diff --git a/docs/content/tutorials/bring_your_own_reasoning_agent.md b/docs/content/tutorials/bring_your_own_reasoning_agent.md
index fe97d27..3febc18 100644
--- a/docs/content/tutorials/bring_your_own_reasoning_agent.md
+++ b/docs/content/tutorials/bring_your_own_reasoning_agent.md
@@ -79,7 +79,7 @@ Let's walk through the process of creating a custom tool, using a simple calcula
 First, we'll create the tool function:
 
 ```python
-from xrx_agent_framework import observability_decorator
+from agent_framework import observability_decorator
 
 @observability_decorator(name="calculator")
 def calculator(operation: str, x: float, y: float) -> str:
@@ -213,4 +213,4 @@ curl -X POST http://localhost:8003/run-reasoning-agent \
 
 This setup provides a solid foundation for building and customizing your own reasoning agent within the xRx framework. As you continue to develop your agent, remember that the key to creating a powerful and effective AI assistant lies in thoughtfully designing its capabilities, carefully implementing its logic, and thoroughly testing its performance across a wide range of scenarios.
 
-Happy building!
\ No newline at end of file
+Happy building!