diff --git a/docs/library/contributing.md b/docs/library/contributing.md
index 425973a1..6dd12b33 100644
--- a/docs/library/contributing.md
+++ b/docs/library/contributing.md
@@ -4,6 +4,15 @@
 
 ---
 
+## Why Contribute
+
+- Gain practical experience with Python, software development, and actuarial methods.  
+- Meet like-minded actuaries that prefer open-source software.
+- Help advance open-source actuarial research and reproducible methodologies.  
+- Contributing is rewarding and fun!  
+
+---
+
 ## How to Contribute
 
 You can help improve and shape the project in many ways:  
@@ -12,7 +21,7 @@ You can help improve and shape the project in many ways:
 2. Volunteer to implement code changes for existing issues.  
 3. Ask questions or discuss ideas on the [discussion forum](https://github.com/casact/chainladder-python/discussions).  
 4. Improve documentation where it is unclear.  
-5. Create new examples or tutorials in the [examples section](https://chainladder-python.readthedocs.io/en/latest/auto_examples/index.html).  
+5. Create new examples or tutorials in the [examples section](https://chainladder-python.readthedocs.io/en/latest/gallery/index.html).  
 
 ---
 
@@ -26,14 +35,6 @@ If you're interested in joining, please contact one of the core developers. We w
 
 ---
 
-## Why Contribute
-
-- Gain practical experience with Python, software development, and actuarial methods.  
-- Help advance open-source actuarial research and reproducible methodologies.  
-- Contributing is rewarding—and fun!  
-
----
-
 ## API Guidelines
 
 `chainladder-python` is designed to follow the style of **pandas** and **scikit-learn**. This ensures a consistent API and simplifies new development:  
@@ -48,21 +49,24 @@ For domain-specific exceptions, discuss on the [issue tracker](https://github.co
 
 ## Development Environment
 
-After forking the repository, set up a development environment using `uv`:
+After forking the repository, you can set up a development environment using `uv`:
 
 ```bash
 # Install uv if you haven't already
 curl -LsSf https://astral.sh/uv/install.sh | sh
 
-# Clone your fork
-git clone https://github.com/YOUR_USERNAME/chainladder-python.git
+# Add uv to your PATH
+echo 'export PATH="$HOME/.cargo/bin:$PATH"' >> ~/.zshrc
+source ~/.zshrc
+
+# Navigate to your working directory
 cd chainladder-python
 
 # Create virtual environment and install all dependencies
 uv sync --extra all
 
 # Activate the environment
-source .venv/bin/activate  # On Windows: .venv\Scripts\activate
+uv run python
 ```
 
 This will install the package in editable mode with all development dependencies. After finishing work, deactivate:
diff --git a/uv.lock b/uv.lock
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