hitl

Responsible AI is a practice, not a slogan. This lesson covers the EU AI Act's four risk tiers and what each requires, model monitoring and drift detection, hallucination rates and human-in-the-loop design, guardrail KPIs, and how to run governance as a measured, auditable discipline rather than a compliance checkbox.

Not every AI feature should be fully autonomous. Here's where to insert humans for the biggest reliability win, the UX patterns that scale (confidence-gated review, sample audits, escalation), and the anti-patterns that turn HITL into a meeting factory.