diff --git a/README.md b/README.md
index 7cd38b5bb1bdcee47be267befa6432123ca685bf..211e8a9e2c094d306e0ac5296df61fa2b259321b 100644
--- a/README.md
+++ b/README.md
@@ -110,8 +110,11 @@ dl("I'm interested in learning about llama 2").name
 
 In this case, no decision could be made as we had no matches — so our decision layer returned `None`!
 
-## 📚 Resources
+## 📚 [Resources](https://github.com/aurelio-labs/semantic-router/tree/main/docs)
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-| --------------------------------------------------------------------------------------------------------------- | -------------------------- |
-| 🏃[Walkthrough](https://colab.research.google.com/github/aurelio-labs/semantic-router/blob/main/walkthrough.ipynb) | Quickstart Python notebook |