AI at work · AI-in-the-loop studio · 70 min
Checking it before anyone relies on it
Fluent output is the failure mode. Whatever time a tool saves evaporates the first time an unchecked output reaches a customer or a record.
Target level: Proficient — Has functional knowledge of the skill and can apply it properly in specific on-the-job settings.
Why this design
Do a real sector task with an AI tool: task it, check it, decide what a person still owns. The AI work already happening in this sector's occupations.
What this evidences
- output-verification×1 at Proficient
- escalation-oversight×0.6 at Proficient
By the end, the learner can
- Incident report drafting: generates a structured first draft of equipment-malfunction or adverse-event reports with AI support, editing for clinical accuracy and facility compliance before submission.
- Condition-change flagging: cross-references AI-generated alerts from a remote monitoring app against personal observations of the patient, deciding independently whether to escalate to the case manager.
- Tray assembly quality check: applies AI-assisted checklist tools to verify completeness of routine and specialty surgical instrument trays against procedure-specific requirements, maintaining final accountability for accuracy.
Session plan
- 15 minWhat the tool is doing hereWhere this shows up: hospitals and clinics, working with families, patients, physicians. Conditions to expect: patient-facing, emotionally demanding, safety-sensitive. Entry roles this maps to: Endoscopy Technicians, Home Health Aides, Medical Equipment Preparers.
- directs an AI assistant to parse error codes and symptom patterns from endoscopic equipment logs, then applies the suggested diagnostic steps under hands-on verification.
- 15 minA good pass and a bad passDemonstrate maintenance troubleshooting support as a endoscopy technician would do it. The technique is yours to teach — this plan covers the judgment around it, so narrate the decision points out loud and name which parts were judgment and which were procedure.
- Do it once at working pace so the shape is visible.
- Do it again, stopping at each point where a different call was possible.
- Name the one mistake that costs the most here, and why it's tempting.
- 25 minYour turn, with the checksDo the task with the tool in front of you, on the sector's own material. Every output gets checked against something outside the tool before it moves.
- Tools in play: Medical software, Spreadsheet software, Office suite software.
- 15 minWhat stayed humanClose the loop: what changed between the first attempt and the last, and what would have to be true for output verification to hold up on a bad day.
Assessment (11 items)
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