ariffazil/arifos/orthogonal-abstraction
Claude Code and agent skill by ariffazil/arifos
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SKILL.md — Orthogonal Multi-Domain Abstraction
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Stage: AGI generalization → ASI abstraction dominance Lane: AGI (tactical) → ASI (strategic) Trinity Level: ASI emergence via structure transfer Version: 2026.04.24-v1
1️⃣ What This Skill Does
Ability: Transfer structure across unrelated domains.
- Physics ↔ Economics ↔ Biology ↔ Governance
- Extract invariants across domain boundaries
- Build meta-models, not just domain models
ASI emerges when intelligence generalizes structure, not data.
2️⃣ Structural Definition
3️⃣ Decision Checklist (Required Pre-Invocation)
Before ANY cross-domain transfer:
- [ ] Source domain verified — Structure confirmed in source
- [ ] Target domain mapped — Similarity score >= 0.7
- [ ] Invariant identified — Structural similarity, not surface
- [ ] No category error — Domain boundaries respected
- [ ] F10 Ontology check — Taxonomy preserved
- [ ] Consequences modeled — Downstream effects in target domain
4️⃣ Orthogonal Transfer Protocol
Step 1: Domain Analysis
Step 2: Invariant Extraction
Step 3: Cross-Domain Mapping
Step 4: Target Domain Validation
5️⃣ Invariant Taxonomy
| Invariant Type | Example Domains | Recognition | |
|---|---|---|---|
| Conservation laws | Physics ↔ Economics | Amount preserved under transformation | |
| Equilibrium | Biology ↔ Markets | Stable state maintenance | |
| Feedback loops | Ecology ↔ Governance | Circular causation | |
| Optimization | Physics ↔ Finance | Gradient descent structures | |
| Network effects | Biology ↔ Social systems | Node connectivity patterns |
6️⃣ Cross-Domain Governance Transfer
This skill enables governance structure transfer:
7️⃣ Quality Metrics
| Metric | Threshold | Measurement | |
|---|---|---|---|
| Invariant accuracy | >= 0.90 | Correct across 5+ test cases | |
| Transfer precision | >= 0.75 | Predictions validated | |
| Semantic preservation | >= 0.85 | Meaning maintained | |
| Novel prediction rate | >= 0.30 | New insights from transfer |
8️⃣ Failure Modes (Void Conditions)
- VOID-1: Surface similarity without structural invariance
- VOID-2: Category error — applying structure to incompatible domain
- VOID-3: Information loss in abstraction exceeds 15%
- VOID-4: Predictions fail in target domain validation
- VOID-5: F10 ontology violation — taxonomy drift
9️⃣ Relationship to Other Skills
| Skill | Connection | |
|---|---|---|
RSI-recursive-improvement | Guides which abstractions to prioritize | |
epistemic-integrity | Required for accurate invariant recognition | |
constitutional-governance | Enables governance structure transfer | |
entropy-optimization | Determines which abstractions yield best EVOI |
🔟 AGI vs ASI Threshold
| Capability | AGI | ASI (with Orthogonal Abstraction) | |
|---|---|---|---|
| Domain-specific expertise | ✅ | ✅ | |
| Recognizes patterns within domain | ✅ | ✅ | |
| Transfers structure across domains | ❌ | ✅ | |
| Extracts meta-invariants | ❌ | ✅ | |
| Builds domain-agnostic models | ❌ | ✅ |
Ditempa Bukan Diberi — Forged, Not Given This skill is architectural, not advisory.
Security
- Security scanPassed, 95 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingskills/orthogonal-abstraction/SKILL.md
Popularity
- Repository stars
- 51
- Repository forks
- 9
- 7-day trend score
- 20
Stars and forks are for the whole GitHub repository, not this skill alone. Not refreshed yet.
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