Research roles and characters

Research roles and characters — real work, not an imagined feature: named inside 12 evidenced career tasks. Below are four ready AI prompts for it, one per height of help: do it, make it easier to accept, decide when you are stuck, and change the pattern for good.

12career tasks name it
4prompt heights

The four heights

The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.

Execute — do the immediate task

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I have to draft short bios for the casting director and the stunt coordinator for a bio packet due…
I have to draft short bios for the casting director and the stunt coordinator for a bio packet due Friday. Pull together one-paragraph role profiles for Actor, Agricultural Chemist, Analytical Chemist, Api Manufacturing Chemist, and Circus Performer that highlight relevant skills and three quick scene hooks showing conflict each could carry on camera. Put the bios in order of likely casting priority and mark any lines that require confirmation from HR or the department heads.

Improve — make it easier to accept

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Before I send these role briefs to the director, make them easy to scan — surface each person’s…
Before I send these role briefs to the director, make them easy to scan — surface each person’s core capability at the top, bold the skill that answers the script’s need, put the three scene hooks under a short heading called Dramatic Tension, and flag any phrasing that might misrepresent qualifications or require union clearance.

Decide — diagnose the stuck moment

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Casting said the Agricultural Chemist reads like a technical manual and the Circus Performer reads…

I just got notes from casting that the Agricultural Chemist sounds too technical and the Circus Performer sounds like a résumé.

Casting said the Agricultural Chemist reads like a technical manual and the Circus Performer reads like a CV. I have the five role drafts and need one stopgap rewrite for each to make them vivid for a lay director without losing factual accuracy. Which lines will I strip or rewrite first to regain voice, what examples should I swap in, and what should I ask casting to confirm afterward?

Become — change the pattern

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Across several projects we spend days polishing role bios that get rejected for voice or accuracy…

We keep rewriting bios at the last minute and losing director time.

Across several projects we spend days polishing role bios that get rejected for voice or accuracy at the last minute. Where am I wasting time — in over-specifying technical detail, in not aligning to the director’s emotional need, or in unclear approval chains — and what three habits will reduce those rewrites and protect our Friday delivery rhythm?

Where the evidence lives

Who was seen doing this, and what people really ask.

Software tasks in the LLOS Work Atlas come from evidence, never a feature list: careers attested to do the work, real job descriptions, and the questions people actually ask (with their view counts). Facets — feature, workflow, troubleshoot, administer, deploy, scale — are open metadata: the work decides, not a taxonomy.
Copyright © LLOS.ai · 2026 — original pedagogy, voice, and design — all rights reserved.

The rest of the map

Same library, five ways in.