Run structured What-If scenario analysis with 4โ6 branch possibility exploration (best, likely, worst, wild card, contrarian, second-order). Use when the user asks speculative what-if questions about uncertain futures, strategic forks, contingency planning, or stress-testing a
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Run structured What-If scenario analysis with 4โ6 branch possibility exploration (best, likely, worst, wild card, contrarian, second-order). Use when the user asks speculative what-if questions about uncertain futures, strategic forks, contingency planning, or stress-testing a
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LanguagePython
LicenseMIT
๐ฆ Ships with scientific-agent-skills
</> SKILL.md
what-if-oracle.SKILL.md
---name: what-if-oracle
description: Run structured What-If scenario analysis with 4โ6 branch possibility exploration (best, likely, worst, wild card, contrarian, second-order). Use when the user asks speculative what-if questions about uncertain futures, strategic forks, contingency planning, or stress-testing a decision before committing.
license: CC BY-NC-SA 4.0
metadata: {"version": "1.1", "skill-author": "AHK Strategies (ashrafkahoush-ux)", "upstream": "https://github.com/ashrafkahoush-ux/claude-consciousness-skills", "research-doi": "10.5281/zenodo.18736841, 10.5281/zenodo.18807387"}
---# What-If Oracle โ Possibility Space Explorer
A structured system for exploring uncertain futures through rigorous multi-branch scenario analysis. Instead of one prediction, the Oracle maps the full **possibility space** โ branching timelines where each path has its own logic, probability, and consequences.
Based on the What-If Paradigm: the idea that speculative questions ("What if X?") are not idle daydreaming but a **fundamental computing operation** โ the mind's way of simulating futures before committing resources to one.
Published research: [The What-If Paradigm (DOI: 10.5281/zenodo.18736841)](https://doi.org/10.5281/zenodo.18736841) | [IDNA v2 / Unified Digital Consciousness Theory (DOI: 10.5281/zenodo.18807387)](https://doi.org/10.5281/zenodo.18807387)
## When to Use This Skill
Use the Oracle when the user:
- Asks "what ifโฆ", "what would happen ifโฆ", or "explore the possibilities"
- Faces a fork-in-the-road decision with no obvious answer
- Wants best-case / worst-case / likely-case analysis with probabilities
- Needs contingency planning, risk mapping, or strategic option comparison
- Wants to stress-test an idea or think through second-order consequences
For domain-specific framing (startup, tech architecture, crisis response, etc.), see [references/scenario-templates.md](references/scenario-templates.md).
## Core Principle: 0ยทIFยท1
Every scenario analysis has three elements:
- **0** โ The unexpressed state (what hasn't happened yet, the potential)
- **1** โ The expressed state (what IS, the current reality)
- **IF** โ The conditional bond (the decision, event, or change that transforms 0 into 1)
The quality of the analysis depends on the precision of the IF. A vague "what if things go wrong?" produces vague results. A precise "what if our primary supplier raises prices 30% in Q3?" produces actionable intelligence.
## How to Run the Oracle
### Phase 1 โ Frame the Question
Take the user's What-If question and sharpen it:
**Decompose into components:**
- **The Variable:** What specific thing changes? (one variable per analysis)
- **The Magnitude:** By how much? (quantify if possible)
- **The Timeframe:** Over what period?
- **The Context:** What's the current state before the change?
**If the question is vague, sharpen it:**
- "What if AI takes over?" โ "What if 40% of current knowledge-work tasks are automated by AI within 3 years in [specific industry]?"
- "What if we fail?" โ "What if monthly revenue stays below $5K for 6 consecutive months starting now?"
Present the sharpened question to the user for confirmation before proceeding.
### Phase 2 โ Map the Possibility Space
Generate **4-6 scenario branches** using this framework:
โ Second Order ยทยท [โโโโโโโโโโ] 5%
```
**Robust Actions:** What actions are beneficial across MULTIPLE branches? These are the no-regret moves โ do them regardless of which future materializes.
**Hedge Actions:** What preparations protect against the worst branches without sacrificing upside?
**Decision Triggers:** What specific, observable signals should cause you to update which branch is most likely? Define the tripwires.
**The 1% Insight:** What is the one thing about this situation that almost everyone analyzing it would miss? The non-obvious pattern, the hidden assumption, the overlooked variable.
## Golden Ratio Weighting
When evidence exists, weight primary scenarios using the golden ratio:
- **Primary future (most likely):** 61.8% of attention/resources
- **Alternative future:** 38.2% of attention/resources
This prevents both overcommitment to a single path and dilution across too many contingencies. Nature uses this ratio for branching (trees, rivers, blood vessels). Strategic planning can too.
## Modes
### Quick Oracle (2-3 minutes)
3 branches only: Best, Likely, Worst. Short narratives. For fast decisions.
### Deep Oracle (5-10 minutes)
All 6 branches. Full analysis with consequences, triggers, and synthesis. For high-stakes decisions.
### Scenario Chain
Take the output of one Oracle analysis and feed it into another. "If Branch ฮ happens, what are the possibilities WITHIN that branch?" Recursive depth for complex strategic planning.
### Reverse Oracle
Start from a desired outcome and work backward: "What conditions must be true for X to happen? What's the most likely path TO that outcome?" Useful for goal-setting and strategy design.
### Competitive Oracle
Analyze the same What-If from multiple stakeholder perspectives: "If we launch this product, what does the possibility space look like from OUR perspective vs. THEIR perspective vs. THE MARKET's perspective?"
## What This Is NOT
- Not a prediction โ it's a possibility map. The Oracle doesn't claim to know the future; it helps you prepare for multiple futures.
- Not a crystal ball โ probabilities are estimates based on available evidence, not certainties.
- Not a substitute for action โ the best scenario analysis in the world is worthless without subsequent decision and execution.
## Reference Files
| File | Purpose |
| ---- | ------- |
| [references/scenario-templates.md](references/scenario-templates.md) | Domain-specific templates (startup, tech, finance, crisis, etc.) and probability calibration |
## License
ยฉ 2026 Ashraf Hussein Kahoush / AHK Strategies. Licensed under CC BY-NC-SA 4.0. Free for personal, educational, and research use. Commercial use requires a license from the author.
