How to place Human-in-the-Loop checkpoints based on risk, consequence, ambiguity, and reversibility.
Problem: automation is attractive, but not every decision should be automated.
Low-risk work can be automated; high-risk or consequential decisions get HITL checkpoints.
Broader lesson: design human review into the workflow intentionally.