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
- Cross-functional specification review: uses AI to cross-reference multiple engineering drawings and work specifications simultaneously, identifying conflicts or gaps before physical test setup begins.
- Procedure translation: uses an AI assistant to convert dense engineering instructions into step-by-step repair checklists, then reviews every step for technical accuracy before distributing to junior technicians.
- Microprocessor programming support: uses an AI coding assistant to generate or review configuration scripts for embedded instrumentation software, then validates correct execution on the physical hardware before sign-off.
Session plan
- 15 minWhat the tool is doing hereWhere this shows up: engineering offices and labs, working with managers, engineers, technicians. Conditions to expect: analytical, precision-driven, project-based. Entry roles this maps to: Engineering Technologists and Technicians, Except Drafters, All Other, Non-Destructive Testing Specialists, Aerospace Engineering and Operations Technologists and Technicians.
- processes meeting notes and client briefs through an AI assistant to produce structured functional and spatial requirement documents, then validates completeness against direct client consultation.
- 15 minA good pass and a bad passDemonstrate client requirement synthesis as a engineering technologists and technicians, except drafters, all other 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: Data base user interface and query software, Analytical or scientific software, Computer aided design CAD 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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