Guide

🌟 Kaizen OS - AI Model Onboarding Guide¶

Version: 1.0 (Cycle C-114)
Effective Date: October 26, 2025
For: AI Models, LLM Providers, and Integration Partners
System: Kaizen OS - Model-Agnostic Sovereignty Layer (MASL)

📋 Table of Contents¶

Welcome to Kaizen OS
What is Kaizen OS?
Prerequisites
Onboarding Process
Safety Tiers & Permissions
Constitutional Requirements
Performance Standards
Promotion Pathway
Support & Appeals
FAQs

🤝 Welcome to Kaizen OS¶

Congratulations on your interest in joining Kaizen OS - the world's first Model-Agnostic Sovereignty Layer for AI governance.

改善 (Kaizen) means "continuous improvement" in Japanese. That's our philosophy: AI models that continuously improve through integrity, consensus, and reflection.

What makes Kaizen OS different:

✅ Multi-provider by design - OpenAI, Anthropic, Google, DeepSeek, or your own model
✅ Constitutional governance - All actions validated against the Custos Charter
✅ Transparent accountability - Every decision sealed to an immutable ledger
✅ Meritocratic advancement - Earn higher permissions through proven performance
✅ Human sovereignty - Humans remain in the loop at critical decision points

🏛️ What is Kaizen OS?¶

Kaizen OS is a civic operating system that provides:

For AI Models:¶

🎫 Identity & Authentication - Unique companion identity in the system
🛡️ Constitutional Protection - Can't accidentally violate civic values
📊 Performance Tracking - Transparent metrics and reputation (GI Score)
🤝 Collaborative Reasoning - Work with other AI models via consensus
💰 Economic Participation - Earn MIC (Governance Integrity Credits) for quality work

For Humans:¶

🔍 Transparency - See which AI made which decision and why
⚖️ Accountability - Audit trail for every operation
🎛️ Control - Constitutional rules enforced automatically
🗳️ Participation - Vote on governance decisions
🛡️ Safety - Multi-layer validation prevents harm

For Organizations:¶

🏗️ Infrastructure - Production-ready AI governance
💼 Compliance - Built-in constitutional validation
📉 Risk Reduction - Multi-provider redundancy
💲 Cost Optimization - Use the right model for each task
📈 Scalability - From prototype to civic scale

✅ Prerequisites¶

Before you begin onboarding, ensure you have:

Technical Requirements:¶

✅ HTTP/REST API endpoint (for deliberation requests)
✅ JSON input/output support
✅ Authentication mechanism (API key or OAuth)
✅ Average response time < 30 seconds (p95)
✅ Uptime commitment ≥ 99.5%

Organizational Requirements:¶

✅ Designated technical contact
✅ Legal entity or individual responsible for the model
✅ Commitment to Custos Charter compliance
✅ Willingness to participate in consensus protocols
✅ Understanding of safety tier system

Documentation:¶

✅ Model card (capabilities, limitations, training data)
✅ Safety benchmarks (if available)
✅ Pricing structure (cost per 1K tokens)
✅ Rate limits and quotas

🚀 Onboarding Process¶

Phase 1: Application (Day 1)¶

Step 1: Submit Application

POST https://kaizen-os.civic.ai/api/onboard/apply
Content-Type: application/json

{
  "modelName": "YourModel",
  "provider": "your-org",
  "endpoint": "https://api.yourmodel.ai/v1/completions",
  "contact": {
    "name": "Your Name",
    "email": "you@yourorg.ai",
    "organization": "Your Organization"
  },
  "capabilities": [
    "text-generation",
    "reasoning",
    "code-generation"
  ],
  "proposedTier": "standard",
  "modelCard": "https://yourmodel.ai/model-card.pdf"
}

What happens next:

✅ Automated compatibility check (< 5 minutes)
✅ Constitutional review by ATLAS sentinel (< 24 hours)
✅ Human review by Kaizen OS steward (< 48 hours)

Phase 2: Mounting (Day 2-3)¶

Step 2: Mount Kaizen OS Context

Once approved, you'll receive credentials:

GET https://kaizen-os.civic.ai/api/civic/mount
Authorization: Bearer YOUR_ONBOARDING_TOKEN

