The moments that lead here
If one of these is your afternoon, you are in the right place.
I’m preparing to run natural‑language models but want clean source text first.
1 ready prompt
Written for the moment this actually comes up.
Decide — diagnose the stuck moment
+I plan to run topic models on several years of open‑ended responses, but past OCR runs created…
Decide — diagnose the stuck moment
+I plan to run topic models on several years of open‑ended responses, but past OCR runs created noise that biased results. Advise whether I should invest time in handwriting verification or rely on the model’s tolerance for errors, specify a sampling check and correction threshold that justifies full OCR cleaning, and say what level of residual error I must accept.
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Who does this, and with what
The same task is different work inside a different job.
Political ScientistAdobe Acrobat
Next to this one
Other analyse work people do in Adobe Acrobat.
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.