Update README.md
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Zachary Huang
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README.md
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README.md
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A [100-line](pocketflow/__init__.py) minimalist LLM framework for ([Multi-](https://the-pocket.github.io/PocketFlow/multi_agent.html))[Agents](https://the-pocket.github.io/PocketFlow/agent.html), [Prompt Chaining](https://the-pocket.github.io/PocketFlow/decomp.html), [RAG](https://the-pocket.github.io/PocketFlow/rag.html), etc.
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- ⚙️ Install via ```pip install pocketflow```, or just copy the [source code](pocketflow/__init__.py) (only 100 lines)
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- Install via ```pip install pocketflow```, or just copy the [source code](pocketflow/__init__.py) (only 100 lines)
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- 😊 If the 100 lines feel terse and you’d prefer a friendlier intro, [check this out](https://chatgpt.com/share/678564bd-1ba4-8000-98e4-a6ffe363c1b8)
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- If the 100 lines are terse, check out a [friendlier intro](https://chatgpt.com/share/678564bd-1ba4-8000-98e4-a6ffe363c1b8)
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- 📖 Documentation: https://the-pocket.github.io/PocketFlow/
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- Documentation: https://the-pocket.github.io/PocketFlow/
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## Why Pocket Flow? Let LLM Agents Build LLM Agents for you!
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Pocket Flow is designed to be **the framework used by LLM Agents**:
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- 🧑 Human users specify project requirements and provide high-level guidance
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- 🧑 Human users only need to specify LLM project requirements
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- 🤖 LLM Agents build and maintain LLM projects for you, using *Pocket Flow*
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- 🤖 LLM Agents build the LLM project for you, using *Pocket Flow*
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To build LLM projects with LLMs Agents (ChatGPT, Claude, Cursor.ai, etc.):
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To build LLM projects with LLM Agents (Cursor, ChatGPT, Claude, etc.):
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<details>
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<summary><b>(🫵 Click to expand) Use Claude to build LLM apps</b></summary>
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- Create a [project](https://www.anthropic.com/news/projects) and upload the [docs](docs) to project knowledge
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- **[Cursor Rules](https://docs.cursor.com/context/rules-for-ai)**: Copy and paste the [.cursorrule](https://github.com/The-Pocket/PocketFlow/blob/main/assets/.cursorrules) (created from [docs](docs)) into the root of your project.
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- Set project custom instructions. For example:
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```
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1. check "tool.md" and "llm.md" for the required functions.
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2. design the high-level (batch) flow and nodes in artifact using mermaid
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3. design the shared memory structure: define its fields, data structures, and how they will be updated.
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Think out aloud for above first and ask users if your design makes sense.
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4. Finally, implement. Start with simple, minimalistic codes without, for example, typing. Write the codes in artifact.
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```
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- Ask it to build LLM apps (Sonnet 3.5 strongly recommended)!
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```
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Help me build a chatbot based on a directory of PDFs.
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```
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<div align="center">
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<img src="./assets/claude_project.gif"/>
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</div>
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</details>
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<details>
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<summary><b>(🫵 Click to expand) Use ChatGPT to build LLM apps</b></summary>
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- 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 that good at coding.
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<div align="center">
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<img src="./assets/gpt_store.gif"/>
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</div>
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- For stronger coding capabilities, consider sending the [docs](docs) to more advanced models like O1.
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- Paste the docs link (https://github.com/the-pocket/PocketFlow/tree/main/docs) to [Gitingest](https://gitingest.com/).
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- Then, paste the generated contents into your O1 prompt, and ask it to build LLM apps.
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- **[ChatGPT Project](https://help.openai.com/en/articles/10169521-using-projects-in-chatgpt)**: Create a project and upload the [docs](docs) to project knowledge
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</details>
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- **[Claude Project](https://www.anthropic.com/news/projects)**: Create a project and upload the [docs](docs) to project knowledge
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- **GPT Store**: Try this [GPT assistant](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-mini-llm-flow-assistant). However, it uses older models and is not good at coding.
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## What's Pocket Flow? Graph + Shared Store
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The [100 lines](pocketflow/__init__.py) capture what what we believe to be the core abstraction of LLM projects:
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- **Graph** as the *Computation Model* that breaks down tasks into multiple-step LLM chains, with branching, recursion and nesting for agent-like decision-making
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- **Shared Store** as the *Communication Model* that all graph nodes can read and write to
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The [100 lines](pocketflow/__init__.py) capture what we believe to be the core abstraction of LLM projects:
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- **Computation Model**: *Graph* that breaks down tasks into multiple nodes, with *branching, recursion and nesting*
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- **Communication Model**: *Shared Store* that all graph nodes can read and write to
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<br>
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<div align="center">
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@ -93,8 +62,8 @@ From there, it’s easy to implement popular design patterns like ([Multi-](http
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</div>
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<br>
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- 📖 To learn about how Pocket Flow works, please check out the [documentation](https://the-pocket.github.io/PocketFlow/)
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- 🤓 For a more in-depth dive on the design choices, check out the [essay](https://github.com/The-Pocket/.github/blob/main/profile/pocketflow.md)
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- To learn about how Pocket Flow works, check out the [documentation](https://the-pocket.github.io/PocketFlow/)
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- For an in-depth dive on the design, check out the [essay](https://github.com/The-Pocket/.github/blob/main/profile/pocketflow.md)
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