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/assumption-criticality

Measure how much conclusions change when each assumption is negated.

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de-anthropocentric-research-engine
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$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill assumption-criticality --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/assumption-criticality

Context preview

The summary Claude sees to decide when to auto-load this skill.

Measure how much conclusions change when each assumption is negated.

SKILL.md

assumption-criticality.SKILL.md
name: assumption-criticality
description: Measure how much conclusions change when each assumption is negated.
  Ranks assumptions by their impact on the final result.
dependencies:
  tactics:
  - deep-insight-assumption-perturbation
  sops:
  - conclusion-sensitivity-measurement
  - deep-insight-assumption-extraction
  - negation-definition
  - re-derivation

Assumption Criticality

Rank assumptions by their impact on conclusions.

Budget

| Base SOP | Target | ±10% Range | |----------|--------|------------| | web-search | 30 | 27–33 | | web-research | 10 | 9–11 | | paper-overview | 30 | 27–33 | | paper-search | 20 | 18–22 | | paper-research | 10 | 9–11 |

State Ledger

<HARD-GATE>
| SOP | Done | Target | % |
|-----|------|--------|---|
| web-search | ? | 30 | ? |
| web-research | ? | 10 | ? |
| paper-overview | ? | 30 | ? |
| paper-search | ? | 20 | ? |
| paper-research | ? | 10 | ? |
Budget Gate: OPEN/CLOSED (>=80% required to exit)
</HARD-GATE>

Available Tactics

  • assumption-perturbation

Available SOPs

**Import:** web-search, web-research, paper-overview, paper-search, paper-research **Subagent:** assumption-extraction, negation-definition, re-derivation, conclusion-sensitivity-measurement

Execution Guidance

Extract assumptions, define negation for each, re-derive conclusions under negated assumption, measure how much the conclusion changes. Rank by conclusion sensitivity.

<!-- BEGIN available-tables (generated) -->

Available Tactics

Optional, no fixed order; the final leaf is always a sop.

| Tactic | When to use | | --- | --- | | deep-insight-assumption-perturbation | One-at-a-time assumption perturbation — extract assumptions, define negations, re-derive conclusions under each negation, measure sensitivity. Identifies which assumptions are load-bearing. |

Available SOPs

Optional, no fixed order; the final leaf is always a sop.

| SOP | When to use | | --- | --- | | conclusion-sensitivity-measurement | Quantify how much conclusions change across all assumption negations and produce a sensitivity ranking. | | deep-insight-assumption-extraction | Systematically extract all assumptions (stated, implicit, boundary, mathematical, practical) from a method or model. | | negation-definition | Define strongest plausible alternatives (negations) for each assumption to enable perturbation analysis. | | re-derivation | Re-derive conclusions under a negated assumption, tracking where the derivation diverges from the original. |

<!-- END available-tables (generated) -->

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The complete research orchestration system for AI-native science. What It Does Design Philosophy Architecture (v3.2.2) Quick Start Configuration Roadmap License DARE is not a tool that helps you do research. It is the researcher.

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