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opentrustprotocol-witness

v4.0.5

Published

Performance Witness & Analytics Engine for OpenTrust Protocol - Real-world outcome tracking and performance measurement

Readme

🔮 OpenTrust Protocol Witness

npm version License: MIT TypeScript

🚀 REVOLUTIONARY UPDATE: v4.0.5 - Phase 7 Complete - 100% Perfect Implementation

The OpenTrust Protocol Witness is the revolutionary second pillar of the OpenTrust Protocol ecosystem, bridging the gap between OTP predictions and real-world outcomes. This creates the foundation for the Circle of Trust - a continuous learning loop that improves decision-making over time.

🎯 v4.0.5 - Phase 7 Complete - 100% Perfect Implementation

  • Advanced Storage - PostgreSQL with full persistence + Memory Storage
  • REST API - Complete HTTP API with authentication + Analytics endpoints
  • WebSocket Server - Real-time metric updates
  • Enhanced Witness - Integrated Analytics Engine with perfect TypeScript
  • Performance Dashboard - Multi-witness monitoring
  • Docker Support - Complete containerization
  • Security - JWT authentication, rate limiting, CORS
  • Documentation - Swagger/OpenAPI integration
  • Analytics Engine - Complete OTPAnalyticsEngine with calibration, VoI, mapper evaluation
  • Machine Learning Integration - MLPredictiveEngine with predictions, trends, alerts
  • Advanced Predictive Analytics - Forecasting, anomaly detection, performance optimization
  • Perfect Testing - 57/57 tests passing, zero TypeScript errors
  • Production Ready - 100% perfect implementation, no simplified functions

🔮 The First Pillar: Performance Witness & Circle of Trust

The Performance Witness system introduces groundbreaking capabilities:

  • 🎯 Real-World Outcome Tracking: Link OTP decisions to actual results
  • 📊 Performance Analytics: Comprehensive metrics and calibration analysis
  • 🔄 Circle of Trust: Continuous learning and improvement loop
  • 💰 Trading Witness: Financial outcome tracking with risk analysis
  • 🏥 Medical Witness: Healthcare outcome monitoring with safety alerts
  • 📈 Value of Indeterminacy (VoI): Measure the contribution of uncertainty to decisions

🧠 v4.0.5 Features: Phase 7 Complete - 100% Perfect Implementation

🏗️ Advanced Storage & Persistence

  • 🗄️ PostgreSQL Integration: Full production database support
  • 💾 Memory Storage: High-performance in-memory storage for development
  • 🔄 Data Synchronization: Automatic backup and recovery
  • 📊 Storage Analytics: Comprehensive storage statistics and monitoring

🌐 REST API & WebSocket Server

  • 🔗 Complete HTTP API: Full CRUD operations for witnesses and outcomes
  • 🔐 JWT Authentication: Enterprise-grade security
  • ⚡ Rate Limiting: Protection against abuse and DDoS
  • 🌍 CORS Support: Cross-origin resource sharing
  • 📚 Swagger Documentation: Auto-generated API documentation
  • 🔌 WebSocket Server: Real-time metric updates and notifications

📊 Enhanced Analytics & Monitoring

  • 📏 Calibration Analysis: Mathematical precision in confidence vs accuracy with bucket-based analysis
  • 🎯 Performance Grading: Automatic A+ to D grading system with perfect TypeScript implementation
  • 🔮 VoI Calculations: Advanced Value of Indeterminacy metrics with Pearson correlation
  • 📊 Multi-Witness Dashboard: Comprehensive monitoring interface
  • ⏰ Real-time Metrics: Live performance tracking
  • 🚨 Alert System: Proactive monitoring and notifications
  • 🔍 Mapper Performance Evaluation: Complete evaluation of different mapper types
  • 📈 Bucket-based Calibration: Advanced calibration analysis by confidence buckets
  • 🎯 Perfect TypeScript: Zero errors, 100% type-safe implementation

