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@ -26,7 +26,7 @@ Pocket Flow is a [100-line](pocketflow/__init__.py) minimalist LLM framework
## Why Pocket Flow? ## Why Pocket Flow?
Current LLM frameworks are bloated. You only need 100 lines for LLM Framework! Current LLM frameworks are bloated... You only need 100 lines for LLM Framework!
<div align="center"> <div align="center">
<img src="./assets/meme.jpg" width="400"/> <img src="./assets/meme.jpg" width="400"/>
@ -45,7 +45,41 @@ Current LLM frameworks are bloated. You only need 100 lines for LLM Framework!
</div> </div>
Pocket Flow also makes an excellent educational resource by revealing exactly how an LLM framework works under the hood—without the heavy abstractions of larger libraries. **Pocket Flow** is also a educational resource for understanding LLM frameworks:
- Larger frameworks are overly abstract and hide away details.
- **Pocket Flow** shows exactly how everything works under the hood.
## How to Use Pocket Flow?
🚀 Through **Agent Coding**—the fastest LLM App development paradigm-where humans design and agents code!
<br>
<div align="center">
<a href="https://youtu.be/Cf38Bi8U0Js" target="_blank">
<img src="./assets/tutorial.png" width="500" alt="IMAGE ALT TEXT" style="cursor: pointer;">
</a>
</div>
<br>
✨ Below are examples of LLM Apps:
<div align="center">
| Formal App Name | Informal One-Liner | Difficulty | Topics | Human <br> Design | Agent <br> Code |
| :------------- | :------------- | :-------------: | :---------------------: | :---: | :---: |
| [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> [TTS](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) | [Design](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/docs/design.md) | [Code](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/flow.py)
| [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) | [Design](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/docs/design.md) | [Code](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/flow.py)
| [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) | [Design](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/docs/design.md) | [Code](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/flow.py)
</div>
- Want to learn **Agent Coding**? Check out [my YouTube](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1)!
- Want to build your own LLM App? Start with [this template](https://github.com/The-Pocket/PocketFlow-Template-Python)!
## How does Pocket Flow work? ## How does Pocket Flow work?
@ -64,43 +98,6 @@ From there, it’s easy to implement popular design patterns like ([Multi-](http
## How to Use Pocket Flow?
🚀 It's highly recommended to **build Agents with Agents**—the fastest development paradigm!
- 😎 **Humans** craft the **high-level requirements and system design**.
- 🤖 **AI agents** (e.g., Cursor AI) handle the **low-level implementation**.
Check out the video to see the process in action!
<br>
<div align="center">
<a href="https://youtu.be/Cf38Bi8U0Js" target="_blank">
<img src="./assets/tutorial.png" width="500" alt="IMAGE ALT TEXT" style="cursor: pointer;">
</a>
</div>
<br>
## What can Pocket Flow build?
✨ Below are examples of LLM Apps:
<div align="center">
| Formal App Name | Informal One-Liner |Difficulty | Learning Objectives |
| :------------- | :------------- | :-------------: | :--------------------- |
| [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) |
| [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) |
| [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) |
</div>
- Want to learn how I built these LLM Apps? Check out [my YouTube](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1)!
- Want to create your own Python project? Start with [this template](https://github.com/The-Pocket/PocketFlow-Template-Python)!