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 to confirm the scoring formulas used in last quarter's evaluation. Recreate the scoring…
Execute — do the immediate task
+I need to confirm the scoring formulas used in last quarter's evaluation. Recreate the scoring sheet with candidate names in column A, raw inputs in B through E, the intermediate weighted scores in F through H, and the final score formula in I. Add conditional formatting to highlight any negative or zero weights and lock the cells that contain the established weight values so reviewers can't edit them by accident.
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 HR for sign-off, make the scoring transparent and hard to misread. Put the…
Improve — make it easier to accept
+Before I send this to HR for sign-off, make the scoring transparent and hard to misread. Put the overall score and rank at the top, show the single line that created each candidate's final score, and flag any candidates whose rank would change if a weight shifted by plus or minus five percent. Add comments where I had to guess an input so the reviewer knows to verify.
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 ranked list shifted and I tracked it to a hidden cell that contained a weight. The actors are…
Decide — diagnose the stuck moment
+The final ranking changed after someone altered a hidden cell
The ranked list shifted and I tracked it to a hidden cell that contained a weight. The actors are the hiring manager who asked for a recalculation and an intern who edits spreadsheets for formatting. I'm afraid someone changed weights to favor a candidate and I don't know whether it was malicious or accidental. What is the most likely cause and what immediate evidence should I extract from the workbook to present to HR?
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 quarter we get questions about the final scores because formulas or weights have been…
Become — change the pattern
+We lose trust because weights and formulas get accidentally changed
Every quarter we get questions about the final scores because formulas or weights have been altered. Recommend a habit that preserves integrity: the one spreadsheet protection or version control step to adopt, where to record approvals, and one daily check the team should do so we stop rework and credibility hits.
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.