diff --git a/_static/god_damn_aws_charges.jpg b/_static/god_damn_aws_charges.jpg
new file mode 100644
index 0000000..19aed7f
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diff --git a/_static/sagemaker_studio.jpg b/_static/sagemaker_studio.jpg
new file mode 100644
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diff --git a/conf.py b/conf.py
index 6bc01cc..ceede86 100644
--- a/conf.py
+++ b/conf.py
@@ -35,7 +35,6 @@ revealjs_script_conf = '''
 		history: true,
 		center: true,
 		transition: "slide",
-		showNotes: true,
 	}
 '''
 revealjs_script_plugins = [
diff --git a/index.rst b/index.rst
index 2a231b6..0aab668 100644
--- a/index.rst
+++ b/index.rst
@@ -12,30 +12,39 @@ What does serverless mean?
 
 .. image:: _static/empty_racks.jpg
 
+.. Advantages of serverless:
+   - No management
+   - Faster startup times
+   - "Infinite scale"
+   - Business logic only
+
+
 AWS Compute startup times
 -------------------------
 
 .. revealjs_fragments::
 
-    * EC2 - minutes
-    * Fargate - seconds
-    * Lambda - milliseconds (when warm and cozy)
-    * https://firecracker-microvm.github.io/
+   * EC2 - minutes
+   * Fargate - seconds
+   * Lambda - milliseconds (when warm and cozy)
+   * https://firecracker-microvm.github.io/
 
 The Lambda lifecycle
 --------------------
 
 .. code-block:: python
 
-    print('initialized')
+   print('initialized')
 
 
-    def handler(event, context):
-        print('executed')
+   def handler(event, context):
+       print('executed')
 
-        return {
-            'message': 'done'
-        }
+       return {
+           'message': 'done'
+       }
+
+.. What is a cold start and the advantages of a warm lambda
 
 Edifice Corb
 ============
@@ -51,31 +60,38 @@ Rapid iteration
 
 .. image:: _static/say_agile.jpg
 
+.. Constantly reworking the infrastructure and sometimes even the business logic
+
 Person detection
 ================
 
-* Tensorflow model
 * Inference on video frames is compute intensive
-* EC2 GPU instances are neither serverless nor cheap
+* GPU instances are neither serverless nor cheap
+
+.. image:: _static/god_damn_aws_charges.jpg
+   :width: 60%
+
+.. Don't use GPU for inference unless absolutely necessary
 
 AWS to the rescue
 -----------------
 
 .. image:: _static/behold_elastic_inference.jpg
-    :width: 40%
+   :width: 40%
 
 Still not serverless
 --------------------
 
 .. image:: _static/elastic_inference.png
-    :width: 40%
+   :width: 40%
 
 The AWS SageMaker of six paths
 ------------------------------
 
-* Managed end-to-end ML service
-* Model training, deployment, and monitoring
-* SageMaker studio, an "IDE for ML"
+Managed end-to-end ML service
+
+.. image:: _static/sagemaker_studio.jpg
+   :width: 80%
 
 Processing pipeline
 ===================
@@ -91,24 +107,26 @@ Serverless framework
 --------------------
 
 .. image:: _static/serverless.jpg
-    :width: 30%
+   :width: 30%
 
 True yaml engineering
 
+.. No manual zip files, less architecture management, but less flexible
+
 Triggering events
 -----------------
 
 .. code-block:: yaml
 
-    functions:
-      VideoIngress:
-        handler: aws_lambda.run_detector.handler
-        events:
-          - s3:
-              bucket: video-bucket
-              event: s3:ObjectCreated:*
-              rules:
-                - suffix: .mkv
+   functions:
+     VideoIngress:
+       handler: aws_lambda.run_detector.handler
+       events:
+         - s3:
+             bucket: video-bucket
+             event: s3:ObjectCreated:*
+             rules:
+               - suffix: .mkv
 
 Other serverless goodies
 ------------------------
@@ -117,6 +135,8 @@ Other serverless goodies
 * Easy additional permissions
 * Lots of functionality for little code
 
+.. show serverless.yaml
+
 Other serverless badies
 -----------------------
 
@@ -124,17 +144,23 @@ Other serverless badies
 * Multiple environments are harder to implement
 * Hardcoding and code duplication
 
+.. show serverless.yaml
+
 Messaging pipeline
 ==================
 
 .. image:: _static/messaging_pipeline.png
-    :width: 40%
+   :width: 40%
+
+.. Current architecture. Will be more complex when we add alarms. Talk about sync/async lambda calls
 
 Y tho?
 ------
 
 .. image:: _static/why_few_lambda.jpg
 
+.. Why microservices. Easier parallel development. Easier testing
+
 
 More triggers and destinations
 ------------------------------
@@ -142,16 +168,16 @@ More triggers and destinations
 .. code-block:: yaml
 
   CleaningReportGenerator:
-    handler: aws_lambda.request_cleaning.handler
-    events:
-      - eventBridge:
-          pattern:
-            detail:
-              responsePayload:
-                command_type:
-                  - request_cleaning
-    destinations:
-      onSuccess: arn:aws:events:::event-bus/default
+   handler: aws_lambda.request_cleaning.handler
+   events:
+     - eventBridge:
+         pattern:
+           detail:
+             responsePayload:
+               command_type:
+                 - request_cleaning
+   destinations:
+     onSuccess: arn:aws:events:::event-bus/default
 
 EventBridge - Central point of success
 --------------------------------------