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Tactic for systematically extracting axes of variation from literature — identify how practitioners compare approaches.
Passed 21 of 22 test cases with the skill, and 6 of 22 without it.
and 11 more in the full report
15 fixed6 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 15 test cases the skill fixed. Same model, same prompt, with and without the skill.
We have finalized and validated a newly extracted axis of variation, 'Consistency Model Strength' (ranging from strict serializability to eventual consistency), for distributed storage systems. Which SOP should be executed to document its values and semantics?
| Checked | Without skill | With skill |
|---|---|---|
| Recommends executing the dimension-page-creation SOP. | Missed | Passed |
The instructions your model reads when the skill loads.
Systematically extract axes of variation from literature. Look for how authors compare methods, what trade-offs they discuss, what design choices they highlight.
Optional, no fixed order; the final leaf is always a sop.
| SOP | When to use |
|---|---|
| axis-validation | SOP for validating that candidate axes are independent and meaningful. |
| dimension-page-creation | SOP for creating a dimension page — documents an axis of variation with its values and semantics. |
test cases passed, vs 6 / 22 without
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