Competing Hypothesis Generation
SkillDev toolsSOP: Generate mechanistically distinct competing hypotheses for the same phenomenon
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 Competing Hypothesis Generation skill
What this skill tells your AI
The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/competing-hypothesis-generation/SKILL.md and read by ahel’s review.
Generate genuinely distinct competing hypotheses for the same phenomenon to guard against confirmation bias and keep explanations open.
HARD-GATE
Not satisfied → stop and return error: primary hypothesis and phenomenon description required.
Pipeline
- Precondition check: verify completeness of the primary hypothesis and phenomenon description
- Alternative mechanism search: look for different causal mechanisms that can explain the same phenomenon
- Alternative theory application: derive predictions about the same phenomenon from different theoretical frameworks
- Reverse reasoning: consider explanations with the opposite causal direction
- Deduplication: ensure each competing hypothesis is mechanistically distinct from the primary hypothesis and from the other competing hypotheses
- Output competing hypothesis list
Output Format
[
{
"hypothesis_id": "CH1",
"statement": "Competing hypothesis statement",
"mechanism": "Different causal mechanism from the primary hypothesis",
"theoretical_basis": "Theory or reasoning supporting this alternative",
"key_difference": "How this differs mechanistically from the primary hypothesis",
"shared_prediction": "Prediction shared with primary hypothesis (makes discrimination hard)",
"unique_prediction": "Prediction unique to this hypothesis (enables discrimination)"
}
]
At least 2 competing hypotheses, each mechanistically distinct from the primary hypothesis.
Signals
- GitHub stars
- 469
- Forks
- 37
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
competing-hypothesis-generation- Source
- github.com/yogsoth-ai/de-anthropocentric-research-engine