The four heights
The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.
Execute — do the immediate task
+I have a list of metal samples with measured densities, hardness numbers and magnetic tests.…
Execute — do the immediate task
+I have a list of metal samples with measured densities, hardness numbers and magnetic tests. Prepare a clean sheet that sorts each sample by likely metal type, highlights any that contradict more than one test, and adds a confidence column I can defend in the lab report. I need it by Wednesday so I can include it in the client handoff.
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Improve — make it easier to accept
+Before I send the metal-identification table to procurement, make it quick for a non-technical…
Improve — make it easier to accept
+Before I send the metal-identification table to procurement, make it quick for a non-technical buyer to approve. Put the most likely metal name and its primary evidence on the left, expose the one test that could make a reviewer hesitate, and summarize how many samples need confirmatory testing and why.
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Decide — diagnose the stuck moment
+I ran density, hardness and a magnetism check on 28 metal fragments and two samples show density…
Decide — diagnose the stuck moment
+I ran three tests and they disagree on two samples
I ran density, hardness and a magnetism check on 28 metal fragments and two samples show density consistent with aluminum but are magnetic and have hardness like steel. Procurement expects a single metal label. Tell me the most likely diagnoses, which quick follow-up test to run in the lab this afternoon, and what to tell procurement now so I don’t lose credibility.
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Become — change the pattern
+Across dozens of batches we repeatedly spend time re-testing 6–8 ambiguous fragments that force…
Become — change the pattern
+We keep re-testing a small set of ambiguous samples
Across dozens of batches we repeatedly spend time re-testing 6–8 ambiguous fragments that force weekend lab runs. Where are we most likely wasting time in our identification workflow, what simple habit would cut re-tests by half, and how should I change the sample arrival checklist to reduce these recurring ambiguities?
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
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.