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
- Research synthesis: prompts an AI assistant to summarize peer-reviewed literature on operant conditioning techniques relevant to a specific species, then evaluates the findings against hands-on training experience before adopting any method.
- 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.
- 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.
Session plan
- 10 minWhat the tool is doing hereWhere this shows up: farms and forests or natural areas, working with supervisors, crew members, landowners or customers. Conditions to expect: safety-aware, outdoor, physically demanding. Entry roles this maps to: Agricultural Equipment Operators, Agricultural Inspectors, Animal Breeders.
- reviews AI-summarized end-of-field yield or application reports, flags data outliers that do not match direct field observation, and adjusts equipment settings for the next pass accordingly.
- 15 minA good pass and a bad passDemonstrate yield-monitor data validation as a agricultural equipment operator 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, Data base user interface and query 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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