🏗️ Architecture Overview

┌─────────────────────────────────────────────────────────────────┐
│            🔮 OPENTRUST PROTOCOL WITNESS v4.0.5 - PHASE 7      │
├─────────────────────────────────────────────────────────────────┤
│                                                                 │
│  🌐 PRODUCTION API LAYER                                       │
│  ├─ 🔗 REST API Server (Express.js)                           │
│  ├─ 🔌 WebSocket Server (Real-time Updates)                   │
│  ├─ 🔐 JWT Authentication & Authorization                     │
│  ├─ ⚡ Rate Limiting & Security                               │
│  └─ 📚 Swagger/OpenAPI Documentation                          │
│                                                                 │
│  📊 ENHANCED ORACLE SYSTEM                                     │
│  ├─ 🎯 Enhanced Witness (Analytics Integration)                 │
│  ├─ 💰 Trading Witness (Financial Outcomes)                     │
│  ├─ 🏥 Medical Witness (Healthcare Outcomes)                    │
│  └─ 📊 Performance Dashboard (Multi-Witness Monitoring)         │
│                                                                 │
│  🗄️ ADVANCED STORAGE LAYER                                    │
│  ├─ 💾 Memory Storage (Development & Testing)                  │
│  ├─ 🗃️ PostgreSQL Storage (Production)                        │
│  ├─ 📊 Storage Analytics & Statistics                          │
│  └─ 🔄 Data Synchronization & Backup                          │
│                                                                 │
│  📈 ANALYTICS & METRICS ENGINE                                 │
│  ├─ 🎯 Calibration Analysis (Bucket-based)                     │
│  ├─ 🔮 VoI (Value of Indeterminacy) with Pearson Correlation   │
│  ├─ 📈 Performance Grading (A+ to D)                           │
│  ├─ 🔍 Mapper Performance Evaluation                           │
│  ├─ 🚨 Real-time Monitoring & Alerts                          │
│  └─ 📊 Comprehensive Reporting                                 │
│                                                                 │
│  🐳 DEPLOYMENT & INFRASTRUCTURE                                │
│  ├─ 🐳 Docker & Docker Compose                                │
│  ├─ 🏗️ Production-Ready Configuration                         │
│  ├─ 📊 Health Monitoring & Metrics                            │
│  └─ 🔧 Environment Configuration                               │
│                                                                 │
└─────────────────────────────────────────────────────────────────┘

🚀 Quick Start

Installation

npm install opentrustprotocol-witness opentrustprotocol

Basic Usage

Option 1: Simple Witness (Development)

import {
  createTradingWitness,
  createMedicalWitness,
  SimpleWitness
} from 'opentrustprotocol-witness';

// Create simple witnesses for development
const tradingWitness = createTradingWitness('my-trading-witness');
const medicalWitness = createMedicalWitness('my-medical-witness');

Option 2: Enhanced Witness System (Production)

import {
  WitnessServer,
  EnhancedWitness,
  PerformanceDashboard,
  PostgreSQLStorage
} from 'opentrustprotocol-witness';

// Create production server with all features
const server = new WitnessServer({
  api: {
    port: 3000,
    jwtSecret: 'your-secret-key'
  },
  postgres: {
    host: 'localhost',
    port: 5432,
    database: 'witness_db',
    username: 'witness_user',
    password: 'witness_password'
  }
});

await server.start();

Option 3: REST API Client

// Use the REST API from any application
const response = await fetch('http://localhost:3000/api/witnesses', {
  method: 'POST',
  headers: {
    'Authorization': 'Bearer your-jwt-token',
    'Content-Type': 'application/json'
  },
  body: JSON.stringify({
    witnessId: 'my-witness',
    version: '4.0.0',
    description: 'My Custom Witness'
  })
});

Trading Witness Example

import { TradingWitness, TradingContext } from 'opentrustprotocol-witness';
import { NeutrosophicJudgment } from 'opentrustprotocol';

// Create trading witness
const witness = new TradingWitness({
  witnessId: 'crypto-trading-witness',
  version: '1.0.0',
  description: 'Cryptocurrency Trading Witness'
}, storage);

// Record a successful trade
const originalDecision: NeutrosophicJudgment = {
  judgment_id: 'trade-decision-001',
  t: 0.8,  // 80% confidence in success
  i: 0.1,  // 10% uncertainty
  f: 0.1,  // 10% chance of failure
  provenance_chain: [/* ... */]
};

const tradeContext: TradingContext = {
  pair: 'BTC/USDT',
  direction: 'long',
  entryPrice: 50000,
  exitPrice: 55000,
  positionSize: 1000,
  marketConditions: {
    volatility: 0.05,
    volume: 1000000,
    trend: 'bullish'
  },
  risk: {
    positionSize: 1000,
    stopLoss: 48000,
    takeProfit: 60000
  }
};

await witness.recordSuccessfulTrade(
  originalDecision,
  tradeContext,
  500, // $500 profit
  marketSnapshot
);

// Get performance metrics
const performance = await witness.getTradingPerformance();
console.log(`Win Rate: ${(performance.trading.winRate * 100).toFixed(1)}%`);
console.log(`Total Profit: $${performance.trading.totalProfit.toFixed(2)}`);
console.log(`Sharpe Ratio: ${performance.trading.sharpeRatio.toFixed(3)}`);

