The whole idea of the blog post is to bring print and like TDD mindset to prompt engineering so this is where I went but yeah the workflow is like okay define the use case and desired AI behavior. What are you trying to solve with AI in my case? So we're trying to what a user prompt what a day of a schema get get the AI to generate good good useful sequel find the right tables and columns to use I kind of stuff create test cases, run the test evaluate the results refine the test refine the prompts and then start over again. Then once you're happy with the level success you have you know you can integrate the prompt into the product or maybe upgrade ship it yeah