From d6f36f8c5b46f5811fdea26ad346b7fb379e71f0 Mon Sep 17 00:00:00 2001
From: Zachary Huang <33015448+zachary62@users.noreply.github.com>
Date: Wed, 14 May 2025 18:13:04 -0400
Subject: [PATCH] Update README.md

---
 cookbook/pocketflow-voice-chat/README.md | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/cookbook/pocketflow-voice-chat/README.md b/cookbook/pocketflow-voice-chat/README.md
index d4e5ed2..af6659a 100644
--- a/cookbook/pocketflow-voice-chat/README.md
+++ b/cookbook/pocketflow-voice-chat/README.md
@@ -2,6 +2,9 @@
 
 This project demonstrates a voice-based interactive chat application built with PocketFlow. Users can speak their queries, and the system will respond with spoken answers from an LLM, maintaining conversation history.
 
+- Check out the [Substack Post Tutorial](https://pocketflow.substack.com/p/build-your-own-voice-chatbot-from) for more!
+
+
 ## Features
 
 -   **Voice Activity Detection (VAD)**: Automatically detects when the user starts and stops speaking.
@@ -80,4 +83,4 @@ When you run `main.py`:
 4.  You will hear the LLM's response spoken aloud.
 5.  The application will then loop back, and you'll see `Listening for your query...` again, ready for your next input.
 
-The conversation continues in this manner. To stop the application, you typically need to interrupt it (e.g., Ctrl+C in the terminal), as it's designed to loop continuously.
\ No newline at end of file
+The conversation continues in this manner. To stop the application, you typically need to interrupt it (e.g., Ctrl+C in the terminal), as it's designed to loop continuously.