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
- After-action documentation: dictates or drafts after-action reports with AI assistance, verifying factual accuracy and chain-of-command attribution before submission.
- Communication clarity review: runs orders, radio scripts, and written directives through an AI editor to ensure precision and compliance with military communication standards, while retaining full authorship of the command intent.
- Operational order structuring: directs an AI assistant to format and cross-check an operations order against doctrinal templates, while the officer authors all tactical decisions and commander's intent.
Session plan
- 15 minWhat the tool is doing hereWhere this shows up: military installations and field operations, working with commanders, unit members, technical teams. Conditions to expect: mission-driven, protocol-heavy, high-consequence. Entry roles this maps to: Court, Municipal, and License Clerks, File Clerks, Postmasters and Mail Superintendents.
- embeds AI-assisted pattern-matching tools into the document verification process for foreign identification and immigration papers, while retaining personal sign-off authority on every determination.
- 15 minA good pass and a bad passDemonstrate document authenticity workflow integration as a court, municipal, and license clerk 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, 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 output verification to hold up on a bad day.
Assessment (11 items)
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