The four heights
The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.
Execute — do the immediate task
+Add these five customers to the account’s whitelist so their charges bypass manual review: Acme…
Execute — do the immediate task
+Add these five customers to the account’s whitelist so their charges bypass manual review: Acme Wholesale (acct 001234), BrightRoad Retail (acct 001235), GreenField Labs (acct 001236), Noor Imports (acct 001237), and Pax Logistics (acct 001238). Tell me when the whitelist update has propagated and show the CSV row we added for each customer so I can confirm IDs and email addresses.
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 widen the whitelist, make it safe for finance and ops to approve. Surface how much fraud…
Improve — make it easier to accept
+Before I widen the whitelist, make it safe for finance and ops to approve. Surface how much fraud review time each of these five customers currently consumes, show their cumulative charge volume and dispute rate this quarter, and flag any customers whose chargeback or refund patterns should block whitelisting. Suggest one short condition we could attach to a whitelist entry (for example, daily charge cap or manual review on high-value transactions).
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 just added Pax Logistics to the whitelist and removed the manual review flag. The payments lead,…
Decide — diagnose the stuck moment
+I just approved a trusted customer but I'm not sure if I skipped a risk check
I just added Pax Logistics to the whitelist and removed the manual review flag. The payments lead, Maria, expects lower queue time, but I worried Pax had a pattern of micro-refunds last month that I could not fully check. I cannot see older dispute notes because they live in a separate ledger. What is the most likely risk I introduced and what immediate corrective step should I take that Maria will accept?
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Become — change the pattern
+Over the last year we repeatedly removed manual review for customers, only to reapply it when…
Become — change the pattern
+We keep re-whitelisting the same customers after charge disputes
Over the last year we repeatedly removed manual review for customers, only to reapply it when disputes spiked. It wastes ops time and frustrates sales. Where are we making the same mistake, and what single habit or approval gate should we add so whitelist changes stick and don’t cost us credibility with finance?
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Next to this one
Other payments work people do in Stripe.
Every task here came from the work, not from a feature list — which is why the prompts name what you want done and never the button that does it. The tool changes; the work does not.
Copyright © LLOS.ai · 2026 — original pedagogy, voice, and design — all rights reserved.
The rest of the map
Same library, five ways in.