diff --git a/chapter-2/README.md b/chapter-2/README.md
index 4d83cd4..5d69ca0 100644
--- a/chapter-2/README.md
+++ b/chapter-2/README.md
@@ -84,6 +84,10 @@ We need the NGINX Ingress Controller to route traffic from our laptop to the ser
 kubectl apply -f https://raw.githubusercontent.com/kubernetes/ingress-nginx/release-1.8/deploy/static/provider/kind/deploy.yaml
 ```
 
+> [!Note]
+> Review deploy.yaml to gain a better understanding of actions being carried to support Installing the NGINX Ingress Controller. At a high level, the list of actions include: Creating a Namespace, Setting Up Service Accounts, Defining Roles and ClusterRoles, Creating RoleBindings and ClusterRoleBindings, Configuring a ConfigMap, Exposing and Deploying Ingress Controller, Creating Jobs for Webhook Configuration, Setting up IngressClass, and Configuring a ValidatingWebHookConfigration.
+
+
 Check that the pods inside the `ingress-nginx` are started correctly before proceeding: 
 ```shell
 > kubectl get pods -n ingress-nginx