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<br> <br>
A [100-line](pocketflow/__init__.py) minimalist LLM framework for ([Multi-](https://minillmflow.github.io/PocketFlow/multi_agent.html))[Agents](https://minillmflow.github.io/PocketFlow/agent.html), [task decomposition](https://minillmflow.github.io/PocketFlow/decomp.html), [RAG](https://minillmflow.github.io/PocketFlow/rag.html), etc. A [100-line](pocketflow/__init__.py) minimalist LLM framework for ([Multi-](https://minillmflow.github.io/PocketFlow/multi_agent.html))[Agents](https://minillmflow.github.io/PocketFlow/agent.html), [Task Decomposition](https://minillmflow.github.io/PocketFlow/decomp.html), [RAG](https://minillmflow.github.io/PocketFlow/rag.html), etc.
- Install via ```pip install pocketflow```, or just copy the [source codes](pocketflow/__init__.py) (only 100 lines) - Install via ```pip install pocketflow```, or just copy the [source codes](pocketflow/__init__.py) (only 100 lines)
- **💡 Pro tip!!** Build LLM apps with LLMs assistants (ChatGPT, Claude, Cursor.ai, etc.) - **💡 Pro tip!!** Build LLM apps with LLMs assistants (ChatGPT, Claude, Cursor.ai, etc.)
- **Claude Project (Sonnet 3.5 strongly recommended!):** <details>
<summary><b>Claude Project</b></summary>
- Create a [project](https://www.anthropic.com/news/projects) and upload the [docs](docs) to project knowledge - Create a [project](https://www.anthropic.com/news/projects) and upload the [docs](docs) to project knowledge
- Set project custom instructions. For example: - Set project custom instructions. For example:
``` ```
1. check "tool.md" and "llm.md" for the required functions. 1. check "tool.md" and "llm.md" for the required functions.
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Think out aloud for above first and ask users if your design makes sense. Think out aloud for above first and ask users if your design makes sense.
4. Finally, implement. Start with simple, minimalistic codes without, for example, typing. 4. Finally, implement. Start with simple, minimalistic codes without, for example, typing.
``` ```
- Ask it to build LLM application! - Ask it to build LLM app (Sonnet 3.5 strongly recommended)!
```
- **ChatGPT:** Check out [GPT assistant](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-mini-llm-flow-assistant) Help me build a chatbot based on a directory of PDFs.
```
- GPT store seems to use older models. It's good at explaining but not good at coding. </details>
- Alternatively, send the [docs](docs) to newer models like O1 for coding. <details>
<summary><b>ChatGPT</b></summary>
- Try the [GPT assistant](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-mini-llm-flow-assistant). However, it uses older models, which are good for explaining but not good at coding.
- For stronger coding capabilities, consider sending the [docs](docs) to more advanced models like O1.
- Paste the docs link (https://github.com/miniLLMFlow/PocketFlow/tree/main/docs) to [Gitingest](https://gitingest.com/).
- Then, paste the generated contents into your O1 prompt, and ask it to build LLM app.
</details>
Documentation: https://minillmflow.github.io/PocketFlow/ Documentation: https://minillmflow.github.io/PocketFlow/