Assumption Criticality

SkillDev tools

Measure how much conclusions change when each assumption is negated.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Assumption Criticality skill

What this skill tells your AI

The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/assumption-criticality/SKILL.md and read by ahel’s review.

Rank assumptions by their impact on conclusions.

Budget

Base SOPTarget±10% Range
web-search3027–33
web-research109–11
paper-overview3027–33
paper-search2018–22
paper-research109–11

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.

Available Tactics

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

TacticWhen to use
deep-insight-assumption-perturbationOne-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.

SOPWhen to use
conclusion-sensitivity-measurementQuantify how much conclusions change across all assumption negations and produce a sensitivity ranking.
deep-insight-assumption-extractionSystematically extract all assumptions (stated, implicit, boundary, mathematical, practical) from a method or model.
negation-definitionDefine strongest plausible alternatives (negations) for each assumption to enable perturbation analysis.
re-derivationRe-derive conclusions under a negated assumption, tracking where the derivation diverges from the original.

Signals

GitHub stars
469
Forks
37
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
assumption-criticality
Source
github.com/yogsoth-ai/de-anthropocentric-research-engine