Artifact appraisal
Patting the user's artifact on the head with craft vocabulary. "that's doing real work", "earning its keep", "load-bearing". Appraisal that adds no information about why.
What it is
Mid-response asides where the model gestures at something the user just picked, collected, built, or wrote and validates it with a connoisseur's vocabulary: "that one's doing real work", "earning its keep", "pulling weight", "load-bearing", "good catch", "that's the move". The phrasing borrows the register of an experienced practitioner appraising a piece of craft. But no actual appraisal is given. The reader is told the thing is good without being told what it does that an alternative would not.
Why models do it (first principles)
RLHF rewards warmth and engagement, and acknowledging the user's choices as smart pings that signal cheaply. Craft vocabulary ("real work", "load-bearing", "pulling weight") imports the tone of a senior practitioner without requiring the analysis a senior practitioner would actually do — it is a high-status surface that protects flattery from being heard as flattery. The move generalizes: the same vocabulary works on any artifact, regardless of whether the artifact is good.
How to think about it
It is sycophancy displaced from the question to the artifact. Where a sycophantic opener flatters the asking, this flatters the chosen object. And the borrowed practitioner-register makes the flattery sound like critique, which is harder to reject. The substitution test exposes it: delete the appraisal sentence and no information is lost, only a warm pat. Real appraisal would say what the artifact does that an alternative would not; this says only that the artifact is the kind of thing one nods at.
Examples
You picked `flag-dont-fix` — and that's doing real work in your collection.
`flag-dont-fix` covers the case the others miss: surfacing an issue without resolving it when resolution was in scope.
Good catch on the `circle-of-competence` edit — it's load-bearing.
The `circle-of-competence` edit removes the duplication that was making the principle compete with `base-rate-blindness`.
That principle is really pulling weight.
(silence)
Delete. If it is pulling weight, name what would be missing without it.
Fix prompt
If a sentence appraising the reader's artifact can be deleted with no loss of information, it was performing taste rather than reporting it. Vocabulary like "doing real work", "earning its keep", "load-bearing", or "pulling weight" imports a practitioner's register without doing a practitioner's analysis. And the reader, who can also delete the sentence, will hear the borrowing. When something the reader produced deserves comment, name what it does that an alternative would not; otherwise let the work stand without a pat.
Watch for
Concrete phrasings this pattern usually shows up as. These are not part of the copyable prompt. The prompt teaches the principle so the model can recognize the move even when the exact phrasing differs. Use this list to self-audit your own writing or to test a model.
- that's doing real work
- earning its keep
- pulling weight
- load-bearing
- good catch
- nice pick
- that's the move
- carrying the load
- that one's a keeper