Thanks for the kind words :)

yeds the instructor allows for the structure to call a function (just rip it out of the response first)... in the validation process you can call the function and return the response ... but its a great process but after a few months of this slow process we can upload the logging to be used as training data to train the model to perform this : as he said we are not reinventing the wheel : as even AGENTS are 50 years old and we have been using them for the same length of time !