diff --git a/mpi.adoc b/mpi.adoc
index e06815d..e1bc98a 100644
--- a/mpi.adoc
+++ b/mpi.adoc
@@ -21,7 +21,7 @@ Apostolos rootApostolos@swarmlab.io
 http://docs.swarmlab.io/Howtos/docker/install.adoc.html[^]
 
 - Clone repo https://git.swarmlab.io:3000/swarmlab/swarmlab-mpi + 
-HowTo: See http://git.swarmlab.io/Howtos/git/use-git.adoc.html 
+HowTo: See http://docs.swarmlab.io/Howtos/git/use-git.adoc.html 
 
 .INSTALL
 [NOTE]
@@ -96,6 +96,12 @@ cd myproject
 swarmlab-mpi up size=5
 ```
 
+.We built a high-performing, scalable infrastructure
+image:./swarmlab-network.png[alt="Swarmlab"] +
+
+
+
+
 [[cheat-swarmlab-up1]]
 == Login to the swarmlab cluster
 
diff --git a/swarmlab-network.png b/swarmlab-network.png
new file mode 100644
index 0000000..7691a11
Binary files /dev/null and b/swarmlab-network.png differ