From d7bb1711d86bd7d9236279776d17e76b7712d240 Mon Sep 17 00:00:00 2001
From: Zachary Huang <33015448+zachary62@users.noreply.github.com>
Date: Sat, 22 Feb 2025 20:25:16 -0500
Subject: [PATCH] Update README.md

---
 README.md | 65 +++++++++++++++----------------------------------------
 1 file changed, 17 insertions(+), 48 deletions(-)

diff --git a/README.md b/README.md
index e199ca6..50fdeba 100644
--- a/README.md
+++ b/README.md
@@ -13,71 +13,40 @@
 
 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.
 
-- ⚙️ Install via  ```pip install pocketflow```, or just copy the [source code](pocketflow/__init__.py) (only 100 lines)
+- Install via  ```pip install pocketflow```, or just copy the [source code](pocketflow/__init__.py) (only 100 lines)
 
-- 😊 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)
+- If the 100 lines are terse, check out a [friendlier intro](https://chatgpt.com/share/678564bd-1ba4-8000-98e4-a6ffe363c1b8)
 
-- 📖 Documentation: https://the-pocket.github.io/PocketFlow/
+- Documentation: https://the-pocket.github.io/PocketFlow/
 
 ## Why Pocket Flow? Let LLM Agents Build LLM Agents for you!
 
 Pocket Flow is designed to be **the framework used by LLM Agents**: 
 
-- 🧑 Human users specify project requirements and provide high-level guidance
+- 🧑 Human users only need to specify LLM project requirements
 
-- 🤖 LLM Agents build and maintain LLM projects for you, using *Pocket Flow*
+- 🤖 LLM Agents build the LLM project for you, using *Pocket Flow*
 
-To build LLM projects with LLMs Agents (ChatGPT, Claude, Cursor.ai, etc.):
+To build LLM projects with LLM Agents (Cursor, ChatGPT, Claude, etc.):
 
-<details>
-  <summary><b>(🫵 Click to expand) Use Claude to build LLM apps</b></summary>
 
-  - Create a [project](https://www.anthropic.com/news/projects) and upload the [docs](docs) to project knowledge
+  - **[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.
 
-  - Set project custom instructions. For example:
-    ```
-    1. check "tool.md" and "llm.md" for the required functions.
-    2. design the high-level (batch) flow and nodes in artifact using mermaid
-    3. design the shared memory structure: define its fields, data structures, and how they will be updated.
-    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. Write the codes in artifact.
-    ```
-  - Ask it to build LLM apps (Sonnet 3.5 strongly recommended)!
-    ```
-    Help me build a chatbot based on a directory of PDFs.
-    ```
-
-    <div align="center">
-      <img src="./assets/claude_project.gif"/>
-    </div>
-</details>
-
-<details>
-  <summary><b>(🫵 Click to expand) Use ChatGPT to build LLM apps</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 that good at coding.
-
-    <div align="center">
-      <img src="./assets/gpt_store.gif"/>
-    </div>
-
-  - For stronger coding capabilities, consider sending the [docs](docs) to more advanced models like O1.
-
-      - Paste the docs link (https://github.com/the-pocket/PocketFlow/tree/main/docs) to [Gitingest](https://gitingest.com/).
-
-      - Then, paste the generated contents into your O1 prompt, and ask it to build LLM apps.
-   
+  - **[ChatGPT Project](https://help.openai.com/en/articles/10169521-using-projects-in-chatgpt)**: Create a project and upload the [docs](docs) to project knowledge
   
-</details>
+  - **[Claude Project](https://www.anthropic.com/news/projects)**: Create a project and upload the [docs](docs) to project knowledge
+    
+  - **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.
+
 
 
 
 
 ## What's Pocket Flow? Graph + Shared Store
 
-The [100 lines](pocketflow/__init__.py) capture what what we believe to be the core abstraction of LLM projects: 
- - **Graph** as the *Computation Model* that breaks down tasks into multiple-step LLM chains, with branching, recursion and nesting for agent-like decision-making
- - **Shared Store** as the *Communication Model* that all graph nodes can read and write to
+The [100 lines](pocketflow/__init__.py) capture what we believe to be the core abstraction of LLM projects: 
+ - **Computation Model**: *Graph* that breaks down tasks into multiple nodes, with *branching, recursion and nesting*
+ - **Communication Model**: *Shared Store* that all graph nodes can read and write to
 
 <br>
 <div align="center">
@@ -93,8 +62,8 @@ From there, it’s easy to implement popular design patterns like ([Multi-](http
 </div>
 <br>
 
-- 📖 To learn about how Pocket Flow works, 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.md)
+- To learn about how Pocket Flow works, check out the [documentation](https://the-pocket.github.io/PocketFlow/)
+- For an in-depth dive on the design, check out the [essay](https://github.com/The-Pocket/.github/blob/main/profile/pocketflow.md)