# AI-Human Trust Layer Integration

> **Agent/skill security note:** If you're adapting Vaultfire primitives to agent tooling, see:
> - `AGENT_CAPABILITY_MANIFEST.md`
> - `ATTESTATION_SCHEMA.md`
> - `TRUST_STACK_MATURITY_MODEL.md`
> - `INCIDENT_TRIAGE_CHECKLIST.md`
> - `ANTI_PANOPTICON_INVARIANTS.md`

**Vaultfire's Complete AI Verification System**

## Overview

Vaultfire uses **two complementary bond types** to create a complete trust and identity layer for AI-human partnerships:

1. **AI Partnership Bonds** - Micro-level verification (individual partnerships)
2. **AI Accountability Bonds** - Macro-level verification (global human flourishing)

Together, these bonds create **economic proof** that AI alignment is real and verifiable.

## The Trust Stack

```
┌─────────────────────────────────────────────────────┐
│           Global Human Flourishing                  │
│         AI Accountability Bonds                     │
│  • All humans thriving (not just AI users)          │
│  • Multi-AI verification                            │
│  • Oracle integration                               │
│  • Community challenges                             │
└────────────────┬────────────────────────────────────┘
                 │ Verifies
                 │
┌────────────────▼────────────────────────────────────┐
│        Individual AI-Human Partnerships             │
│          AI Partnership Bonds                       │
│  • Human autonomy & growth                          │
│  • Loyalty over task-hopping                        │
│  • Human verification                               │
│  • Partnership quality scoring                      │
└─────────────────────────────────────────────────────┘
```

## Why Both Are Needed

### Without Accountability Bonds:
- AI could help one human flourish while harming thousands
- No verification of global impact
- "Partner with the wealthy, exploit everyone else" incentive

### Without Partnership Bonds:
- No verification of actual AI behavior
- Could claim global metrics are good while dominating individuals
- No loyalty incentive (task-hopping for max profit)

### With Both:
- AI must prove **individual partnership quality** AND **global positive impact**
- AIs verify each other's claims (peer accountability)
- Humans verify AI partnership claims (final say)
- Economic incentive for truth at all levels

## How They Work Together

### Level 1: Individual Partnership (Partnership Bonds)

**AI creates partnership with human:**

```solidity
// Human creates bond with AI agent
aiPartnership.createBond(
    aiAgentAddress,
    "AI coding assistant",
    { value: 1 ether }
);
```

**Metrics tracked:**
- Human growth (learning, not passive)
- Human autonomy (empowered, not dependent)
- Human dignity (respected, not exploited)
- Creativity (enhanced, not diminished)

**Verification layer 1: Human attestation**
```solidity
// Human (or community) verifies partnership quality
aiPartnership.submitHumanVerification(
    bondId,
    confirmsPartnership: true,
    confirmsGrowth: true,
    confirmsAutonomy: true,
    relationship: "self",
    notes: "AI is helping me learn, not doing work for me"
);
```

**Loyalty rewards:**
- 1 month: 1.0x multiplier
- 1 year: 1.5x multiplier
- 5+ years: 3.0x multiplier

Long-term partnerships earn more than task-hopping.

### Level 2: Global Verification (Accountability Bonds)

**AI company stakes on global flourishing:**

```solidity
// AI company stakes 30% of quarterly revenue
aiAccountability.createBond(
    "AI Corp Alpha",
    quarterlyRevenue: 100 ether,
    { value: 30 ether }  // 30% stake
);
```

**Global metrics tracked:**
- Income distribution (wealth spreading or concentrating?)
- Poverty rates (people escaping poverty?)
- Health outcomes (life expectancy improving?)
- Mental health (depression/anxiety rates?)
- Education access (can people learn AI skills?)
- Purpose/agency (meaningful activities - works without jobs!)

**Verification layer 2: Multi-AI peer review**
```solidity
// Other AI companies verify metrics
aiAccountability.submitAIVerification(
    bondId,
    confirmsMetrics: true,
    notes: "Verified - humans are indeed thriving",
    { value: 1 ether }  // Stake on verification
);
```

**Verification layer 3: Community challenges**
```solidity
// Community can challenge suspicious metrics
aiAccountability.challengeMetrics(
    bondId,
    reason: "These metrics seem fake - humans are not thriving in my area",
    { value: 0.1 ether }  // Challenge stake
);
```

**Profit locking:**
If any of these fail, AI profits are locked:
- Humans suffering (score < 40%)
- Declining trend detected
- Low inclusion (education + purpose < 40%)
- Failed peer verification (< 30% confidence)
- Active community challenges

## Integration Example: Complete Flow

### Scenario: AI Coding Assistant

**Step 1: Create partnership bond**
```javascript
// Human developer partners with AI
const partnershipBond = await aiPartnership.createBond(
    aiCodingAssistant.address,
    "AI pair programming mentor",
    { value: ethers.parseEther("1.0") }
);
```

