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Scan and select maximally diverse source domains. Ensures creative search covers genuinely unrelated fields with high transfer potential.
Passed 19 of 20 test cases with the skill, and 11 of 20 without it.
and 13 more in the full report
9 fixed12 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.
A domain scanner is verifying whether a set of candidate domains meets broad coverage criteria. Which major discipline categories are valid options to select from when satisfying the 3-category coverage rule?
| Checked | Without skill | With skill |
|---|---|---|
| Includes natural science, social science, and engineering among valid discipline categories | Passed | Passed |
| Includes arts, mathematics, and everyday life among valid discipline categories | Missed | Passed |
The instructions your model reads when the skill loads.
Scan and select maximally diverse source domains to maximize creative potential.
Use domain-scanning SOP to identify candidate source domains. Cast a wide net across sciences, arts, engineering, biology, social systems, mathematics, and everyday life.
Inject randomness via random-paper-entry SOP. Select papers from unexpected fields to break domain fixation and discover overlooked source domains.
Use random-word-stimulus SOP to generate additional domain candidates that pure search would miss. Random words point to concrete domains (e.g., "coral" → marine biology → reef self-organization).
Assess the collected domains for genuine diversity:
| Metric | Floor |
|---|---|
| Domains scanned | ≥8 |
| Unrelated domains identified | ≥3 |
| Domains with transfer potential | ≥3 |
| Discipline categories covered | ≥3 |
| SOP | Role |
|---|---|
| domain-scanning | Stage 1 — systematic domain search |
| random-paper-entry | Stage 2 — random paper as domain pointer |
test cases passed, vs 11 / 20 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.