what-if-oracle

Map speculative questions into structured multi-branch scenarios with weighted probabilities.

22|4|Updated May 25, 2026
One-click install
npx skills add https://github.com/crazymsn/academic-skills --skill what-if-oracle-crazymsn
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: what-if-oracle
Source: https://github.com/crazymsn/academic-skills/tree/main/academic-skills/what-if-oracle
Command: npx skills add https://github.com/crazymsn/academic-skills --skill what-if-oracle-crazymsn

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Maps uncertainty around speculative questions into a structured multi-branch scenario space.

Core Features & Use Cases

  • Phase 1 — Frame the Question: sharpen questions into variables, magnitude, timeframe, and context.
  • Phase 2 — Map the Possibility Space: generate 4-6 branches (Ω, α, Δ, Ψ, Φ, ∞) with definitions and purposes.
  • Phase 3 — Analyze Each Branch: provide narrative, assumptions, triggers, consequences, and response.
  • Phase 4 — Synthesis: provide probability distribution, robust actions, hedge actions, triggers, and the 1% insight.
  • Golden Ratio Weighting: weight primary vs alternative futures using 61.8% vs 38.2%.
  • Modes: Quick Oracle, Deep Oracle, Scenario Chain, Reverse Oracle, Competitive Oracle.
  • What This Is Not: not predictions; not guarantees; not a substitute for action.

Quick Start

Provide a sharply defined What-If question and select a mode to begin the analysis.

Frequently Asked Questions about what-if-oracle

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
What is structured scenario analysis for speculative what-if questions?

Structured scenario analysis maps uncertainty surrounding speculative questions into a multi-branch scenario space. It frames variables, analyzes 4-6 possible outcome branches, and synthesizes weighted probabilities to reveal potential future scenarios.

How do I conduct risk assessment and decision support using branching outcomes?

Risk assessment using branching outcomes involves mapping a possibility space into 4-6 distinct branches. You analyze narrative, assumptions, triggers, and consequences for each branch, then synthesize robust and hedge actions with weighted probability distributions.

Can I use this scenario mapping tool for quick strategic planning?

Yes, scenario mapping supports strategic planning through multiple modes. Quick Oracle mode provides fast analysis, while Deep Oracle offers comprehensive phase-based evaluation, allowing you to scale your strategic planning and decision support based on specific needs.

What is the best way to frame a speculative question for scenario analysis?

The best way to frame a speculative question is to sharpen it into specific variables, magnitude, timeframe, and context. This phase-based framing ensures the scenario mapping accurately captures the uncertainty and generates relevant branching outcomes.

How does scenario analysis handle probability weighting for different futures?

Scenario analysis applies Golden Ratio Weighting to evaluate primary versus alternative futures, assigning 61.8% to primary outcomes and 38.2% to alternatives. This provides a structured probability distribution for decision making and risk management.

What are the limitations of using scenario mapping for decision support?

Scenario mapping generates structured possibilities, not predictions or guarantees. It is a decision support framework rather than a substitute for action, meaning users must treat the branching outcomes and synthesis insights as analytical inputs, not definitive forecasts.