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Strategy: What-If Analysis, Alternative Futures, and Four Ways of Seeing — generate competing explanations and scenarios to challenge the dominant narrative.
Passed 19 of 22 test cases with the skill, and 13 of 22 without it.
and 5 more in the full report
7 fixed12 passed either way2 still failing1 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.
When beginning a structured alternative analysis of our GraphQL API schema design, what task must immediately follow threat surface identification before generating scenarios?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies variable dimensions across the system immediately after mapping the threat surface. | Missed | Passed |
The instructions your model reads when the skill loads.
CIA SAT alternative analysis: generate multiple competing interpretations to prevent anchoring on a single explanation.
| Parameter | S | M | L |
|---|---|---|---|
| Attack vectors | 5 | 12 | 20 |
| Probing rounds | 3 | 6 | 10 |
| Personas | 2 | 4 | 6 |
| Assumption checks | 5 | 10 | 20 |
threat-surface-mapping → [identify variable dimensions]
→ alternative-futures (generate 2-4 scenarios)
→ [for each alternative]:
attack-vector-generation (find discriminating tests)
→ probe-execution (test alternative)
→ finding-aggregation → attack-resilience-scoring
test cases passed, vs 13 / 22 without
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