Automation Level

Automation Level

Evolution of Automation

Level 0 (POC) - Current

Philosophy: Demonstrate AI-generated publication with quality oversight

Key Feature: POC explicitly publishes AI-generated content (Mode 2), demonstrating scalable publication model with quality gates.

Automation:

• Risk tier classification
• Quality gates enforcement
• Contradiction search
• AI-draft publication (Tier C, some Tier B)

Human Role:

• Tier A review
• Audit sampling (recommendations: 30-50% A, 10-20% B, 5-10% C)
• Quality standard refinement

Level 1 (Beta 0)

Philosophy: Scale AI publication while maintaining quality through audits

Automation:

• Expanded AI publication (most Tier B, all Tier C)
• Mature contradiction detection
• Cross-scenario analysis

Human Role:

• Tier A oversight
• Continued audits (rates adjust as confidence increases)
• Expert domain validation

Level 2 (Release 1.0)

Philosophy: Efficient AI publication with strategic human oversight

Automation:

• Comprehensive AI generation and publication
• Federated knowledge sharing
• Advanced anomaly detection

Human Role:

• Tier A final approval
• Strategic audits (high-value sampling)
• Policy and ethics decisions

Level 3 (Future)

Philosophy: Distributed intelligence with human governance

Automation:

• Cross-node contradiction detection
• Shared audit learnings
• Sophisticated bubble detection

Human Role:

• Governance
• Ethical oversight
• Tier A authority
• Conflict resolution

Important Note

All numeric values (sampling rates, percentages) are recommendations, not fixed rules. Actual rates determined by:

• Audit performance metrics
• Domain-specific requirements
• Community consensus
• Governing Team decisions

graph TD
    L0[Level 0: AI-Publication POC
    - AI-Generated Content Publication
    - Quality Gates Active
    - Contradiction Search Mandatory
    - Risk Tier Classification
    - Audit Sampling Started
    - Recommendations: 30-50% Tier A, 10-20% B, 5-10% C]
    
    L1[Level 1: Assisted Beta 0
    - AI drafts structures + publishes Tier C
    - Humans audit samples
    - Tier B mostly AI-published
    - Tier A requires human review
    - Feedback loop active
    - Sampling rates adjust based on performance]
    
    L2[Level 2: Structured Release 1.0
    - AI produces near-complete outputs
    - Most Tier B AI-published
    - Tier A human-reviewed for publication
    - Mature audit system
    - Lower sampling rates as confidence increases]
    
    L3[Level 3: Distributed Intelligence Future
    - Federated contradiction detection
    - Cross-node audit sharing
    - Advanced bubble detection
    - Tier A still human-reviewed
    - Strategic audits only]
    
    L0 --> L1
    L1 --> L2
    L2 --> L3
    
    subgraph "Constant Across All Levels"
        HumanAuth[Humans retain final authority
        Quality gates mandatory
        Tier A requires human review for Mode 3
        Audit system active
        All numbers are recommendations]
    end
    
    classDef current fill:#e3f2fd,stroke:#1976d2,stroke-width:3px
    classDef future fill:#f3e5f5,stroke:#7b1fa2,stroke-width:2px
    
    class L0 current
    class L3 future