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
- Water chemistry deviation response: queries an AI assistant for corrective-treatment options when boiler water test results fall outside specification, evaluates recommendations against plant-specific operating instructions, and executes the approved adjustment.
- Customer order interpretation: applies active listening on the floor and uses an AI reference tool to translate non-standard customer cut requests into precise preparation instructions, bridging customer intent and butchery technique.
- Assembly sequence planning: prompts an AI assistant to generate an ordered build sequence for multi-component cabinet or fixture assemblies, then adjusts the sequence against physical constraints and available tooling.
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: Adhesive Bonding Machine Operators and Tenders, Aircraft Structure, Surfaces, Rigging, and Systems Assemblers, Automotive Body and Related Repairers.
- interprets AI-generated diagnostic summaries linking adhesive application faults to upstream causes such as viscosity drift or nozzle wear, then applies the correct mechanical remedy without waiting for supervisor input.
- 15 minA good pass and a bad passDemonstrate root-cause triage as a adhesive bonding machine operators and tender 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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