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Challenge industry best practices' hidden assumptions. Deconstruct benchmarks to reveal unexamined constraints.
Passed 14 of 18 test cases with the skill, and 8 of 18 without it.
and 9 more in the full report
12 fixed5 passed either way0 still failing5 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
In the resource tracking ledger for a research strategy challenging conventional REST API design guidelines, what target is set for paper search actions?
| Checked | Without skill | With skill |
|---|---|---|
| Specifies a target of 15 paper searches. | Missed | Passed |
The instructions your model reads when the skill loads.
Challenge industry best practices' hidden assumptions.
| Resource | Target | Current | % |
|---|---|---|---|
| web-search | 25 | 0 | 0% |
| web-research | 10 | 0 | 0% |
| paper-overview | 25 | 0 | 0% |
| paper-search | 15 | 0 | 0% |
| paper-research | 5 | 0 | 0% |
Cannot exit strategy until ≥80% of each budget line is consumed OR yield targets are met with justification for remaining budget.
| Tactic | Role |
|---|---|
| assumption-enumeration | Surface assumptions hidden in benchmarks |
| SOP | Role |
|---|---|
| benchmark-challenge | Identify and negate benchmark assumptions |
| sacred-cow-identification | Find unquestioned beliefs behind best practices |
| assumption-perturbation | Test what happens when benchmark assumptions fail |
| constructive-rebellion | Build alternatives that violate benchmarks constructively |
| destruction-synthesis | Synthesize anti-benchmark outputs |
test cases passed, vs 8 / 18 without
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