Frontend Bot as part of a testing infrastructure improvement initiative.
+
+**Suggested Testing Improvements:**
+
+**Recommended Testing Stack:**
+- **JUnit 5** - Modern Java testing framework
+- **Mockito** - Mocking framework
+- **AssertJ** - Fluent assertions
+- **TestContainers** - Integration testing with real dependencies
+
+**Example setup:**
+```xml
+<dependency>
+    <groupId>org.junit.jupiter</groupId>
+    <artifactId>junit-jupiter</artifactId>
+    <version>5.8.2</version>
+    <scope>test</scope>
+</dependency>
+```
+
+---
+*Generated on 2025-08-27T16:26:07.766Z*