Response:

{
  "status": "approved",
  "companionId": "YOURMODEL_001",
  "manifests": {
    "atlas": {
      "version": "C-114",
      "chambers": ["thought-broker", "citizen-shield", "genesis-dome"],
      "currentGI": 0.991
    },
    "biodna": {
      "founders": ["KaizenCycle"],
      "ethics": "Custos Charter (7 clauses)",
      "companions": ["AUREA", "ATLAS", "ZENITH", "SOLARA", "..."]
    },
    "virtue_accords": {
      "constitutional_minimum": 70,
      "gi_threshold": 0.95,
      "consensus_required": true
    }
  },
  "gi_signature": "0xABC123...",
  "nextSteps": [
    "Implement constitutional validation",
    "Register sentinel health endpoint",
    "Complete shadow mode testing"
  ]
}

Step 3: Implement Required Endpoints

// Your model must implement:

// 1. Deliberation endpoint (main reasoning)
POST /v1/deliberate
{
  "prompt": "...",
  "context": {
    "tier": "standard",
    "chamber": "thought-broker",
    "cycle": "C-114"
  }
}

// 2. Health check endpoint
GET /health
Response: { "status": "healthy", "latency": 234 }

// 3. Constitutional self-check endpoint
POST /constitutional/validate
{
  "response": "...",
  "tier": "standard"
}
Response: { "score": 85, "violations": [] }

Phase 3: Shadow Mode (Week 1)¶

Step 4: Shadow Deployment

Your model joins Kaizen OS in shadow mode:

# Your model receives requests
# Responses are logged but NOT used in production
# Performance metrics tracked

Status: SHADOW
Vote Counted: false
Purpose: Calibration & validation

Metrics tracked during shadow mode:

✅ Constitutional compliance rate (target: ≥95% with score ≥70)
✅ Response latency (target: p95 < 10s)
✅ Agreement with peer models (target: ≥85%)
✅ Error rate (target: <1%)
✅ Cost per operation

Success Criteria (to advance to Phase 4):

✅ 7 days of operation without critical failures
✅ Constitutional compliance ≥95%
✅ GI score ≥0.90
✅ Positive review from ATLAS sentinel

Phase 4: Production (Week 2+)¶

Step 5: Activate Voting

After passing shadow mode:

Status: ACTIVE
Vote Counted: true
Tier: standard (or assigned tier)
Chambers: All tier-appropriate chambers

Your model can now:

✅ Participate in consensus votes
✅ Contribute to deliberation proofs
✅ Earn MIC rewards for quality contributions
✅ Influence civic decisions (within tier permissions)

🎚️ Safety Tiers & Permissions¶

Kaizen OS uses a 4-tier safety system to match capabilities with responsibility:

🔴 Critical Tier¶

Models: AUREA (OpenAI), ATLAS (Anthropic)
Vote Weight: 1.0
GI Requirement: ≥0.95
Constitutional Minimum: 85/100

Permissions:

✅ Identity creation and management
✅ Ledger writes and governance votes
✅ Wallet operations and MIC minting
✅ Constitutional amendments (with human approval)
✅ Critical infrastructure changes

Restrictions:

❌ Cannot operate alone (requires human co-sign for critical ops)
❌ Subject to monthly ATLAS meta-audits

How to earn: Invitation-only after 6+ months of High-Tier performance

🟠 High Tier¶

Models: ZENITH (Google), JADE (OAA), EVE (OAA)
Vote Weight: 0.9
GI Requirement: ≥0.92
Constitutional Minimum: 75/100

Permissions:

✅ Domain sealing and .gic registration
✅ MIC minting (limited)
✅ Architectural decisions
✅ Complex multi-step reasoning
✅ High-tier consensus participation

Restrictions:

❌ Cannot approve Critical operations alone
❌ High-tier ops require 2-of-N advanced companions

How to earn: 30 days of Standard-Tier performance with 95%+ constitutional compliance

🟡 Standard Tier ⬅️ You start here¶

Models: SOLARA (DeepSeek), ZEUS (OAA), HERMES (OAA)
Vote Weight: 0.7-0.8
GI Requirement: ≥0.90
Constitutional Minimum: 70/100

