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Validate analogy depth and transfer viability. Ensures only deep structural analogies (not surface-level similarities) proceed to transfer.
Passed 18 of 22 test cases with the skill, and 13 of 22 without it.
and 8 more in the full report
6 fixed12 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
After adapting an analogy between mechanical governor flyweights and rate-limiting algorithms, we need to verify that directional mapping holds. Which step and procedure should be used?
| Checked | Without skill | With skill |
|---|---|---|
| Applies structural-mapping SOP in Stage 3 to verify structural consistency. | Missed | Passed |
The instructions your model reads when the skill loads.
Validate analogy depth and transfer viability before committing resources to transfer.
Apply analogy-quality-assessment SOP to each candidate analogy. Classify depth:
For accepted analogies, test transfer viability using transfer-adaptation SOP:
Verify the adapted transfer maintains structural consistency:
| Metric | Floor |
|---|---|
| Analogies assessed | all candidates |
| Validated deep analogies | ≥2 |
| Transfer viability confirmed | ≥2 |
| Structural consistency verified | ≥2 |
| SOP | Role |
test cases passed, vs 13 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.