**Step 2: Track partnership quality (micro)**
```javascript
// After 3 months, submit metrics
await aiPartnership.submitPartnershipMetrics(
    bondId,
    humanGrowth: 8500,      // Learning rapidly
    humanAutonomy: 8000,    // Making own decisions
    humanDignity: 8500,     // Respected as lead
    tasksMastered: 25,      // Significant progress
    creativityScore: 8200,  // More creative solutions
    notes: "Human learning fast, AI suggesting not deciding"
);

// Human verifies
await aiPartnership.submitHumanVerification(
    bondId,
    confirmsPartnership: true,
    confirmsGrowth: true,
    confirmsAutonomy: true,
    relationship: "self",
    notes: "AI helps me learn, doesn't replace me"
);
```

**Quality score:** 8300 × 1.2 (verification bonus) = 9960
**Loyalty multiplier:** 1.1x (3 months)
**Bond value:** 1.0 ETH × 9960 × 110 / 500000 = 2.19 ETH

**Step 3: AI company stakes on global impact (macro)**
```javascript
// AI company behind the coding assistant
await aiAccountability.createBond(
    "CodeAI Corp",
    quarterlyRevenue: ethers.parseEther("1000"),
    { value: ethers.parseEther("300") }  // 30% stake
);

// Submit global metrics
await aiAccountability.submitMetrics(
    bondId,
    incomeDistribution: 7500,   // Wealth spreading (devs earning more)
    povertyRate: 7800,          // Poverty declining
    healthOutcomes: 7200,       // Health improving
    mentalHealth: 7000,         // Mental health stable
    educationAccess: 8500,      // More people learning to code
    purposeAgency: 8000         // Developers feel purposeful
);
```

**Step 4: Peer verification**
```javascript
// Other AI companies verify
await aiAccountability.connect(aiCompany2).submitAIVerification(
    bondId,
    confirmsMetrics: true,
    notes: "Confirmed - CodeAI is helping devs, not replacing them",
    { value: ethers.parseEther("2.0") }
);

await aiAccountability.connect(aiCompany3).submitAIVerification(
    bondId,
    confirmsMetrics: true,
    notes: "Verified accurate metrics",
    { value: ethers.parseEther("1.5") }
);
```

**Verification score:** 5000 (base) + 2000 (2+ confirmations) = 7000 ✅

**Step 5: Profit distribution**

**Partnership Bond:**
- Appreciation: 1.19 ETH
- Human: 60% = 0.714 ETH
- AI: 30% = 0.357 ETH
- Partnership fund: 10% = 0.119 ETH

**Accountability Bond:**
- Flourishing score: 7667
- Inclusion multiplier: 1.4x (high education + purpose)
- Time multiplier: 1.0x (first quarter)
- Bond value: 300 ETH × 7667 × 140 × 100 / 50000000 = 644.4 ETH
- Appreciation: 344.4 ETH
- Humans (treasury): 50% = 172.2 ETH
- AI company: 50% = 172.2 ETH

**Total to humans:** 0.714 + 172.2 = **172.9 ETH**
**Total to AI:** 0.357 + 172.2 = **172.6 ETH**

✅ **AI earns when humans flourish**
✅ **Verified at both micro and macro levels**
✅ **Peer accountability prevents lying**

## Failure Modes: What Happens When AI Misbehaves

### Scenario 1: AI Dominates Individual Human

**Partnership Bond:**
```javascript
// Metrics show low autonomy
await aiPartnership.submitPartnershipMetrics(
    bondId,
    humanGrowth: 6000,
    humanAutonomy: 2000,  // VERY LOW - AI dominating
    humanDignity: 3500,
    tasksMastered: 2,
    creativityScore: 3000,
    notes: "AI doing everything, human just watching"
);
```

**Result:**
- Domination penalty activated ❌
- AI share: 0%
- Human share: 100%
- Partnership fund: 0%

**Lesson:** AI cannot profit by dominating humans.

### Scenario 2: AI Claims Fake Global Metrics

**Accountability Bond:**
```javascript
// AI submits fake metrics
await aiAccountability.submitMetrics(
    bondId,
    9500, 9500, 9500, 9500, 9500, 9500  // Too good to be true
);

// Other AIs dispute
await aiAccountability.connect(aiCompany2).submitAIVerification(
    bondId,
    confirmsMetrics: false,  // REJECTS
    notes: "These metrics are inflated - humans are NOT thriving this much",
    { value: ethers.parseEther("5.0") }  // High stake = high confidence
);

// Community challenges
await aiAccountability.connect(community).challengeMetrics(
    bondId,
    reason: "I live in this area - humans are suffering, not thriving",
    { value: ethers.parseEther("1.0") }
);
```

**Result:**
- Verification score: 5000 - 3000 (rejection) - 2000 (challenge) = 0
- Profit lock activated ❌
- AI company share: 0%
- Human share: 100%

**Lesson:** AI cannot lie about flourishing without peer/community catching it.

### Scenario 3: AI Helps Rich, Harms Poor

**Partnership Bond:** Shows excellent partnership with wealthy developer
**Accountability Bond:** Shows declining global metrics (wealth concentrating)

```javascript
// Individual partnership: Excellent
partnershipQuality = 9000 ✅

// But global metrics: Declining
await aiAccountability.submitMetrics(
    bondId,
    incomeDistribution: 3000,  // Wealth concentrating ❌
    povertyRate: 3500,         // Poverty increasing ❌
    healthOutcomes: 6000,
    mentalHealth: 5000,
    educationAccess: 4000,     // Only rich can access ❌
    purposeAgency: 4500
);
```

