diff --git a/cookbook/pocketflow-llm-streaming/README.md b/cookbook/pocketflow-llm-streaming/README.md
index c38c4e4..b178e99 100644
--- a/cookbook/pocketflow-llm-streaming/README.md
+++ b/cookbook/pocketflow-llm-streaming/README.md
@@ -2,6 +2,8 @@
 
 Demonstrates real-time LLM response streaming with user interrupt capability.
 
+- Check out the [Substack Post Tutorial](https://zacharyhuang.substack.com/p/text-to-sql-from-scratch-tutorial) for more!
+
 ## Features
 
 - Real-time display of LLM responses as they're generated
@@ -43,4 +45,4 @@ export OPENAI_API_KEY="your-api-key-here"
 
 - `main.py`: StreamNode implementation
 - `utils.py`: Real and fake LLM streaming functions
- 
\ No newline at end of file
+