From e7c061d3d27a35afea82efaaae34c0ea7d117609 Mon Sep 17 00:00:00 2001
From: Zachary Huang <33015448+zachary62@users.noreply.github.com>
Date: Sun, 18 May 2025 16:27:49 -0400
Subject: [PATCH] Update README.md

---
 README.md | 44 ++++++++++++++++++++++----------------------
 1 file changed, 22 insertions(+), 22 deletions(-)

diff --git a/README.md b/README.md
index b76b739..a25b5b9 100644
--- a/README.md
+++ b/README.md
@@ -68,28 +68,28 @@ 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 bot with conversation history |
-| [Structured Output](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output) | ☆☆☆ <br> *Dummy* | Extracting structured data from resumes by prompting |
-| [Workflow](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <br> *Dummy*   | A writing workflow that outlines, writes content, and applies styling |
-| [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 |
-| [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ <br> *Dummy*   | A simple Retrieval-augmented Generation process |
-| [Batch](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-batch) | ☆☆☆ <br> *Dummy* | A batch processor that translates markdown content into multiple languages |
-| [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 |
-| [Chat Guardrail](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <br> *Dummy*  | A travel advisor chatbot that only processes travel-related queries |
-| [Majority Vote](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ☆☆☆ <br> *Dummy* | Improve reasoning accuracy by aggregating multiple solution attempts |
-| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ☆☆☆ <br> *Dummy*  | A resume qualification processor using map-reduce pattern for batch evaluation |
-| [Multi-Agent](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *Beginner* | A Taboo word game for asynchronous communication between two agents |
-| [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|
-| [Parallel](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *Beginner*   | A parallel execution demo that shows 3x speedup |
-| [Parallel Flow](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <br> *Beginner*   | A parallel image processing demo showing 8x speedup with multiple filters |
-| [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 |
-| [Text2SQL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-text2sql) | ★☆☆ <br> *Beginner* | Convert natural language to SQL queries with an auto-debug loop |
-| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *Beginner* |  Agent using Model Context Protocol for numerical operations |
-| [A2A](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-a2a) | ★☆☆ <br> *Beginner* | Agent wrapped with Agent-to-Agent protocol for inter-agent communication |
-| [Streamlit HITL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-streamlit-hitl) | ★☆☆ <br> *Beginner* | Streamlit app for human-in-the-loop review |
-| [FastAPI HITL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-fastapi-hitl)    | ★☆☆ <br> *Beginner* | FastAPI app  for async human review loop with SSE |
-| [Voice Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-voice-chat) | ★☆☆ <br> *Beginner* | An interactive voice chat application with VAD, STT, LLM, and TTS. |
+| [Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat) | ☆☆☆ <sup>*Dummy*</sup>  | A basic chat bot with conversation history |
+| [Structured Output](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output) | ☆☆☆ <sup>*Dummy*</sup> | Extracting structured data from resumes by prompting |
+| [Workflow](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <sup>*Dummy*</sup> | A writing workflow that outlines, writes content, and applies styling |
+| [Agent](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <sup>*Dummy*</sup>  | A research agent that can search the web and answer questions |
+| [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ <sup>*Dummy*</sup> | A simple Retrieval-augmented Generation process |
+| [Batch](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-batch) | ☆☆☆ <sup>*Dummy*</sup> | A batch processor that translates markdown content into multiple languages |
+| [Streaming](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <sup>*Dummy*</sup> | A real-time LLM streaming demo with user interrupt capability |
+| [Chat Guardrail](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <sup>*Dummy*</sup> | A travel advisor chatbot that only processes travel-related queries |
+| [Majority Vote](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ☆☆☆ <sup>*Dummy*</sup> | Improve reasoning accuracy by aggregating multiple solution attempts |
+| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ☆☆☆ <sup>*Dummy*</sup>  | A resume qualification processor using map-reduce pattern for batch evaluation |
+| [Multi-Agent](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <sup>*Beginner*</sup> | A Taboo word game for asynchronous communication between two agents |
+| [Supervisor](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <sup>*Beginner*</sup> | Research agent is getting unreliable... Let's build a supervision process|
+| [Parallel](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) |  ★☆☆ <sup>*Beginner*</sup> | A parallel execution demo that shows 3x speedup |
+| [Parallel Flow](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <sup>*Beginner*</sup> | A parallel image processing demo showing 8x speedup with multiple filters |
+| [Thinking](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) |  ★☆☆ <sup>*Beginner*</sup> | Solve complex reasoning problems through Chain-of-Thought |
+| [Memory](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) |  ★☆☆ <sup>*Beginner*</sup> | A chat bot with short-term and long-term memory |
+| [Text2SQL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-text2sql) |  ★☆☆ <sup>*Beginner*</sup>  | Convert natural language to SQL queries with an auto-debug loop |
+| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) |  ★☆☆ <sup>*Beginner*</sup> |  Agent using Model Context Protocol for numerical operations |
+| [A2A](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-a2a) |  ★☆☆ <sup>*Beginner*</sup> | Agent wrapped with Agent-to-Agent protocol for inter-agent communication |
+| [Streamlit HITL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-streamlit-hitl) | ★☆☆ <sup>*Beginner*</sup> | Streamlit app for human-in-the-loop review |
+| [FastAPI HITL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-fastapi-hitl)    | ★☆☆ <sup>*Beginner*</sup> | FastAPI app  for async human review loop with SSE |
+| [Voice Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-voice-chat) | ★☆☆ <sup>*Beginner*</sup> | An interactive voice chat application with VAD, STT, LLM, and TTS. |
 
 </div>