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uh Chris you can start okay great so uh thank you Lev for the opportunity to share something thatamp;#39;s kind of a a passion of mine uh I was exposed to graphics and Dot language for generating diagrams with code from a co-worker in a previous job and I still am not where he where he is uh he generates his documentation code documentation using dot right within his code so whatever he makes a code change when he submits his P when he submits a PR all the diagrams for all the resources are updated thatamp;#39;s a thatamp;#39;s a dream for me Iamp;#39;m trying to get myself there he works in Java and Scala uh so it might be related to that I donamp;#39;t know Iamp;#39;m working with python and Iamp;#39;ll show you a little bit of python code to generate graphs uh as we go along so the idea here is why would we why do we create diagrams letamp;#39;s start there you know itamp;#39;s like so we create diagrams for collaboration so if I was to give code to Lev or to Irena if I sen