diff --git a/content/modules/ROOT/pages/04-02-langgraph.adoc b/content/modules/ROOT/pages/04-02-langgraph.adoc
index 131b426..cfe673c 100644
--- a/content/modules/ROOT/pages/04-02-langgraph.adoc
+++ b/content/modules/ROOT/pages/04-02-langgraph.adoc
@@ -23,5 +23,5 @@ For our upcoming workshop, **we will be using LangGraph** to demonstrate the pot
 
 As a sneak peak around the capabilities of LangGraph, please check out:
 
-* [LangGraph Tool Calling Example](https://github.com/rh-aiservices-bu/agentic-workshop/blob/main/lab-materials/07-agent-frameworks/7.1-tool-calling-langgraph-granite3.ipynb)
-* [LangGraph ReAct Example](https://github.com/rh-aiservices-bu/agentic-workshop/blob/main/lab-materials/07-agent-frameworks/7.2-react-agents-langgraph-granite3.ipynb)
+* (https://github.com/rh-aiservices-bu/agentic-workshop/blob/main/lab-materials/07-agent-frameworks/7.1-tool-calling-langgraph-granite3.ipynb[LangGraph Example])
+* (https://github.com/rh-aiservices-bu/agentic-workshop/blob/main/lab-materials/07-agent-frameworks/7.2-react-agents-langgraph-granite3.ipynb[LangGraph ReAct Example])
\ No newline at end of file
diff --git a/content/modules/ROOT/pages/04-03-autogen-framework.adoc b/content/modules/ROOT/pages/04-03-autogen-framework.adoc
index b71b592..95dd71c 100644
--- a/content/modules/ROOT/pages/04-03-autogen-framework.adoc
+++ b/content/modules/ROOT/pages/04-03-autogen-framework.adoc
@@ -21,4 +21,4 @@ include::_attributes.adoc[]
 
 As a sneak peak around the capabilities of AutoGen, please check out:
 
-* [Autogen Example](https://github.com/rh-aiservices-bu/agentic-workshop/blob/main/lab-materials/07-agent-frameworks/7.1-tool-calling-autogen-granite3-system.ipynb)
+* (https://github.com/rh-aiservices-bu/agentic-workshop/blob/main/lab-materials/07-agent-frameworks/7.1-tool-calling-autogen-granite3-system.ipynb[Autogen Example])
diff --git a/content/modules/ROOT/pages/04-04-crew-ai.adoc b/content/modules/ROOT/pages/04-04-crew-ai.adoc
index c64ec7a..8ae49eb 100644
--- a/content/modules/ROOT/pages/04-04-crew-ai.adoc
+++ b/content/modules/ROOT/pages/04-04-crew-ai.adoc
@@ -34,4 +34,4 @@ at scale in production environments.
 
 As a sneak peak around the capabilities of CrewAI, please check out:
 
-* [CrewAI Example](https://github.com/rh-aiservices-bu/agentic-workshop/blob/main/lab-materials/07-agent-frameworks/7.1-tool-calling-autogen-granite3-system.ipynb)
+* (https://github.com/rh-aiservices-bu/agentic-workshop/blob/main/lab-materials/07-agent-frameworks/7.1-tool-calling-autogen-granite3-system.ipynb[CrewAI Example])
diff --git a/content/modules/ROOT/pages/04-05-llama-index.adoc b/content/modules/ROOT/pages/04-05-llama-index.adoc
index 6ba41b2..76c96b4 100644
--- a/content/modules/ROOT/pages/04-05-llama-index.adoc
+++ b/content/modules/ROOT/pages/04-05-llama-index.adoc
@@ -22,4 +22,4 @@ include::_attributes.adoc[]
 
 As a sneak peak around the capabilities of LlamaIndex, please check out:
 
-* [LlamaIndex Example](https://github.com/rh-aiservices-bu/agentic-workshop/blob/main/lab-materials/07-agent-frameworks/7.1-tool-calling-autogen-granite3-system.ipynb)
+* (https://github.com/rh-aiservices-bu/agentic-workshop/blob/main/lab-materials/07-agent-frameworks/7.1-tool-calling-autogen-granite3-system.ipynb[LlamaIndex Example])
diff --git a/content/modules/ROOT/pages/04-06-bee.adoc b/content/modules/ROOT/pages/04-06-bee.adoc
index 15bf18e..9a5ea7d 100644
--- a/content/modules/ROOT/pages/04-06-bee.adoc
+++ b/content/modules/ROOT/pages/04-06-bee.adoc
@@ -20,4 +20,4 @@ The Bee Agent Framework enables scalable, agent-based workflows compatible with
 
 As a sneak peak around the capabilities of Bee, please check out:
 
-* [Bee Example](https://github.com/rh-aiservices-bu/agentic-workshop/blob/main/lab-materials/07-agent-frameworks/7.1-tool-calling-autogen-granite3-system.ipynb)
+* (https://github.com/rh-aiservices-bu/agentic-workshop/blob/main/lab-materials/07-agent-frameworks/7.1-tool-calling-autogen-granite3-system.ipynb[Bee Example])