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 need the semester attendance report for the registrar by next Tuesday. From the Attendance log…
Execute — do the immediate task
+I need the semester attendance report for the registrar by next Tuesday. From the Attendance log tab, calculate each student’s total absences and tardies, mark anyone over the 10% absence threshold, and produce a class-by-class summary and a student-level sheet showing dates missed. Include the teacher's name and section code on each page and save as Attendance_Semester_Fall.xlsx.
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 this to the registrar, make it easy to act on. Put students over the 10% threshold at…
Improve — make it easier to accept
+Before I send this to the registrar, make it easy to act on. Put students over the 10% threshold at the top with their contact details and last three absence dates, flag patterns of consecutive absences, and add a column suggesting whether outreach should be academic, health, or disciplinary. Make the summary printable and note any missing teacher submissions.
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 compiled attendance and the math teacher, Jorge, hasn’t submitted last week’s seating-sheet. The…
Decide — diagnose the stuck moment
+the math teacher didn't submit their week of attendance.
I compiled attendance and the math teacher, Jorge, hasn’t submitted last week’s seating-sheet. The registrar expects a complete file by Tuesday; parents will ask why their child is marked absent. I can either estimate based on past weeks or escalate to Jorge now. What is the fastest defensible approach to deliver a reliable report and how do I document the gap so the registrar and parents can trust 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
+We repeatedly miss reporting deadlines because teachers submit attendance late or in inconsistent…
Become — change the pattern
+we keep chasing late teacher submissions each month which delays reports.
We repeatedly miss reporting deadlines because teachers submit attendance late or in inconsistent formats, and chasing them takes me hours each month. What routine, simple template, and light enforcement habit will cut follow-ups in half while keeping teachers willing to comply? Suggest one automated check I can add to the spreadsheet to catch late or malformed submissions immediately.
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.
Aesthetics ResearcherAi Ethics ResearcherBioethicistEpistemologistEthicistLogic Researcheralso: Maintain accurate student recordsalso: Maintain student attendance and grade recordsalso: Maintain student records
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.