AI at work · AI-in-the-loop studio · 65 min
Tasking a tool on real sector work
AI tools are already in use across this sector's occupations. This session is about getting a usable first pass, not a magic one.
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
- prompting-tasking×1 at Proficient
- tool-workflow-integration×0.6 at Proficient
By the end, the learner can
- Safety briefing preparation: uses an AI assistant to draft daily safety talking points from incident reports and equipment checklists, editing the output to reflect site-specific hazards before delivering the briefing to the crew.
- Operations Monitoring augmentation: interprets AI-generated trend analyses of oil and gas production data to detect slow-developing leaks or declining well output that manual spot-checks would miss, acting on findings within established safety protocols.
- Pattern layout optimization: directs an AI drafting tool to generate preliminary outlines of sectional patterns from CAD or sketch inputs, then redraws and refines by hand to meet fit and contour standards.
Session plan
- 10 minWhat the tool is doing hereWhere this shows up: manufacturing plants and production floors, working with supervisors, production coworkers, quality staff. Conditions to expect: process-driven, quality-controlled, repetitive. Entry roles this maps to: Cabinetmakers and Bench Carpenters, Continuous Mining Machine Operators, Fallers.
- directs an AI tool to draft inspection records and non-conformance notes from verbal descriptions of fit or dimension failures, then reviews and signs off each entry before shop records are filed.
- 15 minA good pass and a bad passDemonstrate quality control documentation as a cabinetmakers and bench carpenter 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: Spreadsheet software, Office suite software, Electronic mail software.
- 15 minWhat stayed humanClose the loop: what changed between the first attempt and the last, and what would have to be true for prompting & tasking to hold up on a bad day.
Assessment (15 items)
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