diff --git a/README.md b/README.md
index 3a0e3ee..f85e6e4 100644
--- a/README.md
+++ b/README.md
@@ -20,7 +20,7 @@ The tools and documentation provided here are designed to accelerate data and an
 
 See the [Labs Page](./labs) for all of the **Slalom DataOps Labs**.
 
-## Other Importand Links
+## Other Important Links
 
 * [dataops-tools](https://github.com/slalom-ggp/dataops-tools) - The primary DataOps git repo for tools mentioned here in these docs.
 * [dataops-docs](https://github.com/slalom-ggp/dataops-docs) - Link to this documentation repo. _(Submit documentation bugs and enhancement request here!)_
diff --git a/labs/cicd-graduates.md b/labs/cicd-graduates.md
index 4ab30db..f5cce90 100644
--- a/labs/cicd-graduates.md
+++ b/labs/cicd-graduates.md
@@ -27,6 +27,7 @@ The GitHub users below ***ACED it*** on their [CI/CD lab](intro.md)! 😎
 - @muhamedsukkar-slalom
 - @nathaniellarson
 - @oso-caro
+- @anandbraman
 - [@Peter-Griffin-Slalom](https://github.com/Peter-Griffin-Slalom)
 - @sanketninawe
 - @sarkarsam
diff --git a/setup/windows.md b/setup/windows.md
index 0f8ff33..55ed56f 100644
--- a/setup/windows.md
+++ b/setup/windows.md
@@ -18,11 +18,12 @@ The package manager reduces the time to get software installed, saving hours of
 
 1. A **package manager**: Chocolatey (for Windows) or Homebrew (for Mac)
 2. **Docker** - to run containerized apps and create your own.
-3. **Git** - a version control platform used to store and manage code.
-4. **GitHub Desktop** - a friendly GUI which works with Git and GitHub.com.
-5. **Python** - a software language useful for developing new programs and scripts, and also used for its popular package manager `pip`, which allows users to install Python programs written by others.
-6. **Terraform** - the leading cross-platform solution for automating Infrastructure as Code (IaC).
-7. **VS Code** - a robust, fast, and lightweight development environment (IDE).
+3. **WSL2** - Windows Subsystem for Linux 2
+4. **Git** - a version control platform used to store and manage code.
+5. **GitHub Desktop** - a friendly GUI which works with Git and GitHub.com.
+6. **Python** - a software language useful for developing new programs and scripts, and also used for its popular package manager `pip`, which allows users to install Python programs written by others.
+7. **Terraform** - the leading cross-platform solution for automating Infrastructure as Code (IaC).
+8. **VS Code** - a robust, fast, and lightweight development environment (IDE).
 
 ## Installing Chocolatey and Core Tools
 
@@ -49,6 +50,8 @@ The package manager reduces the time to get software installed, saving hours of
     ```cmd
     choco install -y choco-protocol-support chocolateygui sudo terraform vscode github-desktop
     choco install -y python3
+    choco install -y wsl2
+    # <WSL2 install may require restart> 
     choco install -y docker-desktop
     ```