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+++ b/01-claude-ocp/presentation.md
@@ -52,34 +52,48 @@ What is MCP?
 <!-- font_size: 4 -->
 Why MCP?
 ===
-
-
+<!-- pause -->
+<!-- font_size: 2 -->
+What happens today?
+===
 <!-- column_layout: [3, 2] -->
 <!-- column: 0 -->
 <!-- alignment: left -->
+<!-- pause -->
 
 ```mermaid +render +width:100%
 sequenceDiagram
-    You->>Chat: Chat, I'm 10 minutes away from a demo and I'm getting this error        
-    Note over You,Chat: (pastes exactly the most useless part of error)
-    Chat->>You: I can help you with that! Just do this...
-	Note over You,Chat: (Confidently makes assumptions to please you and save tokens)
-    You->>Chat: That didn't work! Now I see this error!
-	Note over You,Chat: (Hurriedly types out misremembered error)
+    You->>LLM: I'm 10 minutes away from a demo, getting this error        
+    LLM->>You: Try this...
+    You->>LLM: That didn't work! New error!
+	LLM->>You: Gather this info..
+	You->>LLM: Here it is...
+	LLM->>You: Try this...
 	loop 
-    You->>Chat:😤
-	Chat->>You:😭
+    You->>LLM:😤
+	LLM->>You:😭
     end
 ```
 <!-- pause -->
 <!-- column: 1 -->
-<!-- jump_to_middle -->
-
+<!-- font_size: 2 -->
+<!-- pause -->
+<!-- alignment: center -->
+<!-- new_line --> 
+<!-- new_line -->
+<!-- new_line -->
 ![image](grandpa-gpt.gif)
 
 
+<!-- speaker_note: quick walk through the sequence diagram -->
+<!-- speaker_note: Talk about the issues resolving complex problems in complex environments -->
+<!-- speaker_note:   	1 narrow bandwidth interface -->
+<!-- speaker_note:   	2 lack of wider context (i.e. not knowing gitops pattern in play causing LLM to patch in place) -->
+<!-- speaker_note:   	3 imprecise input -->
+<!-- speaker_note: The LLM is compelled to solution quickly for user satisifaction and token minimization BUT...-->
+<!-- speaker_note: Complex problems demand a lot of information, iteration and context -->
+<!-- speaker_note: Result is Frustration -->
 <!-- no_footer -->
-<!-- speaker_note: Emphasis on tools -->
 <!-- end_slide -->