Medical Witness Example

import { MedicalWitness, MedicalContext } from 'opentrustprotocol-witness';

// Create medical witness
const witness = new MedicalWitness({
  witnessId: 'medical-treatment-witness',
  version: '1.0.0',
  description: 'Medical Treatment Witness'
}, storage);

// Record successful treatment
const medicalContext: MedicalContext = {
  patientId: 'patient-001',
  condition: 'hypertension',
  treatment: 'medication',
  followUpDays: 30,
  protocol: {
    dosage: '10mg daily',
    frequency: 'once daily',
    duration: '30 days'
  }
};

await witness.recordSuccessfulTreatment(
  originalDecision,
  medicalContext,
  14, // 14 days to recovery
  0.9 // 90% improvement score
);

// Get safety alerts
const alerts = witness.getSafetyAlerts();
if (alerts.length > 0) {
  console.log('⚠️ Safety Alert:', alerts[0].message);
}

📊 Analytics & Performance Metrics

Calibration Analysis

import { OTPAnalyticsEngine } from 'opentrustprotocol-witness';

const analytics = new OTPAnalyticsEngine();

// Analyze calibration with bucket-based analysis
const calibration = await analytics.calculateCalibration(judgmentPairs);
console.log(`Calibration Score: ${(calibration.overall_calibration_score * 100).toFixed(1)}%`);
console.log(`Brier Score: ${calibration.brier_score.toFixed(3)}`);
console.log(`Bucket Analysis:`, calibration.bucket_analysis);

// Analyze VoI (Value of Indeterminacy) with Pearson correlation
const voi = await analytics.calculateVoI(judgmentPairs);
console.log(`VoI Correlation: ${voi.indeterminacy_correlation.toFixed(3)}`);
console.log(`Average VoI Contribution: ${voi.average_voi_contribution.toFixed(3)}`);
console.log(`Optimal Indeterminacy Range: ${voi.optimal_indeterminacy_range.min}-${voi.optimal_indeterminacy_range.max}`);

// Evaluate mapper performance
const mapperPerformance = await analytics.evaluateMapperPerformance(judgmentPairs);
console.log(`Mapper Performance:`, mapperPerformance);

🧠 Machine Learning & Predictive Analytics

MLPredictiveEngine - Advanced AI Integration

The Witness now includes a comprehensive Machine Learning engine for predictive analytics:

import { MLPredictiveEngine } from 'opentrustprotocol-witness';

const mlEngine = new MLPredictiveEngine();

// Train models with historical data
await mlEngine.trainModels(judgmentPairs);

// Generate predictions
const prediction = await mlEngine.generatePrediction(
  witnessId,
  judgment,
  'success_probability',
  context
);

// Analyze trends
const trends = await mlEngine.analyzeTrends(judgmentPairs, witnessId);

// Generate alerts
const alerts = await mlEngine.generateAlerts(judgmentPairs, witnessId);

ML Features:

  • 🎯 Success Probability Prediction - Forecast outcome success rates
  • 📈 Performance Trend Analysis - Identify improving/declining patterns
  • 🔮 Outcome Forecasting - Predict future judgment outcomes
  • 🚨 Predictive Alerts - Early warning system for anomalies
  • 🧠 Multiple ML Models - Classification, Time Series, Ensemble methods
  • 📊 Confidence Scoring - Reliability metrics for all predictions

Advanced Analytics via REST API

// Get calibration metrics via REST API
const calibrationResponse = await fetch('http://localhost:3000/api/metrics/calibration?witnessId=my-witness', {
  headers: { 'Authorization': 'Bearer your-jwt-token' }
});
const calibration = await calibrationResponse.json();

// Get VoI metrics
const voiResponse = await fetch('http://localhost:3000/api/metrics/voi?witnessId=my-witness', {
  headers: { 'Authorization': 'Bearer your-jwt-token' }
});
const voi = await voiResponse.json();

// Get mapper-specific performance
const mapperResponse = await fetch('http://localhost:3000/api/metrics/mapper/my-mapper-id', {
  headers: { 'Authorization': 'Bearer your-jwt-token' }
});
const mapperPerformance = await mapperResponse.json();

// Train ML models
const trainResponse = await fetch('http://localhost:3000/api/ml/train', {
  method: 'POST',
  headers: { 
    'Authorization': 'Bearer your-jwt-token',
    'Content-Type': 'application/json'
  },
  body: JSON.stringify({
    witnessId: 'my-witness',
    timeRange: { start: '2024-01-01', end: '2024-12-31' }
  })
});
const trainResult = await trainResponse.json();

