Update README.md

README.md

@@ -17,7 +17,12 @@ A [100-line](pocketflow/__init__.py) minimalist LLM framework for ([Multi-](http
 
 - 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)
 
-- **💡 Pro tip!!** Build LLM apps with LLMs assistants (ChatGPT, Claude, Cursor.ai, etc.)
+Documentation: https://the-pocket.github.io/PocketFlow/
+
+## Why Pocket Flow?
+
+Pocket Flow is designed to be **the framework used by LLMs**. In the future, LLM projects will be *self-programmed* by LLMs themselves: Users specify requirements, and LLMs will design, build, and maintain. 
+To build LLM projects with LLMs assistants (ChatGPT, Claude, Cursor.ai, etc.):
 
 <details>
   <summary><b>(🫵 Click to expand) Use Claude to build LLM apps</b></summary>
@@ -61,48 +66,28 @@ A [100-line](pocketflow/__init__.py) minimalist LLM framework for ([Multi-](http
 </details>
 
 
-Documentation: https://the-pocket.github.io/PocketFlow/
-
-## Why Pocket Flow?
-
-Pocket Flow is designed to be **the framework used by LLMs**. In the future, LLM projects will be *self-programmed* by LLMs themselves: Users specify requirements, and LLMs will design, build, and maintain. Current LLMs are:
-
-1. **👍 Good at Low-level Details:** LLMs can handle details like *wrappers, tools, and prompts*, which don't belong in a framework. Current frameworks are over-engineered, making them hard for humans (and LLMs) to maintain.
-
-2. **👎 Bad at High-level Paradigms:** While paradigms like *MapReduce, Task Decomposition, and Agents* are powerful, LLMs still struggle to design them elegantly. These high-level concepts should be emphasized in frameworks.
-
-The ideal framework for LLMs should (1) **strip away low-level implementation details**, and (2) **keep high-level programming paradigms**. Hence, we provide this minimal (100-line) framework that allows LLMs to focus on what matters.  
-
-Pocket Flow is also a *learning resource*, as current frameworks abstract too much away.
-
-| Framework      | Computation Models | Communication Models | App-Specific Models                                    | Vendor-Specific Models                                   | Lines Of Codes            | Package + Dependency Size         |
-|:--------------:|:------------------:|:--------------------:|:-------------------------------------------------------:|:--------------------------------------------------------:|:-----------------:|:---------------------------:|
-| LangChain      | Agent, Chain       | Message              | Many                       | Many                          | *405K*            | *+166MB*                    |
-| CrewAI         | Agent, Chain       | Message, Shared      | Many              | Many               | *18K*             | *+173MB*                    |
-| SmolAgent      | Agent              | Message              | Some              | Some              | *8K*              | *+198MB*                    |
-| LangGraph      | Agent, Graph       | Message, Shared      | Some                          | Some                  | *37K*             | *+51MB*                     |
-| AutoGen        | Agent              | Message              | Some                   | Many             | *7K*  | *+26MB*         |
-| **PocketFlow** | **Graph**          | **Shared**           | **None**                                                | **None**                                                | **100**           | **+56KB**                   |
 
 
-## How Does it Work?
+## How does it work?
 
-The [100 lines](pocketflow/__init__.py) capture what we see as the core abstraction of most LLM frameworks: **Nested Directed Graph** that breaks down tasks into multiple (LLM) steps, with branching and recursion for agent-like decision-making. 
+The [100 lines](pocketflow/__init__.py) capture what we see as the core abstraction of LLM frameworks: a **Graph** that breaks down tasks into multiple (LLM) steps, with branching and recursion for agent-like decision-making, and a **Shared Store** that communicates across graph nodes.
 
+<br>
 <div align="center">
-  <img src="./assets/abstraction.png" width="700"/>
+  <img src="./assets/abstraction.png" width="600"/>
 </div>
+<br>
 
-From there, it’s easy to layer on more complex features like ([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.
+From there, it’s easy to implement popular design patterns ike ([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.
 
+<br>
 <div align="center">
-  <img src="./assets/paradigm.png" width="700"/>
+  <img src="./assets/paradigm.png" width="600"/>
 </div>
+<br>
+
+- To learn more details, please check out the [documentation](https://the-pocket.github.io/PocketFlow/)
+- For a more in-depth dive on the design choices, check out the [essay](https://github.com/The-Pocket/.github/blob/main/profile/pocketflow.mdb)
 
-- To learn more details, please check out documentation: https://the-pocket.github.io/PocketFlow/
-
-- Beginner Tutorial: [Text summarization for Paul Graham Essay + QA agent](https://colab.research.google.com/github/the-pocket/PocketFlow/blob/main/cookbook/demo.ipynb)
- 
-- More coming soon ... Let us know you’d love to see!