From 27ba8a7b8a0749e387f618cfe9e290b4fcce6906 Mon Sep 17 00:00:00 2001
From: Zachary Huang <33015448+zachary62@users.noreply.github.com>
Date: Sun, 18 May 2025 16:29:52 -0400
Subject: [PATCH] Update README.md
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README.md | 10 +++++-----
1 file changed, 5 insertions(+), 5 deletions(-)
diff --git a/README.md b/README.md
index a25b5b9..4170754 100644
--- a/README.md
+++ b/README.md
@@ -73,20 +73,20 @@ From there, it's easy to implement popular design patterns like ([Multi-](https:
| [Workflow](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ *Dummy* | A writing workflow that outlines, writes content, and applies styling |
| [Agent](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ *Dummy* | A research agent that can search the web and answer questions |
| [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ *Dummy* | A simple Retrieval-augmented Generation process |
-| [Batch](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-batch) | ☆☆☆ *Dummy* | A batch processor that translates markdown content into multiple languages |
+| [Batch](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-batch) | ☆☆☆ *Dummy* | A batch processor that translates markdown into multiple languages |
| [Streaming](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ *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) | ☆☆☆ *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) | ☆☆☆ *Dummy* | Improve reasoning accuracy by aggregating multiple solution attempts |
-| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ☆☆☆ *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) | ★☆☆ *Beginner* | A Taboo word game for asynchronous communication between two agents |
+| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ☆☆☆ *Dummy* | Batch resume qualification using map-reduce pattern |
+| [Multi-Agent](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ *Beginner* | A Taboo word game for async communication between 2 agents |
| [Supervisor](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ *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) | ★☆☆ *Beginner* | A parallel execution demo that shows 3x speedup |
-| [Parallel Flow](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ *Beginner* | A parallel image processing demo showing 8x speedup with multiple filters |
+| [Parallel Flow](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ *Beginner* | A parallel image processing showing 8x speedup |
| [Thinking](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ *Beginner* | Solve complex reasoning problems through Chain-of-Thought |
| [Memory](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ *Beginner* | A chat bot with short-term and long-term memory |
| [Text2SQL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-text2sql) | ★☆☆ *Beginner* | Convert natural language to SQL queries with an auto-debug loop |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ *Beginner* | Agent using Model Context Protocol for numerical operations |
-| [A2A](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-a2a) | ★☆☆ *Beginner* | Agent wrapped with Agent-to-Agent protocol for inter-agent communication |
+| [A2A](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-a2a) | ★☆☆ *Beginner* | Agent wrapped with A2A protocol for inter-agent communication |
| [Streamlit HITL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-streamlit-hitl) | ★☆☆ *Beginner* | Streamlit app for human-in-the-loop review |
| [FastAPI HITL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-fastapi-hitl) | ★☆☆ *Beginner* | FastAPI app for async human review loop with SSE |
| [Voice Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-voice-chat) | ★☆☆ *Beginner* | An interactive voice chat application with VAD, STT, LLM, and TTS. |