diff --git a/README.md b/README.md index 6c7bf3e..d864ef4 100644 --- a/README.md +++ b/README.md @@ -35,18 +35,18 @@ Pocket Flow is a [100-line](pocketflow/__init__.py) minimalist LLM framework | 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 | ★★☆
*Medium* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html)
[Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html)
[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 | ★☆☆
*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 | ★☆☆
*Beginner* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html)
[Web Search](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) | -| [Ask AI Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) | Ask AI Paul Graham, in case you don't get in | ★★☆
*Medium* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html)
[Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html)
[Text-to-Speech](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) | -- Want to learn how I vibe code these LLM Apps? Check out [my YouTube](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1): +- Want to learn how I vibe code 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) ## Why Pocket Flow? -For a new development paradigmn: **[Vibe Coding](https://x.com/karpathy/status/1886192184808149383)**! +For **[Vibe Coding](https://x.com/karpathy/status/1886192184808149383)**, the fastest development paradigmn! - 🧑 Human **describe LLM App requirements** in a design doc. - 🤖 The agent (like Cursor AI) **implements App** your code automatically. @@ -59,29 +59,19 @@ For a new development paradigmn: **[Vibe Coding](https://x.com/karpathy/status/1
-
- 👈 (Click to expand) How to set up Pocket Flow for LLM agents? -
- - - **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 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. - - **For LLM App development**: Use [Cursor AI](https://www.cursor.com/). - - If you want to start a new project, check out the [project template](https://github.com/The-Pocket/PocketFlow-Template-Python). - - If you already have a project, copy [.cursorrules](.cursorrules) to your project root as [Cursor Rules](https://docs.cursor.com/context/rules-for-ai). -
+Compare to other frameworks, Pocket Flow is purpose-built for LLM Agents -
- 👈 (Click to expand) How does Pocket Flow compare to other frameworks? -
- - Pocket Flow is purpose-built for LLM Agents: 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*. -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. 😐 **Without a framework**, code is *ad hoc*—suitable only for immediate tasks, *not modular or maintainable*. + +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. + +In short, the **100 lines** ensures LLM Agents follows *solid coding practices* without sacrificing *simplicity* or *flexibility*. + + -In short, the **100 lines** ensures LLM Agents follows *solid coding practices* without sacrificing *flexibility*. -
## How does Pocket Flow work? @@ -102,3 +92,19 @@ From there, it’s easy to implement popular design patterns like ([Multi-](http
+ + +## How to start Vibe Coding with Pocket Flow? + + +- **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 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. + +- **For LLM App development**: Use [Cursor AI](https://www.cursor.com/). + + - If you want to start a new project, check out the [project template](https://github.com/The-Pocket/PocketFlow-Template-Python). + + - If you already have a project, copy [.cursorrules](.cursorrules) to your project root as [Cursor Rules](https://docs.cursor.com/context/rules-for-ai). + +