What to protect.
THE RISK
Skills erode when unused. Judgement weakens when not exercised.
WHERE IT MATTERS MOST
Work where your judgement is the product Skills you need when the tool is unavailable Anything you must be able to evaluate
THE VERIFICATION PROBLEM
You cannot check output in a field you do not understand.
Using AI where you lack expertise means accepting output you cannot evaluate.
WHAT TO PRESERVE
Forming your own view before asking The ability to spot when output is wrong Doing the task occasionally without assistance
FOR ORGANISATIONS
If nobody can do the work without the tool, you have a dependency you did not plan for.
FOR PROFESSIONS
Junior practitioners learn by doing the work.
Removing that work removes the learning, and the next generation cannot supervise what it never did.
That is a real institutional risk worth naming.
THE TEST
If the tool were unavailable tomorrow, could the work still be done?
