Lesson
Human-in-the-loop design is not a generic safety sticker. It is a product decision about risk, reversibility, and user control.
The higher the stakes and the harder the action is to undo, the more explicit review should be.
Objectives
Classify automation risk.
Place approval checkpoints.
Design escalation paths.
Practice
Classify five AI actions by risk.
Choose which actions need review before execution.
Next action
Add an approval model to an agent workflow.