diff --git a/README.md b/README.md
index d3243d8a1..c95703212 100644
--- a/README.md
+++ b/README.md
@@ -599,6 +599,9 @@ entries are no where near the max entry size.
 
 ## Serialization
 
+![Serialization](http://openhft.net/wp-content/uploads/2014/09/Serialization_01.jpg)
+
+
 Chronicle Map stores your data into off heap memory, so when you give it a Key or Value, it will
 serialise these objects into bytes.
 
@@ -1117,6 +1120,9 @@ click [here](https://github.com/OpenHFT/Chronicle-Map#sharing-data-between-two-o
 
 ### How to speed up the Chronicle Map Stateless Client 
 
+![Chronicle Map](http://openhft.net/wp-content/uploads/2014/09/State-Transition_1-thread_02.jpg)
+![Chronicle Map](http://openhft.net/wp-content/uploads/2014/09/State-Transition_2-thread_03.jpg)
+
 By default when you make a method call to a `ChronicleMap` stateless client, 
 your method call is wrapped into an event which is sent over tcp and processed by the server, 
 your stateless client will block until an acknowledgement has been received from the server that