The four heights
The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.
Execute — do the immediate task
+The student organization asked for an adviser note approving their funding request for a speaker on…
Execute — do the immediate task
+The student organization asked for an adviser note approving their funding request for a speaker on Friday. Write a concise adviser endorsement addressed to the Student Activities office, state I reviewed their event plan and risk assessment, confirm the budget line items I approve, and ask procurement to expedite catering approval. Use my name Dr. Priya Nair and the club president Aisha Khan. Send it to StudentActivities@university.edu and cc Aisha.
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 sign off on advising a student club's annual budget, make the approval easy for the…
Improve — make it easier to accept
+Before I sign off on advising a student club's annual budget, make the approval easy for the Student Activities reviewer: put the approved dollar amounts in a single table at the top, flag any items that need departmental approval, call out one compliance risk that would make me withdraw support, and suggest a short paragraph the student leader can paste into their event publicity.
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
+The Outdoor Society wants my adviser signature for a weekend trip; their supervision plan names two…
Decide — diagnose the stuck moment
+Club requests advisor approval for off-campus trip with unclear supervision
The Outdoor Society wants my adviser signature for a weekend trip; their supervision plan names two senior students but no faculty, and emergency contact info is incomplete. I fear liability if something goes wrong but I also don't want to kill the trip. What is the most defensible condition I should require before signing, and how do I phrase it so Aisha accepts it?
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Become — change the pattern
+Every semester I spend days writing bespoke approvals and chasing paperwork for student groups;…
Become — change the pattern
+advising emails pile up and approvals stall
Every semester I spend days writing bespoke approvals and chasing paperwork for student groups; that backlog damages my availability and the clubs' planning. Which single template and two workflow rules would cut my advising time in half while keeping sponsorship clear?
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.