From 43f4ad319bb88302a4ce90a7c2a2855347e6f9ce Mon Sep 17 00:00:00 2001
From: Zach <33015448+zachary62@users.noreply.github.com>
Date: Sat, 22 Mar 2025 01:04:24 -0400
Subject: [PATCH] Update README.md

---
 README.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 8f8506d..0b7a647 100644
--- a/README.md
+++ b/README.md
@@ -64,14 +64,14 @@ From there, it's easy to implement popular design patterns like ([Multi-](https:
   
 |  Name  | Difficulty    |  Description  |  
 | :-------------:  | :-------------: | :--------------------- |  
-| [Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat) | ☆☆☆ <br> *Dummy*   | A basic chat application with conversation history |
-| [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ <br> *Dummy*   | A simple RAG that retrieves relevant documents based on queries |
+| [Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat) | ☆☆☆ <br> *Dummy*   | A basic chat bot with conversation history |
+| [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ <br> *Dummy*   | A simple Retrieval-augmented Generation process |
 | [Agent](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <br> *Dummy*   | A research agent that can search the web and answer questions |
 | [Streaming](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *Dummy*   | A real-time LLM streaming demo with user interrupt capability |
 | [Parallel](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *Beginner*   | A parallel execution demo that shows 3x speedup |
 | [Supervisor](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <br> *Beginner* | Research agent is getting unreliable... Let's build a supervision process|
-| [Thinking](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *Beginner*   | Solve complex reasoning problems through step-by-step thinking |
-| [Memory](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *Beginner* | A chat application with short-term and long-term memory |
+| [Thinking](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *Beginner*   | Solve complex reasoning problems through Chain-of-Thought |
+| [Memory](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *Beginner* | A chat bot with short-term and long-term memory |
 
 </div>