Supervise, train, or mentor junior team members.

Supervise, train, or mentor junior team members. — real work, not an imagined feature: named inside 9 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.

9career 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 need the new hire, Jasmine, to stop breaking formulas when she copies rows. Before I send her a…
I need the new hire, Jasmine, to stop breaking formulas when she copies rows. Before I send her a list of changes, check the July invoices workbook for relative references that will break on copy, and convert those to absolute where needed. Make sure the totals on the Payments sheet still match the AP ledger and flag any cells now showing #REF or #VALUE. Do this by Thursday morning so I can review before our 10:00 coaching session.

Improve — make it easier to accept

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Before I sit down with Jasmine to review her work, make the workbook easy for her to learn from:…
Before I sit down with Jasmine to review her work, make the workbook easy for her to learn from: put a short checklist at the top of the Payments sheet showing which ranges must be fixed before copying, highlight cells she commonly edits, and add a one-line note explaining why to never delete the hidden validation on Column H. Also produce two example fixes I can walk through in five minutes.

Decide — diagnose the stuck moment

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I just watched Jasmine copy down a block and the monthly total dropped by $7,250. I’m the…

She pushed a whole block and the monthly total dropped

I just watched Jasmine copy down a block and the monthly total dropped by $7,250. I’m the accounting lead and she’s defensive; I can’t tell if she misunderstood anchoring or if the template itself was wrong. What is the most likely cause, and what exact three-step fix should I run now so I can show her the repair and prevent it recurring?

Become — change the pattern

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Across three hires in the last year we keep losing time repairing broken formulas after they…

Repeated breaks when juniors copy rows

Across three hires in the last year we keep losing time repairing broken formulas after they duplicate rows. Each fix costs an hour and erodes trust with operations. What single habit should I change in our onboarding and one concrete audit step to stop this recurring mistake, so new hires arrive able to copy without breaking the ledger?

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.