Competing Hypothesis Generation

SkillDev tools

SOP: Generate mechanistically distinct competing hypotheses for the same phenomenon

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 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

  1. Precondition check: verify completeness of the primary hypothesis and phenomenon description
  2. Alternative mechanism search: look for different causal mechanisms that can explain the same phenomenon
  3. Alternative theory application: derive predictions about the same phenomenon from different theoretical frameworks
  4. Reverse reasoning: consider explanations with the opposite causal direction
  5. Deduplication: ensure each competing hypothesis is mechanistically distinct from the primary hypothesis and from the other competing hypotheses
  6. 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