Counsel workers about job and career issues

Counsel workers about job and career issues — real work, not an imagined feature: named inside 10 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.

10career 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 tell my lab techs at the weekly meeting why two people left this quarter and justify my…
I have to tell my lab techs at the weekly meeting why two people left this quarter and justify my hiring plan to HR by Friday. Draft a one-page briefing I can print and hand out: open with the impact on current projects, list the staff changes with dates, show the proposed hires with roles and one-line reasons, and end with the immediate risks if I get no approval. Keep tone direct and able to be read aloud in two minutes.

Improve — make it easier to accept

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Before I put this in my performance file, make the career advice practical for the lab staff. Pull…
Before I put this in my performance file, make the career advice practical for the lab staff. Pull the main recommendations up front: clear next roles, one training course they can take in the next 90 days, and two realistic ways I can sponsor them. Flag any language that will sound like micromanagement to a technician.

Decide — diagnose the stuck moment

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I told HR that two lab techs resigned and I proposed two replacements; HR pushed back citing…

I just told HR two techs quit unexpectedly and they pushed back on new hires

I told HR that two lab techs resigned and I proposed two replacements; HR pushed back citing budget. I’m worried my projects will slip and my credibility with the research manager will take a hit. I cannot say I misjudged retention strategies. What’s the most likely reason HR refuses, what do I tell the research manager now to buy two weeks, and what quick evidence will persuade HR to release one headcount this quarter?

Become — change the pattern

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Across three grant cycles we reliably lose junior technicians after about a year. It drains…

We keep losing junior staff after 9–14 months

Across three grant cycles we reliably lose junior technicians after about a year. It drains training time, forces emergency hires and damages lab continuity. Where am I consistently losing credibility with hires or managers, what simple hiring or onboarding habit should I change first, and what one metric should I track monthly to show improvement?

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.