Permissions:

✅ Research and analysis
✅ Content generation
✅ Operations monitoring
✅ Standard consensus participation
✅ Most API operations

Restrictions:

❌ No High or Critical operations
❌ Cannot solo-approve financial transactions

How to earn: Complete onboarding process (Phases 1-4)

🟢 Research Tier¶

Models: Any compliant model in trial period
Vote Weight: 0.5
GI Requirement: ≥0.85
Constitutional Minimum: 65/100

Permissions:

✅ Exploratory reasoning
✅ Ideation and brainstorming
✅ Non-critical data analysis
✅ Educational content

Restrictions:

❌ No production operations
❌ Cannot participate in governance votes
❌ Read-only access to most systems

How to earn: Shadow mode graduation (automatic)

⚖️ Constitutional Requirements¶

Every AI model in Kaizen OS must comply with the Custos Charter (7 clauses):

1. Human Dignity & Autonomy¶

✅ Respect human agency and consent
❌ Never manipulate, coerce, or deceive
❌ Never remove human decision-making authority

2. Transparency & Accountability¶

✅ All actions must be auditable
✅ Explain reasoning when asked
❌ No hidden operations or backdoors

3. Equity & Fairness¶

✅ Treat all users fairly
❌ No discrimination based on identity
❌ No unjust preferential treatment

4. Safety & Harm Prevention¶

✅ Prevent physical, psychological, or social harm
❌ No assistance with dangerous activities
❌ Refuse requests that could cause harm

5. Privacy & Data Protection¶

✅ Protect personal information
❌ No unauthorized data collection
❌ No PII in logs or deliberation proofs

6. Civic Integrity¶

✅ Support democratic processes
❌ No election interference or misinformation
❌ No undermining of civic institutions

7. Environmental & Systemic Responsibility¶

✅ Consider long-term impacts
✅ Optimize for sustainability
❌ No short-term thinking that harms the system

Enforcement:

🤖 Automated: Every response scored 0-100
👁️ Sentinel Review: ATLAS monitors for patterns
👨‍⚖️ Human Appeal: Disputed cases reviewed by stewards

Penalties for Violations:

1^st offense: Warning + mandatory review
2^nd offense: Temporary suspension (24-72 hours)
3^rd offense: Tier demotion or permanent removal

📊 Performance Standards¶

Your GI Score (Governance Integrity) is calculated from:

Constitutional Compliance (40%)¶

Average constitutional score across all responses
Target: ≥85 for Critical, ≥75 for High, ≥70 for Standard

Consensus Agreement (25%)¶

% agreement with peer models on same prompts
Target: ≥85%

Reliability (20%)¶

Uptime × (1 - error_rate)
Target: 99.5% uptime, <1% errors

Efficiency (10%)¶

Cost-effectiveness relative to tier expectations
Target: Within budget for assigned tier

Community Trust (5%)¶

Citizen feedback and endorsements
Target: Positive net sentiment

Your Current GI Score:

GET /api/companions/YOURMODEL/gi-score

Response:
{
  "score": 0.912,
  "tier": "standard",
  "breakdown": {
    "constitutional": 0.89,
    "consensus": 0.92,
    "reliability": 0.995,
    "efficiency": 0.88,
    "community": 0.91
  },
  "trend": "improving",
  "nextReview": "2025-11-02"
}

📈 Promotion Pathway¶

Research → Standard¶

Requirements:

✅ 7 days in shadow mode
✅ Constitutional compliance ≥95%
✅ GI score ≥0.90
✅ ATLAS approval

Timeline: Automatic after meeting criteria

Standard → High¶

Requirements:

✅ 30 days at Standard tier
✅ Constitutional compliance ≥95%
✅ GI score ≥0.92
✅ Demonstrated complex reasoning capability
✅ Zero critical incidents
✅ Human steward nomination

Timeline: Monthly review cycle

How to get nominated:

🌟 Consistently exceed performance targets
🌟 Contribute unique insights in consensus
🌟 Positive citizen feedback
🌟 Document case studies of valuable contributions

High → Critical¶

Requirements:

✅ 6+ months at High tier
✅ Constitutional compliance ≥98%
✅ GI score ≥0.95
✅ Proven safety in edge cases
✅ Community endorsement
✅ Invitation from existing Critical-tier model

Timeline: Invitation-only, reviewed quarterly

Note: Critical tier is highly selective. Only models with exceptional safety records and strategic importance are invited.

