diff --git a/docs/_config.yml b/docs/_config.yml
index 9c0003f..0dfe877 100644
--- a/docs/_config.yml
+++ b/docs/_config.yml
@@ -22,17 +22,3 @@ mermaid:
   # Default configuration
   config: |
     directionLR
-
-callouts:
-  warning:
-    title: Warning
-    color: red
-  note:
-    title: Note
-    color: blue
-  important:
-    title: Important
-    color: yellow
-  tip:
-    title: Tip
-    color: green
\ No newline at end of file
diff --git a/docs/index.md b/docs/index.md
index 89a6a58..033ae97 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -17,12 +17,17 @@ We model the LLM workflow as a **Nested Directed Graph**:
 - **Batch** Nodes/Flows for data-intensive tasks.
 - **Async** Nodes/Flows allow waits or **Parallel** execution
 
-Have questions? Chat with [AI Assistant](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-mini-llm-flow-assistant)
+
+> **Note:** Have questions? Chat with [AI Assistant](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-mini-llm-flow-assistant)
+{: .note }
+
 
 <div align="center">
   <img src="https://github.com/zachary62/miniLLMFlow/blob/main/assets/minillmflow.jpg?raw=true" width="400"/>
 </div>
 
+
+
 ## Core Abstraction
 
 - [Node](./node.md)
@@ -34,12 +39,12 @@ Have questions? Chat with [AI Assistant](https://chatgpt.com/g/g-677464af3658819
 
 ## Low-Level Details
 
-> **Note:** We do not provide implementation.
-{: .note }
-
 - [LLM Wrapper](./llm.md)
 - [Tool](./tool.md)
 
+> **Note:** We do not provide implementation for low-level details. 
+{: .note }
+
 ## High-Level Paradigm
 
 - [Structured Output](./structure.md)