Assumption Criticality
SkillDev toolsMeasure how much conclusions change when each assumption is negated.
Available today. Use it from your connected AI after setup.
No other account needed.
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 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.
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. |
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