diff --git a/docs/2-Portal-First/2-Setup/02-Model-Exploration/01.md b/docs/2-Portal-First/2-Setup/02-Model-Exploration/01.md
index a31beba..455593a 100644
--- a/docs/2-Portal-First/2-Setup/02-Model-Exploration/01.md
+++ b/docs/2-Portal-First/2-Setup/02-Model-Exploration/01.md
@@ -10,7 +10,7 @@ In the previous lab exercises, we learned about _model selection_ by:
 - Using the **model benchmarks** to compare relevant models by metrics
 - Using the **model card** to understand costs, capabilities & code use.
 
-We went from _1800 models_ to a single candidate. Now let's test our selected model with real prompts to see how well it "fits" our scenario requirements. To do this, we need to leave guest mode and log into Azure so we can create an AI project, deploy the model, and explore it in the portal playground. **Let's do this, next!**
+We went from _1800 models_ to a single candidate. Now, we need to test this model out to see how well it "fits" our requuirements. To do this, we need to deploy the model and explore it interactively in a chat playground. Let's see how we can do this in Azure AI Foundry, next.
 
 !!! quote "By the end of this section you should know how to:"
 
diff --git a/docs/2-Portal-First/2-Setup/02-Model-Exploration/02.md b/docs/2-Portal-First/2-Setup/02-Model-Exploration/02.md
index 3a02040..45eaed9 100644
--- a/docs/2-Portal-First/2-Setup/02-Model-Exploration/02.md
+++ b/docs/2-Portal-First/2-Setup/02-Model-Exploration/02.md
@@ -1,6 +1,6 @@
 # 2. Create an AI project
 
-!!! info "LEARNING RESOURCES: Explore for deeper dives into the topic"
+??? info "LEARNING RESOURCES: Explore for deeper dives into the topic"
 
     1. [Create a project in Azure AI Foundry portal](https://learn.microsoft.com/en-us/azure/ai-studio/how-to/create-projects?tabs=ai-studio)"
     1. [How to create a secure Azure AI Foundry hub and project with a managed virtual network](https://learn.microsoft.com/en-us/azure/ai-studio/how-to/create-secure-ai-hub)"
@@ -8,6 +8,14 @@
 
 ## 2.1 Log into Azure
 
+In the [Model Card : Deployment](./../01-Model-Selection/04.md#43-deployment) section we saw the `Create a subscription to deploy` button in the card that, when you logged into Azure, changed into a `Deploy` button. 
+
+In this section, we'll continue on from that step and assume you have already done the following:
+
+1. Created an Azure account if needed. [Learn more](https://aka.ms/free)
+1. Logged into that Azure account when prompted in _this_ workflow.
+
+
 ## 2.2 Create an AI project
 
 ## 2.3. View Management Center
diff --git a/docs/2-Portal-First/3-Ideate/01-Model-Customization/03.md b/docs/2-Portal-First/3-Ideate/01-Model-Customization/03.md
index ed19d5a..cb3c6f5 100644
--- a/docs/2-Portal-First/3-Ideate/01-Model-Customization/03.md
+++ b/docs/2-Portal-First/3-Ideate/01-Model-Customization/03.md
@@ -1 +1,5 @@
-# 3. Create & Update RBAC
\ No newline at end of file
+# 3. Create & Update RBAC
+
+!!! info "LEARNING RESOURCES: Explore for deeper dives into the topic"
+
+    1. [Tutorial: Deploy an enterprise chat web app](https://learn.microsoft.com/en-us/azure/ai-studio/tutorials/deploy-chat-web-app)
\ No newline at end of file
diff --git a/docs/2-Portal-First/3-Ideate/01-Model-Customization/04.md b/docs/2-Portal-First/3-Ideate/01-Model-Customization/04.md
index 7eeff76..cc40035 100644
--- a/docs/2-Portal-First/3-Ideate/01-Model-Customization/04.md
+++ b/docs/2-Portal-First/3-Ideate/01-Model-Customization/04.md
@@ -1 +1,5 @@
-# 4. Add Grounding Data
\ No newline at end of file
+# 4. Add Grounding Data
+
+!!! info "LEARNING RESOURCES: Explore for deeper dives into the topic"
+
+    1. [Tutorial: Deploy an enterprise chat web app](https://learn.microsoft.com/en-us/azure/ai-studio/tutorials/deploy-chat-web-app)
\ No newline at end of file
diff --git a/docs/2-Portal-First/3-Ideate/01-Model-Customization/05.md b/docs/2-Portal-First/3-Ideate/01-Model-Customization/05.md
index 8327f4d..323d8be 100644
--- a/docs/2-Portal-First/3-Ideate/01-Model-Customization/05.md
+++ b/docs/2-Portal-First/3-Ideate/01-Model-Customization/05.md
@@ -1 +1,5 @@
-# 5. Test Grounded Chat
\ No newline at end of file
+# 5. Test Grounded Chat
+
+!!! info "LEARNING RESOURCES: Explore for deeper dives into the topic"
+
+    1. [Tutorial: Deploy an enterprise chat web app](https://learn.microsoft.com/en-us/azure/ai-studio/tutorials/deploy-chat-web-app)
\ No newline at end of file