diff --git a/README.md b/README.md
index b96eed21..6c8861a2 100644
--- a/README.md
+++ b/README.md
@@ -449,6 +449,7 @@ if __name__ == "__main__":
LightRAG now supports multi-turn dialogue through the conversation history feature. Here's how to use it:
+ Usage Example
```python
# Create conversation history
@@ -472,10 +473,15 @@ response = rag.query(
)
```
+
+
### Custom Prompt Support
LightRAG now supports custom prompts for fine-tuned control over the system's behavior. Here's how to use it:
+
+ Usage Example
+
```python
# Create query parameters
query_param = QueryParam(