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.