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Zachary Huang
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README.md
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README.md
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@ -35,18 +35,18 @@ Pocket Flow is a [100-line](pocketflow/__init__.py) minimalist LLM framework
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| Formal App Name | Informal One-Liner |Difficulty | Learning Objectives |
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| :------------- | :------------- | :------------- | :--------------------- |
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| [Ask AI Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) | Ask AI Paul Graham, in case you don't get in | ★★☆ <br> *Medium* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) <br> [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [Text-to-Speech](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) |
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| [Youtube Summarizer](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple) | Explain YouTube Videos to you like you're 5 | ★☆☆ <br> *Beginner* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) |
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| [Cold Opener Generator](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization) | Instant icebreakers that turn cold leads hot | ★☆☆ <br> *Beginner* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [Web Search](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) |
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| [Ask AI Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) | Ask AI Paul Graham, in case you don't get in | ★★☆ <br> *Medium* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) <br> [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [Text-to-Speech](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) |
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</div>
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- Want to learn how I vibe code these LLM Apps? Check out [my YouTube](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1):
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- Want to learn how I vibe code these LLM Apps? Check out [my YouTube](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1)
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- Want to create your own Python project? Start with [this template](https://github.com/The-Pocket/PocketFlow-Template-Python)
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## Why Pocket Flow?
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For a new development paradigmn: **[Vibe Coding](https://x.com/karpathy/status/1886192184808149383)**!
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For **[Vibe Coding](https://x.com/karpathy/status/1886192184808149383)**, the fastest development paradigmn!
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- 🧑 Human **describe LLM App requirements** in a design doc.
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- 🤖 The agent (like Cursor AI) **implements App** your code automatically.
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@ -59,29 +59,19 @@ For a new development paradigmn: **[Vibe Coding](https://x.com/karpathy/status/1
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</div>
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<br>
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<details>
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<summary>👈 (Click to expand) <b>How to set up Pocket Flow for LLM agents?</b></summary>
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<br>
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- **For quick questions**: Use the [GPT assistant](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-pocket-flow-assistant) (note: it uses older models not ideal for coding).
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- **For one-time LLM task**: Create a [ChatGPT](https://help.openai.com/en/articles/10169521-using-projects-in-chatgpt) or [Claude](https://www.anthropic.com/news/projects) project; upload the [docs](docs) to project knowledge.
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- **For LLM App development**: Use [Cursor AI](https://www.cursor.com/).
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- If you want to start a new project, check out the [project template](https://github.com/The-Pocket/PocketFlow-Template-Python).
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- If you already have a project, copy [.cursorrules](.cursorrules) to your project root as [Cursor Rules](https://docs.cursor.com/context/rules-for-ai).
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Compare to other frameworks, Pocket Flow is <i>purpose-built for LLM Agents</i>
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</details>
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<details>
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<summary>👈 (Click to expand) <b>How does Pocket Flow compare to other frameworks?</b></summary>
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<br>
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Pocket Flow is <i>purpose-built for LLM Agents</i>:
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1. **🫠 LangChain-like frameworks** overwhelm Cursor AI with *complex* abstractions, *deprecated* functions and *irritating* dependency issues.
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2. 😐 **Without a framework**, code is *ad hoc*—suitable only for immediate tasks, *not modular or maintainable*.
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3. **🥰 With Pocket Flow**: (1) Minimal and expressive—easy for Cursor AI to pick up. (2) *Nodes and Flows* keep everything *modular*. (3) A *Shared Store* decouples your data structure from compute logic.
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In short, the **100 lines** ensures LLM Agents follows *solid coding practices* without sacrificing *flexibility*.
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</details>
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3. 😐 **Without a framework**, code is *ad hoc*—suitable only for immediate tasks, *not modular or maintainable*.
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5. **🥰 With Pocket Flow**: (1) Minimal and expressive—easy for Cursor AI to pick up. (2) *Nodes and Flows* keep everything *modular*. (3) A *Shared Store* decouples your data structure from compute logic.
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In short, the **100 lines** ensures LLM Agents follows *solid coding practices* without sacrificing *simplicity* or *flexibility*.
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## How does Pocket Flow work?
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@ -102,3 +92,19 @@ From there, it’s easy to implement popular design patterns like ([Multi-](http
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<img src="./assets/design.png" width="600"/>
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</div>
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<br>
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## How to start Vibe Coding with Pocket Flow?
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- **For quick questions**: Use the [GPT assistant](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-pocket-flow-assistant) (note: it uses older models not ideal for coding).
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- **For one-time LLM task**: Create a [ChatGPT](https://help.openai.com/en/articles/10169521-using-projects-in-chatgpt) or [Claude](https://www.anthropic.com/news/projects) project; upload the [docs](docs) to project knowledge.
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- **For LLM App development**: Use [Cursor AI](https://www.cursor.com/).
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- If you want to start a new project, check out the [project template](https://github.com/The-Pocket/PocketFlow-Template-Python).
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- If you already have a project, copy [.cursorrules](.cursorrules) to your project root as [Cursor Rules](https://docs.cursor.com/context/rules-for-ai).
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