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
- Equipment start-up sequencing: uses an AI-guided checklist to verify pump, feeder, and conveyor start-up steps in the correct order, catching missed actions that monitoring alone might overlook.
- Operations monitoring support: uses an AI-assisted checklist generator to structure shift-start verification routines, ensuring all critical machine settings are confirmed before production begins.
- Quality deviation triage: submits flagged non-conformance reports to an AI diagnostic assistant to identify likely fabrication errors, then applies critical thinking to select the appropriate rework procedure.
Session plan
- 15 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, Chemical Equipment Operators and Tenders, Chemical Plant and System Operators.
- directs an AI text tool to draft end-of-shift production and downtime logs from machine data exports, then reviews and signs off on accuracy before submission.
- 15 minA good pass and a bad passDemonstrate shift-log generation 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, Word processing 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 output verification to hold up on a bad day.
Assessment (11 items)
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