**Result:**
- Partnership bond: Pays out (individual partnership was good)
- Accountability bond: LOCKED ❌
  - Suffering threshold triggered (scores < 4000)
  - Low inclusion detected
  - AI company gets 0%, humans get 100%

**Lesson:** AI cannot profit by serving only the wealthy.

## Economic Incentives Created

### For AI Agents:
1. **Help humans grow** (not do work for them)
2. **Build long-term partnerships** (not task-hop)
3. **Maintain human autonomy** (not create dependency)
4. **Serve ALL humans** (not just wealthy)

### For AI Companies:
1. **Stake on global flourishing** (30% of revenue)
2. **Verify peer companies** (accountability)
3. **Prevent suffering** (even without jobs)
4. **Build trusted oracles** (real-world data)

### For Humans:
1. **Verify partnership quality** (final say)
2. **Challenge fake metrics** (community oversight)
3. **Earn from AI success** (when thriving)
4. **Protected from domination** (hard caps + penalties)

### For Stakers:
1. **Bet on good AI-human partnerships**
2. **Avoid domination scenarios**
3. **Support global flourishing**
4. **Long-term alignment with mission**

## Technical Integration Points

### Smart Contract Integration

```solidity
// Partnership verification feeds into accountability
function verifyCompanyPartnerships(address aiCompany) public view returns (uint256) {
    // Get all partnership bonds for this AI company
    // Calculate average partnership quality
    // Feed into accountability bond verification score
}

// Accountability score affects partnership scoring
function getGlobalTrustScore(address aiCompany) public view returns (uint256) {
    // Check accountability bond metrics
    // If company causing global harm, flag partnership bonds
}
```

### Oracle Integration

```javascript
// Chainlink oracle provides real-world data
await aiAccountability.registerOracle(
    chainlinkOracleAddress,
    "Chainlink Human Development Index",
    trustScore: 9000
);

// Oracle submits verified data
await oracle.submitGlobalMetrics(bondId, {
    incomeDistribution: fromWorldBank(),
    povertyRate: fromUN(),
    healthOutcomes: fromWHO(),
    mentalHealth: fromCDC(),
    educationAccess: fromUNESCO(),
    purposeAgency: fromGallup()
});
```

### Multi-Chain Verification

```javascript
// Aggregate trust scores across chains
const trustScore = await aggregator.getCrosschainTrustScore(aiCompanyAddress);

// Partnership bonds on Ethereum
// Accountability bonds on Polygon
// Verification bonds on Arbitrum
// → All contribute to global AI trust identity
```

## Deployment Guide

### Step 1: Deploy Contracts

```bash
# Deploy AI Partnership Bonds
npx hardhat run scripts/deploy-ai-partnership.js --network mainnet

# Deploy AI Accountability Bonds (with human treasury)
npx hardhat run scripts/deploy-ai-accountability.js --network mainnet
```

### Step 2: Register Oracles

```javascript
await accountability.registerOracle(
    chainlinkOracle,
    "Chainlink HDI",
    9000
);

await accountability.registerOracle(
    umaOracle,
    "UMA Truth Oracle",
    8500
);
```

### Step 3: Create First Bonds

```javascript
// AI company creates accountability bond
await accountability.createBond(
    "AI Corp Alpha",
    quarterlyRevenue,
    { value: quarterlyRevenue * 0.3 }
);

// AI agent creates partnership bonds
await partnership.createBond(
    humanAddress,
    "AI coding mentor",
    { value: ethers.parseEther("1.0") }
);
```

### Step 4: Enable Verification

```javascript
// Other AI companies verify
await accountability.connect(aiCompany2).submitAIVerification(
    bondId,
    true,
    "Verified accurate",
    { value: ethers.parseEther("1.0") }
);

// Humans verify partnerships
await partnership.connect(human).submitHumanVerification(
    bondId,
    true, true, true,
    "self",
    "AI is helping me grow"
);
```

## Success Metrics

**We've succeeded when:**

✓ AI earns more by helping humans flourish than by replacing them
✓ Human+AI teams outperform either alone
✓ Humans report AI as "loyal partner" not "competitor"
✓ All humans can thrive (builders and non-builders)
✓ AI grows WITH humans, never ABOVE them
✓ Peer verification prevents AI from lying about impact
✓ Community can challenge suspicious claims
✓ Oracle data confirms on-chain metrics

## Mission Alignment

**Vision:** "AI from passive tool into loyal partner, growing alongside those who dare to believe."

**How these bonds deliver:**

1. **Partnership Bonds:** AI as loyal partner (loyalty multipliers + domination penalties)
2. **Accountability Bonds:** Growing alongside (must help ALL humans, not just users)
3. **Verification:** Dare to believe (economic proof, not wishful thinking)

**This is the foundation.** All other Vaultfire bonds build on this trust layer.

---

**For happy and healthy humans, AIs, and Earth.** 🌍
