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@ -68,28 +68,28 @@ From there, it's easy to implement popular design patterns like ([Multi-](https:
| Name | Difficulty | Description | | Name | Difficulty | Description |
| :-------------: | :-------------: | :--------------------- | | :-------------: | :-------------: | :--------------------- |
| [Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat) | ☆☆☆ <br> *Dummy* | A basic chat bot with conversation history | | [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) | ☆☆☆ <br> *Dummy* | Extracting structured data from resumes by prompting | | [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) | ☆☆☆ <br> *Dummy* | A writing workflow that outlines, writes content, and applies styling | | [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) | ☆☆☆ <br> *Dummy* | A research agent that can search the web and answer questions | | [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) | ☆☆☆ <br> *Dummy* | A simple Retrieval-augmented Generation process | | [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) | ☆☆☆ <br> *Dummy* | A batch processor that translates markdown content into multiple languages | | [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) | ☆☆☆ <br> *Dummy* | A real-time LLM streaming demo with user interrupt capability | | [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) | ☆☆☆ <br> *Dummy* | A travel advisor chatbot that only processes travel-related queries | | [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) | ☆☆☆ <br> *Dummy* | Improve reasoning accuracy by aggregating multiple solution attempts | | [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) | ☆☆☆ <br> *Dummy* | A resume qualification processor using map-reduce pattern for batch evaluation | | [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) | ★☆☆ <br> *Beginner* | A Taboo word game for asynchronous communication between two agents | | [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) | ★☆☆ <br> *Beginner* | Research agent is getting unreliable... Let's build a supervision process| | [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) | ★☆☆ <br> *Beginner* | A parallel execution demo that shows 3x speedup | | [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) | ★☆☆ <br> *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) | ★☆☆ <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) | ★☆☆ <br> *Beginner* | Solve complex reasoning problems through Chain-of-Thought | | [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) | ★☆☆ <br> *Beginner* | A chat bot with short-term and long-term memory | | [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) | ★☆☆ <br> *Beginner* | Convert natural language to SQL queries with an auto-debug loop | | [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) | ★☆☆ <br> *Beginner* | Agent using Model Context Protocol for numerical operations | | [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) | ★☆☆ <br> *Beginner* | Agent wrapped with Agent-to-Agent protocol for inter-agent communication | | [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) | ★☆☆ <br> *Beginner* | Streamlit app for human-in-the-loop review | | [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) | ★☆☆ <br> *Beginner* | FastAPI app for async human review loop with SSE | | [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) | ★☆☆ <br> *Beginner* | An interactive voice chat application with VAD, STT, LLM, and TTS. | | [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> </div>