diff --git a/README.md b/README.md
index b3fd03c..0f6823f 100644
--- a/README.md
+++ b/README.md
@@ -35,9 +35,9 @@ Pocket Flow is 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) |
-| [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)
[Web Search](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) |
-| [Ask AI Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) | Ask AI Paul Graham, in case you don't get in | ★★☆ *Medium* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html)
[Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html)
[Text-to-Speech](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) |
+| [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) |
+| [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)
[Web Search](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) |
+| [Ask AI Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) | Ask AI Paul Graham, in case you don't get in | ★★☆
*Medium* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html)
[Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html)
[Text-to-Speech](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) |