diff --git a/README.md b/README.md
index 6aa77a9..bf3edd9 100644
--- a/README.md
+++ b/README.md
@@ -34,8 +34,8 @@ Pocket Flow: A [100-line](pocketflow/__init__.py) minimalist LLM framework
 | Formal App Name  | Informal One-Liner |Difficulty    |  Learning Objectives  |
 | :------------- | :-------------  | :------------- | :--------------------- |
 | [Youtube Summarizer](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple)  | Explain YouTube Videos to you like you're 5 | ★☆☆  *Beginner*   | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) | 
-| [YC Adice Retriever](https://github.com/The-Pocket/Tutorial-YC-Partner)  | AI Paul Graham, in case you don't get in | ★☆☆  *Beginner*   | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) |
-| [Cold Opener Generator](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization)  | Instant icebreakers that turn cold leads hot | ★☆☆  *Beginner*   | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> Web Search | 
+| [YC Adice Retriever](https://github.com/The-Pocket/Tutorial-YC-Partner)  | AI Paul Graham, in case you don't get in | ★☆☆  *Beginner*   | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) |
+| [Cold Opener Generator](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization)  | Instant icebreakers that turn cold leads hot | ★☆☆  *Beginner*   | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [Web Search](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) | 
 
 </div>