Leitwort · canonical
Verbalized Sampling
Generate visible language samples before choosing the final formulation.
Living Word Test
Verbalized Sampling
Generate visible language samples before choosing the final formulation.
- When I see
- A writer stuck on the first sentence.
- I do
- Force three to five visibly different drafts on the page. Choose only after seeing them side by side.
- Visible evidence
- A chosen version whose differences from the rejected ones can be named.
Plain meaning
Try several phrasings before picking one.
Working meaning
Verbalized sampling is the operational form of “tail space”. Without selection, it is just noise.
Advanced meaning
AI makes verbalised sampling cheap, but humans still own the selection. The move is not generating samples; it is choosing the right one against a real case.
Danger meaning
Confused with “ask AI for ten options and pick whichever sounds good”. Selection still requires contact with the reader.
Example
Drafting an essay? Produce a thesis in three voices: analytical, narrative, polemic. Then pick the one that survives the actual reader.
Misuse
Used as an excuse for shallow choice — “the AI suggested ten, I picked one”.
Related moves
ai as comparison surfacewrite to recover your own