But now when you have a YAML program as the first level abstraction how do you handle results between those multi language calls ? In DSCI this is achieved via states and normal functions , and everting is just a function on general purpose programming language, in YAML you need all these magic ( awkward ) YAML syntax to mimic all those things ( pass parameters , handle global variables , process user input , handle returned parameters , etc )