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claude-scientific-skills/scientific-skills/what-if-oracle/references/scenario-templates.md
ashrafkahoush-ux 6e29728849 feat: add cognitive science skills — consciousness-council, dhdna-profiler, what-if-oracle
Three research-backed cognitive science skills:

- consciousness-council: 12-archetype Mind Council deliberation for structured multi-perspective analysis
- dhdna-profiler: cognitive fingerprinting across 12 dimensions (DOI: 10.5281/zenodo.18736629)
- what-if-oracle: multi-branch scenario analysis with probability weighting (DOI: 10.5281/zenodo.18736841)

Each includes reference documentation. All MIT licensed.
Source: https://github.com/ashrafkahoush-ux/Claude-consciousness-skills
2026-03-02 17:16:09 +02:00

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# What-If Oracle — Scenario Templates
Reference guide for domain-specific scenario analysis configurations.
## Startup / Business Decision
**Variables to test:**
- Market entry timing
- Pricing strategy
- Partnership terms
- Hiring decisions
- Funding rounds
**Branch emphasis:** Likely Case + Contrarian + Second Order
**Key tension:** Speed vs. thoroughness — startups can't afford to analyze forever
**Template prompt:**
> "What if we [specific action] in [timeframe]? Our current state: [revenue, team size, runway]. Key constraint: [the limiting factor]."
## Technology Architecture
**Variables to test:**
- Tech stack choice
- Build vs. buy
- Scaling approach
- Security model
- Migration path
**Branch emphasis:** Worst Case + Wild Card + Second Order
**Key tension:** Engineering elegance vs. shipping speed
**Template prompt:**
> "What if we choose [technology/approach] for [system]? Current architecture: [brief description]. Team capability: [relevant skills]. Timeline: [deadline]."
## Investment / Financial
**Variables to test:**
- Market conditions
- Valuation scenarios
- Exit timing
- Capital allocation
- Revenue model changes
**Branch emphasis:** All 6 branches — money decisions deserve full analysis
**Key tension:** Risk tolerance vs. opportunity cost
**Template prompt:**
> "What if [market condition / financial event] happens? Our exposure: [amount/percentage]. Current position: [financial state]. Time horizon: [investment period]."
## Career / Personal
**Variables to test:**
- Job change
- Skill development path
- Relocation
- Relationship decisions
- Health changes
**Branch emphasis:** Likely Case + Best Case + Contrarian
**Key tension:** Security vs. growth — comfort zone vs. expansion
**Template prompt:**
> "What if I [personal decision]? My current situation: [brief]. What I value most: [1-3 values]. What I'm afraid of: [honest answer]."
## Geopolitical / Macro
**Variables to test:**
- Policy changes
- Regulatory shifts
- Market disruptions
- Technology breakthroughs
- Social movements
**Branch emphasis:** Wild Card + Second Order + Contrarian
**Key tension:** Local impact vs. systemic effects
**Template prompt:**
> "What if [geopolitical event] happens? My exposure: [how it affects me/my organization]. Time horizon: [relevant period]."
## Crisis Response
**Variables to test:**
- Severity escalation
- Communication strategy
- Resource allocation
- Recovery timeline
- Reputation impact
**Branch emphasis:** Worst Case (detailed) + Likely Case + Second Order
**Key tension:** Immediate triage vs. root cause resolution
**Template prompt:**
> "We're facing [crisis/incident]. Current impact: [what's broken]. Stakeholders affected: [who]. Resources available: [what we can deploy]. What if [specific escalation scenario]?"
## The Recursive Template
For complex, multi-layered analysis:
```
ROUND 1: "What if X?"
→ Identify the most likely branch (α)
ROUND 2: "Given α is happening, what if Y?"
→ Identify the most likely sub-branch
ROUND 3: "Given α+Y, what if Z?"
→ Map the deepest consequences
Each round narrows the possibility space while deepening understanding.
Maximum recommended depth: 3 rounds.
```
## Probability Calibration Guide
When assigning probabilities to branches:
| Confidence Level | Probability Range | Evidence Required |
| ---------------- | ----------------- | ---------------------------------------------------------- |
| **Very High** | >80% | Strong historical precedent + current data alignment |
| **High** | 60-80% | Multiple converging signals, some historical support |
| **Medium** | 30-60% | Mixed signals, could go either way |
| **Low** | 10-30% | Plausible but requires several things to go a specific way |
| **Very Low** | <10% | Black swan territory — possible but unlikely |
**Rule:** All branch probabilities in a single analysis should sum to approximately 100%. If they don't, there's a missing branch.