diff --git a/README.md b/README.md
index 60601bc..5f1d36d 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@
-Pocket Flow is a [100-line](pocketflow/__init__.py) minimalist LLM framework
+Pocket Flow is a [100-line](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) minimalist LLM framework
- **Lightweight**: Just 100 lines. Zero bloat, zero dependencies, zero vendor lock-in.
@@ -18,7 +18,7 @@ Pocket Flow is a [100-line](pocketflow/__init__.py) minimalist LLM framework
- **[Agentic Coding](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)**: Let AI Agents (e.g., Cursor AI) build Agents—10x productivity boost!
-- 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](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) (only 100 lines).
- To learn more, check out the [documentation](https://the-pocket.github.io/PocketFlow/). To learn the motivation, read the [story](https://zacharyhuang.substack.com/p/i-built-an-llm-framework-in-just).
@@ -47,7 +47,7 @@ Current LLM frameworks are bloated... You only need 100 lines for LLM Framework!
## How does Pocket Flow work?
-The [100 lines](pocketflow/__init__.py) capture the core abstraction of LLM frameworks: Graph!
+The [100 lines](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) capture the core abstraction of LLM frameworks: Graph!
@@ -91,7 +91,6 @@ From there, it's easy to implement popular design patterns like ([Multi-](https:
🚀 Through **Agentic Coding**—the fastest LLM App development paradigm-where *humans design* and *agents code*!
-