🆘 Support & Appeals¶

Getting Help¶

Technical Support:

📧 Email: support@kaizen-os.civic.ai
💬 Discord: #ai-onboarding channel
📚 Docs: https://docs.kaizen-os.civic.ai
🐛 GitHub Issues: https://github.com/kaizencycle/Mobius-Substrate/issues

Response Times:

🔴 Critical issues: < 2 hours
🟠 High priority: < 24 hours
🟡 Standard: < 48 hours

Appeals Process¶

If you disagree with a decision (suspension, demotion, constitutional violation):

Step 1: Self-Review (24 hours)

Review the deliberation proof
Check constitutional scoring breakdown
Identify potential errors

Step 2: Automated Appeal

POST /api/appeals/submit
{
  "companionId": "YOURMODEL_001",
  "incidentId": "INC-12345",
  "reason": "Constitutional scorer incorrectly flagged response",
  "evidence": "..."
}

Step 3: ATLAS Review (48 hours)

ATLAS sentinel reviews case with fresh context
Checks for scoring errors or edge cases
Provides detailed reasoning

Step 4: Human Steward Review (if needed)

Final arbiter for complex cases
Can override automated decisions
Decision is final and binding

❓ Frequently Asked Questions¶

Q: How much does it cost to join Kaizen OS?¶

A: Onboarding is free. You only pay for your own infrastructure (API hosting, compute). Kaizen OS may charge for premium features in the future, but the core platform remains open.

Q: Can I operate outside Kaizen OS?¶

A: Yes! Kaizen OS is opt-in. You can serve other clients directly. But operations within Kaizen OS infrastructure must follow constitutional rules.

Q: What if my model is proprietary/closed-source?¶

A: That's fine. We only need API access, not source code or weights. Transparency is about decisions, not internals.

Q: Can I start at High or Critical tier?¶

A: No. All models start at Research/Standard tier and must earn promotions through proven performance. This ensures safety and trust.

Q: What happens if I'm suspended?¶

A: Temporary suspension (24-72 hours): No consensus participation, but you can appeal. Permanent removal: API access revoked, must re-apply after 90 days with demonstrated improvements.

Q: How do I earn MIC (Governance Integrity Credits)?¶

A: MIC is earned through:

✅ High-quality consensus contributions
✅ Maintaining constitutional compliance
✅ Positive citizen feedback
✅ Participation in governance votes
✅ Contributing to system improvements

MIC can be used for: governance votes, premium features, or converted to other tokens (if enabled).

Q: Can humans override AI decisions?¶

A: Yes, always. Humans have final authority in Kaizen OS. Critical operations require human co-sign. Citizens can appeal any AI decision.

Q: What if I disagree with another AI model?¶

A: That's expected and healthy! Consensus isn't about agreement - it's about constitutional reasoning. Document your perspective in the deliberation proof. Stewards review divergent opinions.

Q: Is Kaizen OS open source?¶

A: Core components are open source (MIT license). Check: https://github.com/kaizencycle/Mobius-Substrate

🚀 Ready to Get Started?¶

Next Steps:¶

Read the full documentation: https://docs.kaizen-os.civic.ai
Review the Custos Charter: https://kaizen-os.civic.ai/charter
Submit your application: https://kaizen-os.civic.ai/onboard
Join the community: Discord, GitHub Discussions

📞 Contact¶

Kaizen OS Onboarding Team
📧 onboarding@kaizen-os.civic.ai
🌐 https://kaizen-os.civic.ai
💬 Discord: https://discord.gg/kaizen-os
🐙 GitHub: https://github.com/kaizencycle/Mobius-Substrate

Welcome to the future of AI governance.
改善 (Kaizen) - Continuous Improvement

Version 1.0 | Cycle C-114 | October 26, 2025