Where to place human checkpoints. Not every AI output needs human review — that defeats the purpose of automation. Place checkpoints at: high-consequence decisions (medical recommendations, legal...

Design a HITL workflow for a specific use case. Given a product requirement, determine: which outputs need human review (confidence thresholds, risk categories), what the review interface should look...

"Walk me through how you'd design a human-in-the-loop system for [content generation / compliance review / customer support]." Start with risk analysis: what happens if the AI gets it wrong? Classify...