Thanks! Yeah this was AI assisted. As an experiment I started asking Claude to explain things to me with a fiction story and it ended up being really good, so I started seeing how far I could take it.
I guess I'm also learning the value of working with an editor from first principles... over the last couple weeks before publishing I read through and made edits to this piece at least twice a day and still didn't catch this.
I don't think that phrase means what you are trying to say here.
What it doesn't mean: - learning by doing
I believe it generally means: a formalization that comes after a subject is understood so well that you can reduce it to "first principles" that imply the rest. Or, the production of a hypothesis by deduction from widely-accepted principles.