HUMAN OVERSIGHT · AI DATA ENGINEERING
Human-in-the-loop needs decision boundaries
A person in the process is not yet control. Effectiveness requires evidence, time, decision rights and a real stop path.

01 · SEECan the reviewer inspect data, sources, rules, alternatives and uncertainty?
02 · DECIDECan the responsible person modify, reject and escalate?
03 · STOPDoes intervention work before a consequential action executes?
CORE METHOD
THE DECISION BOUNDARY
Risk, evidence, novelty, sensitivity and reversibility determine where assistance ends and human decision begins.
Simulate a wrong but persuasive recommendation under time pressure and test whether the reviewer can detect it and stop the process in time.