because the thought process is addressable I can reply to the specific point where the thinking, the assumption, the approach, was incorrect.

I can correct it.

But the correct, and the incorrect thought-process remains preserved and addressable.

This is not the only way, I will talk about some of my agentic setup later, but this is part of the magic that makes the agents make less mistakes over time.

Literally they have a lessons file that is being updated with what the human taught them.