diff --git a/0002-containers/index.html b/0002-containers/index.html
index f6faac3..8b962fc 100644
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+++ b/0002-containers/index.html
@@ -30,6 +30,8 @@
               Feel free to heckle.
               Interupt me. Ask questions in the middle, makes this fun, I like it.
               Or you can wait till the end, but interactive is good
+
+              I'll be talking about containers, their basic underlying working, their functionality how eYantra can benefit it
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         </section>
@@ -37,28 +39,56 @@
 				<section>
           <section data-markdown data-separator="---" data-separator-notes="^Note:">
             <textarea data-template>
+
+              What is a container?
+
+              Note:
+              - feels like a VM
+                - we can SSH into it
+              - but its not a VM
+              - cgroups and namespaces
+                - been around since 2008, as c-groups in linux, this paved the path for containers later on
+                - cgroups are used to control CPU and Memory
+                - namespaces
+
+              ---
+
+              <img data-src="./images/cgroups.jpg"></img>
+
+              ---
+
               <img data-src="./images/vm_vs_container.jpg"></img>
               <br/>
               VM Vs Container
+
               Note:
-              I'll be talking about containers, their basic underlying working, their functionality how eYantra can benefit it
-              been around since 2008, as c-groups in linux, this paved the path for containers later on
-              - examples: firejail, lxc, docker
+              - VM: dedicated resource
+                Container: shared resources
+              - No inconcistency issues
+              - Demo container
+                - cp -r /usr/bin/ .
+                - cp -r /usr/lib/ .
+                - cp -r /usr/lib64/ .
+                - touch sample.txt
+                - pwd
+              - I dont think setting up a VM is that easy!
+              - examples of container runtimes: firejail, lxc, docker
 
               ---
 
               Limitations of VM
-                - dependency hell
                 - versioning
-                - upgrades
                 - replication
+                - upgrades
 
               Note:
               - originally traditional servers, perfect replication not possible, multiple variables
                 - os, os version, os deps and versions, application deps and versions
               - probelems
                 - versioning: i setup test env today, and setup production tomorrow, there may be inconcistency in the OS level deps, which may cause incompatibility
-                - upgrade: keeping all deps updated is important to avoid security vulns, but it comes at a cost of inconcistency
+                - upgrade:
+                  - keeping all deps updated is important to avoid security vulns, but it comes at a cost of inconcistency
+                  - security upgrades and patching needs to be done across all VMs, in docker only on host OS
                 - replication: b/w qa and prod env, local dev, works on my machine, doesnt work in prod, dev work on mac books, prod is centos
 
               ---
@@ -87,6 +117,7 @@
                   - network:
                     - d run -it --rm python:3.9.4-alpine3.13 sh
                     - d run -it --rm --network none python:3.9.4-alpine3.13 sh
+                    - ping 1.1.1.1
                 - scaling: better utilization of resources, resource allocation and sharing
 
               ---
@@ -98,9 +129,9 @@
 
               Note:
               - Production-Grade Container Orchestration Platform
-              - container orchestration takes away a lot of operations workload from engg
+              - Orchestration takes away a lot of operations workload from engg
               - SSL termination
-              - think of k8s as a knowledge base of all the best practicies of deployment for applications built at scale by Google
+              - Think of k8s as a knowledge base of all the best practicies for deployment of applications built at scale by Google
 
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