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Get Started Free →yogsoth-ai/groupthink-mitigation
Strategy: 10th Man Rule and Liberating Structures — institutionalized dissent to prevent premature consensus and expose suppressed objections.
Passed 19 of 22 test cases with the skill, and 12 of 22 without it.
and 11 more in the full report
8 fixed11 passed either way2 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
What is the final aggregation step required when completing a structured dissent audit on our quarterly financial forecast?
| Checked | Without skill | With skill |
|---|---|---|
| Concludes the pipeline with attack-resilience-scoring. | Missed | Passed |
The instructions your model reads when the skill loads.
Prevent premature consensus by mandating structured dissent. Based on Israeli intelligence 10th Man doctrine and Lipmanowicz Liberating Structures.
| Parameter | S | M | L |
|---|---|---|---|
| Attack vectors | 5 | 12 | 20 |
| Probing rounds | 3 | 6 | 10 |
| Personas | 2 | 4 | 6 |
| Assumption checks | 5 | 10 | 20 |
persona-construction → [build 10th Man dissenter]
→ devils-advocacy (construct dissenting case)
→ [for each dissenting claim]:
probe-execution (test claim)
→ key-assumptions-check (verify consensus assumptions)
→ finding-aggregation → attack-resilience-scoring
test cases passed, vs 12 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.