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uh Chris you can start okay great so uh thank you Lev for the opportunity to share something thats 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 thats a thats a dream for me Im trying to get myself there he works in Java and Scala uh so it might be related to that I dont know Im working with python and Ill 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 lets start there you know its like so we create diagrams for collaboration so if I was to give code to Lev or to Irena if I send them a diagram they they understand the code better if I send if I se