Knowledge Debt Audit

Using AI has real advantages, but get the work done is not I understand it. Relying on it on a load-bearing concept creates knowledge debt — the gap between what your output can do and what you can do without the tool. The danger is never a single borrow. It is that the balance compounds silently and stays invisible until the exposure moment: a qualifying exam, a whiteboard, a reviewer's question — every one of them a debt audit with no AI in the room.

This skill makes the balance visible while it is still cheap to pay down, and calls the toxic loans early. It is willing to do the uncomfortable thing a chat tool rarely does: tell you to stop asking and go derive it yourself.

The core: strategic vs. toxic debt

Not all debt is bad, and a version of this skill that pretends otherwise is a nag you will disable within a day. The single load-bearing distinction: