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Merge branch 'main' of https://github.com/zachary62/miniLLMFlow

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zachary62 2025-03-06 09:18:20 -05:00
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Pocket Flow: A [100-line](pocketflow/__init__.py) minimalist LLM framework Pocket Flow: A [100-line](pocketflow/__init__.py) minimalist LLM framework
- **Expressive**: Support ([Multi-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[Agents](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html), [Workflow](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html), [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html), etc.—everything you’d expect from larger frameworks. - **Expressive**: Support ([Multi-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[Agents](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html), [Workflow](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html), [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html), etc.—everything you’d expect from larger frameworks.
- **Lightweight**: Only the [core graph abstraction](https://the-pocket.github.io/PocketFlow/core_abstraction/) in 100 lines. No dependencies or vendor lock-ins. - **Lightweight**: Only the [core graph abstraction](https://the-pocket.github.io/PocketFlow/core_abstraction/) in 100 lines. No dependencies or vendor lock-ins.
- **Principled**: Designed for clear [modularity](https://the-pocket.github.io/PocketFlow/core_abstraction/node.html) and [separation of concerns](https://the-pocket.github.io/PocketFlow/core_abstraction/communication.html). - **Principled**: Designed for clear [modularity](https://the-pocket.github.io/PocketFlow/core_abstraction/node.html) and [separation of concerns](https://the-pocket.github.io/PocketFlow/core_abstraction/communication.html).
- To install, ```pip install pocketflow```or just copy the [source code](pocketflow/__init__.py) (only 100 lines). - To install, ```pip install pocketflow```or just copy the [source code](pocketflow/__init__.py) (only 100 lines).
- To learn more, check out the [documentation](https://the-pocket.github.io/PocketFlow/). For an in-depth design dive, read the [essay](https://github.com/The-Pocket/.github/blob/main/profile/pocketflow.md). - To learn more, check out the [documentation](https://the-pocket.github.io/PocketFlow/). For an in-depth design dive, read the [essay](https://github.com/The-Pocket/.github/blob/main/profile/pocketflow.md).
- 🎉 We now have a [discord](https://discord.gg/hUHHE9Sa6T) - 🎉 We now have a [discord](https://discord.gg/hUHHE9Sa6T)
@ -52,7 +57,7 @@ For a new development paradigmn: **Build LLM Apps by Chatting with LLM agents, N
<br> <br>
<details> <details>
<summary>👈 <b>How to set up Pocket Flow for LLM agents?</b></summary> <summary>👈 (Click to expand) <b>How to set up Pocket Flow for LLM agents?</b></summary>
<br> <br>
- **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). - **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).
@ -64,9 +69,10 @@ For a new development paradigmn: **Build LLM Apps by Chatting with LLM agents, N
</details> </details>
<details> <details>
<summary>👈 <b>How does Pocket Flow compare to other frameworks?</b> Pocket Flow is <i>purpose-built for LLM Agents</i>:</summary> <summary>👈 (Click to expand) <b>How does Pocket Flow compare to other frameworks?</b></summary>
<br> <br>
Pocket Flow is <i>purpose-built for LLM Agents</i>:
1. **🫠 LangChain-like frameworks** overwhelm Cursor AI with *complex* abstractions, *deprecated* functions and *irritating* dependency issues. 1. **🫠 LangChain-like frameworks** overwhelm Cursor AI with *complex* abstractions, *deprecated* functions and *irritating* dependency issues.
2. 😐 **Without a framework**, code is *ad hoc*—suitable only for immediate tasks, *not modular or maintainable*. 2. 😐 **Without a framework**, code is *ad hoc*—suitable only for immediate tasks, *not modular or maintainable*.
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. 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.