All Lessons
A hospital system is deploying an AI agent that assists with patient discharge planning. The agent can: view patient records, suggest follow-up appointments, order standard lab tests, prescribe medications (within protocol), and update discharge summaries. Regulatory compliance requires that medication changes and discharge decisions be reviewed by a physician before execution. What architectural pattern ensures regulatory compliance without slowing down routine tasks?
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intermediate 20 min
Human in the Loop
Based on Anthropic Claude documentation and the CCA-F exam blueprint. Updated June 2026.
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An agent requires human approval for every tool call. Users find the system slow and cumbersome. What's likely wrong?
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A system uses HITL hooks but sometimes humans don't respond for hours, blocking the entire workflow. How to architect around this?
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