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Get Started Free →Structured questioning SOP to identify practical constraints that shape the research spec. Used during spec generation.
.claude/skills/yogsoth-ai-constraint-elicitation/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -55% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -53% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -59% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 0% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -56% | 0% |
Ask the user 2-3 questions about practical constraints.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→pass | 9,623 | 2,574 | -73% | 1 | 1 | 0% | 1,480 | 666 | -55% | 0 | 0 | — |
case-02 | fail→pass | 9,573 | 2,692 | -72% | 1 | 1 | 0% | 1,416 | 672 | -53% | 0 | 0 | — |
case-03 | fail→pass | 11,192 | 2,616 | -77% | 1 | 1 | 0% | 1,698 | 693 | -59% | 0 | 0 | — |
case-04 | fail→pass | 5,484 | 3,058 | -44% | 1 | 1 | 0% | 766 | 766 | 0% | 0 | 0 | — |
case-05 | fail→pass | 10,009 | 2,584 | -74% | 1 | 1 | 0% | 1,523 | 676 | -56% | 0 | 0 | — |
case-06 | fail→pass | 3,702 | 2,727 | -26% | 1 | 1 | 0% | 532 | 675 | +27% | 0 | 0 | — |
case-07 | fail→fail | 4,934 | 3,295 | -33% | 1 | 1 | 0% | 656 | 769 | +17% | 0 | 0 | — |
case-08 | fail→pass | 3,708 | 2,995 | -19% | 1 | 1 | 0% | 558 | 705 | +26% | 0 | 0 | — |
case-09 | fail→fail | 12,030 | 2,294 | -81% | 1 | 1 | 0% | 1,794 | 665 | -63% | 0 | 0 | — |
case-10 | pass→pass | 13,565 | 7,627 | -44% | 1 | 1 | 0% | 2,084 | 1,488 | -29% | 0 | 0 | — |
case-11 | fail→pass | 4,413 | 2,521 | -43% | 1 | 1 | 0% | 620 | 707 | +14% | 0 | 0 | — |
case-12 | pass→pass | 7,911 | 2,976 | -62% | 1 | 1 | 0% | 1,241 | 785 | -37% | 0 | 0 | — |
case-13 | fail→pass | 12,369 | 5,192 | -58% | 1 | 1 | 0% | 2,027 | 1,108 | -45% | 0 | 0 | — |
case-14 | fail→pass | 3,692 | 2,472 | -33% | 1 | 1 | 0% | 477 | 676 | +42% | 0 | 0 | — |
case-15 | fail→pass | 6,732 | 3,185 | -53% | 1 | 1 | 0% | 999 | 765 | -23% | 0 | 0 | — |
case-16 | fail→pass | 10,315 | 3,931 | -62% | 1 | 1 | 0% | 1,463 | 919 | -37% | 0 | 0 | — |
case-17 | fail→pass | 17,888 | 10,650 | -40% | 1 | 1 | 0% | 2,709 | 1,926 | -29% | 0 | 0 | — |
case-18 | fail→pass | 15,496 | 2,874 | -81% | 1 | 1 | 0% | 2,300 | 709 | -69% | 0 | 0 | — |
case-19 | fail→fail | 11,774 | 5,537 | -53% | 1 | 1 | 0% | 1,719 | 1,198 | -30% | 0 | 0 | — |
case-20 | pass→pass | 24,817 | 11,758 | -53% | 1 | 1 | 0% | 4,109 | 2,082 | -49% | 0 | 0 | — |
case-21 | pass→fail | 11,814 | 4,857 | -59% | 1 | 1 | 0% | 1,905 | 994 | -48% | 0 | 0 | — |
case-22 | pass→fail | 16,355 | 4,595 | -72% | 1 | 1 | 0% | 2,566 | 922 | -64% | 0 | 0 | — |
case-23 | fail→fail | 16,303 | 5,217 | -68% | 1 | 1 | 0% | 2,660 | 1,100 | -59% | 0 | 0 | — |
case-24 | pass→pass | 4,244 | 3,340 | -21% | 1 | 1 | 0% | 554 | 797 | +44% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 24 cases were attempted. The headline lift of +50 percentage points is the difference between those two pass rates over the 24 comparable cases. 2 cases got worse with the skill loaded, and they are included in that figure.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.