diff --git a/content/modules/ROOT/nav.adoc b/content/modules/ROOT/nav.adoc
index 2ceec65..e7c6089 100644
--- a/content/modules/ROOT/nav.adoc
+++ b/content/modules/ROOT/nav.adoc
@@ -24,4 +24,3 @@
 
 * xref:13-AI-model-exploration.adoc[13. AI Model Exploration]
 
-* xref:99-tips.adoc[99. Tips]
diff --git a/content/modules/ROOT/pages/01-agenda.adoc b/content/modules/ROOT/pages/01-agenda.adoc
index ce6dc3b..e73711e 100644
--- a/content/modules/ROOT/pages/01-agenda.adoc
+++ b/content/modules/ROOT/pages/01-agenda.adoc
@@ -24,7 +24,10 @@
 
 == 10. Signed commits via git-sign
 
-== 11. Introducing AI with LLMs
+== 11. AI with LLMs Demo Setup
 
+== 12. AI with LLMs Chatbot Flow
+
+== 13. AI Model Exploration
 
 
diff --git a/content/modules/ROOT/pages/02-introduction.adoc b/content/modules/ROOT/pages/02-introduction.adoc
index b623301..187927a 100644
--- a/content/modules/ROOT/pages/02-introduction.adoc
+++ b/content/modules/ROOT/pages/02-introduction.adoc
@@ -1,14 +1,15 @@
 == Introduction
 
-Red Hat Trusted Application Pipeline
+Red Hat Trusted Application Pipeline and Red Hat OpenShift AI
 
 This demonstration takes the audience on a journey across the Software Development Lifecycle (SDLC), from code, to build, through continuous deployment and finally to running in production. An end-to-end DevSecOps CI/CD demonstration of Red Hat Trusted Application Pipeline (RHTAP) incorporating Developer Hub, a developer self-service portal based on Backstage, to standardize and expedite developer onboarding with golden path templates imbued with security guardrails.
 
-RHTAP = RHDH (developer self-service) + RHTAS (signature, attestation) + RHTPA (SBOM)
+In addition to the SDLC is also the MDLC (Model Development Lifecycle) where LLMs are served/managed by Red Hat OpenShift AI.  These LLMs are then woven into an application.  Offering self-service capabilities for Coders and Modelers. 
 
 Featured products in this demonstration include:
 
 * Red Hat Trusted Application Pipeline
+* Red Hat OpenShift AI
 * Red Hat Developer Hub
 * Red Hat Trusted Artifact Signer
 * Red Hat Trusted Profile Analyzer
@@ -19,6 +20,8 @@ Featured products in this demonstration include:
 * Red Hat OpenShift Dev Spaces
 * Red Hat OpenShift
 
+RHTAP = RHDH (developer self-service) + RHTAS (signature, attestation) + RHTPA (SBOM)
+
 Within a large enterprise the time required for a newly hired app developer to become productive is often measured in weeks.  In this demonstration, we are going to show you how to shrink those weeks down to minutes with a developer-optimized, self-service, Internal Development Platform (IDP) that pre-integrates software supply chain security practices from the moment of project inception.
 
 This is the story of how Red Hat imbues your software supply chain with the content, templates, signatures, attestations, and SBOMs that accelerate your custom application development across the software development lifcycle of code, build, deploy and run.  This is the story of how Red Hat empowers your Platform Engineering teams who then in turn super charge your custom application developers.
@@ -51,7 +54,7 @@ Consider the following steps *BEFORE* sharing your screen with the audience.  Th
 * Previously tested a Dev Space or
 * Double check your local laptop git, mvn and IDE (VS Code, IntelliJ) are ready to go
 
-A super short video on the https://www.youtube.com/watch?v=n1IrNe5MmZg[core value propositions] of *Backstage*
+A super short video on the https://www.youtube.com/watch?v=n1IrNe5MmZg[core value propositions] of *Backstage*.
 
 == Login as developer 
 
diff --git a/content/modules/ROOT/pages/11-AI-demo-setup.adoc b/content/modules/ROOT/pages/11-AI-demo-setup.adoc
index 408d4e2..24d457c 100644
--- a/content/modules/ROOT/pages/11-AI-demo-setup.adoc
+++ b/content/modules/ROOT/pages/11-AI-demo-setup.adoc
@@ -6,6 +6,8 @@ Where RHOAI is responsible for the LLM serving, management, and monitoring.
 
 Where RHTAP + RHDH is responsible for the application code pipeline and lifecycle.  
 
+A 10-minute video that walks through a AI/ML template for building out a LLM-powered Chatbot https://www.youtube.com/watch?v=4YS0wuUpfAo[chatbot]
+
 image::chatbot-1.png[Chatbot1, width=640, height=480]
 
 image::chatbot-2.png[Chatbot2, width=640, height=480]
diff --git a/content/modules/ROOT/pages/99-tips.adoc b/content/modules/ROOT/pages/tips.adoc
similarity index 100%
rename from content/modules/ROOT/pages/99-tips.adoc
rename to content/modules/ROOT/pages/tips.adoc