I tried to read this writeup, but it has too many hallmarks of AI, and after a long week of reading AI-written stuff at work, I don't want to read "It's not X, it's Y" on the weekend. The concepts here may be amazing, but if they are, they deserve the love of a writer's touch.

can you be more specific? because i specifically make sure we don't do those types of parallel semantics in our agent and articles. and i dont see any parallel constructions in this write up?

edit: nevermind, i see it. cleaned it up. thanks for the feedback!