This is a bit like saying a computer engineer who wrote and understands a simple RISC machine in college thereby automatically understands all programs that could be compiled for it.
No this is like saying that whovever writes a piece of software understands how it works. Unless one forgot about it or stumbled upon it out of sheer luck. And neither of those are the case with LLMs.