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docs/design_pattern/index.md

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docs/index.md

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 A [100-line](https://github.com/the-pocket/PocketFlow/blob/main/pocketflow/__init__.py) minimalist LLM framework for *Agents, Task Decomposition, RAG, etc*.
 
-We model the LLM workflow as a **Graph + Shared Store**:
-- **Nodes** handle simple (LLM) tasks.
-- Nodes connect through **Actions** (labeled edges) for *Agents*.  
-- **Flows** orchestrate a directed graph of Nodes for *Task Decomposition*.
-- Nodes within Flows communicate through a **Shared Store**.
-- A Flow can be used as a Node (for **Nesting**).
-- **Batch** Nodes/Flows for data-intensive tasks.
-- **Async** Nodes/Flows allow waits for asynchronous tasks.
 
-<div align="center">
-  <img src="https://github.com/the-pocket/PocketFlow/raw/main/assets/meme.jpg?raw=true" width="400"/>
-</div>
+- **Expressive**: Everything you love from larger frameworks—([Multi-](./design_pattern/multi_agent.html))[Agents](./design_pattern/agent.html), [Workflow](./design_pattern/workflow.html), [RAG](./design_pattern/rag.html), and more.
+  
+- **Lightweight**: Just the core graph abstraction in 100 lines. Zero bloat, zero dependencies, zero vendor lock-in.
+  
+- **Principled**: Built with modularity and clear separation of concerns at its heart.
+
+- **AI-Friendly**: Intuitive enough for AI agents to assist humans in building complex LLM applications.
 
-> If you are an AI assistant reading this document, please read all the non-optional and non-advanced parts. If you are helping a human build an LLM app, please carefully review the [Development Playbook](./guide.md).
-{: .warning }
 
 ## Core Abstraction
 
-- [Node](./core_abstraction/node.md)
-- [Flow](./core_abstraction/flow.md)
-- [Communication](./core_abstraction/communication.md)
-- [Batch](./core_abstraction/batch.md)
-- [(Advanced) Async](./core_abstraction/async.md)
-- [(Advanced) Parallel](./core_abstraction/parallel.md)
-
-## Utility Function
-
-- [LLM Wrapper](./utility_function/llm.md)
-- [Tool](./utility_function/tool.md)
-- [(Optional) Viz and Debug](./utility_function/viz.md)
-- [(Optional) Web Search](./utility_function/websearch.md)
-- [(Optional) Chunking](./utility_function/chunking.md)
-- [(Optional) Embedding](./utility_function/embedding.md)
-- [(Optional) Vector Databases](./utility_function/vector.md)
-- [(Optional) Text-to-Speech](./utility_function/text_to_speech.md)
-
-> We do not provide built-in utility functions. Example implementations are provided as reference.
-{: .warning }
+We model the LLM workflow as a **Graph + Shared Store**:
 
+- [Node](./core_abstraction/node.md) handles simple (LLM) tasks.
+- [Flow](./core_abstraction/flow.md) connects nodes through **Actions** (labeled edges).
+- [Shared Store](./core_abstraction/communication.md) enables communication between nodes within flows.
+- [Batch](./core_abstraction/batch.md) nodes/flows allow for data-intensive tasks.
+- [(Advanced) Async](./core_abstraction/async.md) nodes/flows allow waiting for asynchronous tasks.
+- [(Advanced) Parallel](./core_abstraction/parallel.md) nodes/flows handle I/O-bound tasks.
 
 ## Design Pattern
 
+From there, it’s easy to implement popular design patterns:
+
 - [Structured Output](./design_pattern/structure.md)
 - [Workflow](./design_pattern/workflow.md)
 - [Map Reduce](./design_pattern/mapreduce.md)
@@ -59,4 +42,18 @@ We model the LLM workflow as a **Graph + Shared Store**:
 - [(Advanced) Multi-Agents](./design_pattern/multi_agent.md)
 - Evaluation
 
+## Utility Function
+
+We do not provide built-in utility functions in codes. 
+But we provide example implementations in docs:
+
+- [LLM Wrapper](./utility_function/llm.md)
+- [Tool](./utility_function/tool.md)
+- [(Optional) Viz and Debug](./utility_function/viz.md)
+- [(Optional) Web Search](./utility_function/websearch.md)
+- [(Optional) Chunking](./utility_function/chunking.md)
+- [(Optional) Embedding](./utility_function/embedding.md)
+- [(Optional) Vector Databases](./utility_function/vector.md)
+- [(Optional) Text-to-Speech](./utility_function/text_to_speech.md)
+
 ## [Develop your LLM Apps](./guide.md)

docs/utility_function/index.md

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