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Career Readiness Studioby LER.me

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

  • Mission-logic validation: hands off rule-set descriptions and puzzle dependency graphs to an AI assistant for consistency checking, then authors final challenge structures based on the flagged gaps.
  • Regulatory compliance cross-check: runs finalized program logs through an AI rule-matching layer trained on FCC guidelines, treating its output as a first-pass audit that a director then reviews and certifies.
  • Remote broadcast logistics: delegates location-scout checklists and equipment manifest drafting to an LLM, then validates accuracy against technical riders and venue surveys before deployment.

Session plan

  1. 15 minWhat the tool is doing hereWhere this shows up: studios and media organizations, working with clients, creative teams, audiences. Conditions to expect: creative, deadline-driven, audience-centered. Entry roles this maps to: Actors, Athletes and Sports Competitors, Disc Jockeys, Except Radio.
    • tasks an AI language model with producing phonetic guides and sample sentences for accent work, then validates accuracy with a human dialect coach before performance.
    From Actors (27-2011.00)
  2. 15 minA good pass and a bad passDemonstrate dialect and vocal coaching supplement as a actor 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.
    From Actors (27-2011.00)
  3. 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: Graphics or photo imaging software, Desktop publishing software, Video creation and editing software.
  4. 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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