Investigate sources of pollution

Investigate sources of pollution — real work, not an imagined feature: named inside 4 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.

4career 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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Finalize the pollutant source investigation spreadsheet for the creek sampling: enter lab results…
Finalize the pollutant source investigation spreadsheet for the creek sampling: enter lab results for sites C1 through C8, calculate exceedances against the regulatory thresholds, assign a likely source ranking for each site, and send the file to Priya in environmental compliance with a one-day advisory note on sites exceeding thresholds.

Improve — make it easier to accept

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Before I forward the investigation to compliance, make the findings easy to act on: put exceedance…
Before I forward the investigation to compliance, make the findings easy to act on: put exceedance counts and the top three contaminants at the top, make thresholds and units obvious next to each result, flag any inconsistent sampling dates or missing chain-of-custody entries, and call out sites where multiple contaminants indicate the same upstream source so Priya can prioritise field follow-up.

Decide — diagnose the stuck moment

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Site C5 returned high nitrate and copper simultaneously, which is unusual. I’m worried this…

One site shows spiked levels of both nitrate and copper in the latest run.

Site C5 returned high nitrate and copper simultaneously, which is unusual. I’m worried this indicates a mixed source like agricultural runoff plus illegal disposal, but I don’t know if the lab mixed samples or if the field notes missed a spill. I can’t tell whether to treat it as lab error or a real mixed-source event. What’s the most likely diagnosis and the immediate steps to confirm it before recommending a response to Priya?

Become — change the pattern

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We keep wasting days chasing lab results because field teams omit sample times, sampler initials,…

Too many follow-ups because samples lack consistent metadata from field teams.

We keep wasting days chasing lab results because field teams omit sample times, sampler initials, or site photos; over the past year that added a week to investigations. What one change to the sample intake procedure and one habit for field teams should I implement so future lab results are actionable on arrival and reduce back-and-forth with compliance?

Where the evidence lives

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

Lab Technician ChemistryPcr Molecular Lab Technicianalso: Identify the source of pollution
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.