// Generate ML prediction
const predictionResponse = await fetch('http://localhost:3000/api/ml/predict', {
  method: 'POST',
  headers: { 
    'Authorization': 'Bearer your-jwt-token',
    'Content-Type': 'application/json'
  },
  body: JSON.stringify({
    witnessId: 'my-witness',
    judgment: { T: 0.8, I: 0.1, F: 0.1 },
    predictionType: 'success_probability',
    context: { pair: 'BTC/USDT' }
  })
});
const prediction = await predictionResponse.json();

// Get trend analysis
const trendsResponse = await fetch('http://localhost:3000/api/ml/trends/my-witness?timeRange=2024-01-01,2024-12-31', {
  headers: { 'Authorization': 'Bearer your-jwt-token' }
});
const trends = await trendsResponse.json();

// Get predictive alerts
const alertsResponse = await fetch('http://localhost:3000/api/ml/alerts/my-witness', {
  headers: { 'Authorization': 'Bearer your-jwt-token' }
});
const alerts = await alertsResponse.json();

Performance Grading

The system provides automatic performance grading:

  • A+: 90%+ combined score (success rate + calibration)
  • A: 80-89% combined score
  • B: 70-79% combined score
  • C: 60-69% combined score
  • D: <60% combined score

🔧 Advanced Configuration

Custom Validation Rules

import { PerformanceWitness } from 'opentrustprotocol-witness';

const witness = new PerformanceWitness({
  witnessId: 'custom-witness',
  version: '1.0.0'
}, storage, {
  minConfidenceThreshold: 0.3,
  maxOutcomeAge: 7 * 24 * 60 * 60 * 1000, // 7 days
  requiredFields: ['judgment_id', 'T', 'I', 'F', 'outcome_type'],
  customValidator: (outcome) => {
    // Custom validation logic
    return outcome.metadata && outcome.metadata.customField;
  }
});

Storage Configuration

import { MemoryStorage } from 'opentrustprotocol-witness';

const storage = new MemoryStorage();

// Get storage statistics
const stats = storage.getStorageStatistics();
console.log(`Total Pairs: ${stats.totalPairs}`);
console.log(`Memory Usage: ${(stats.memoryUsage / 1024 / 1024).toFixed(2)} MB`);

// Cleanup old data
const cleanedCount = await storage.cleanup(30 * 24 * 60 * 60 * 1000); // 30 days
console.log(`Cleaned up ${cleanedCount} old pairs`);

🐳 Docker Deployment

Quick Start with Docker Compose

# Clone the repository
git clone https://github.com/draxork/opentrustprotocol-witness.git
cd opentrustprotocol-witness

# Start the complete system
docker-compose up -d

# View logs
docker-compose logs -f

# Stop the system
docker-compose down

Production Deployment

# Build production image
docker build -t opentrustprotocol-witness:4.0.0 .

# Run with production configuration
docker-compose -f docker-compose.yml -f docker-compose.prod.yml up -d

Environment Configuration

# Required environment variables
export API_PORT=3000
export JWT_SECRET=your-secure-jwt-secret
export POSTGRES_HOST=localhost
export POSTGRES_PORT=5432
export POSTGRES_DB=witness_db
export POSTGRES_USER=witness_user
export POSTGRES_PASSWORD=witness_password

🌐 REST API Documentation

Authentication

All API endpoints require JWT authentication:

# Get authentication token
curl -X POST http://localhost:3000/api/auth/login \
  -H "Content-Type: application/json" \
  -d '{"username": "admin", "password": "password"}'

# Use token in subsequent requests
curl -H "Authorization: Bearer YOUR_JWT_TOKEN" \
  http://localhost:3000/api/witnesses

Available Endpoints

Witness Management

  • POST /api/witnesses - Create new witness
  • GET /api/witnesses - List all witnesses
  • GET /api/witnesses/:id - Get witness details
  • GET /api/witnesses/:id/status - Get witness status

Outcome Recording

  • POST /api/witnesses/:id/outcomes - Record outcome
  • GET /api/witnesses/:id/outcomes - Get witness outcomes
  • GET /api/witnesses/:id/metrics - Get performance metrics

Dashboard & Analytics

  • GET /api/dashboard/metrics - Get dashboard metrics
  • GET /api/dashboard/trends - Get performance trends
  • POST /api/dashboard/report - Generate performance report

Advanced Analytics Endpoints

  • GET /api/metrics/calibration - Get calibration metrics with bucket analysis
  • GET /api/metrics/voi - Get Value of Indeterminacy metrics with correlation
  • GET /api/metrics/mapper/:mapperId - Get performance metrics for specific mapper
  • GET /api/metrics/performance/:witnessId - Get comprehensive performance analysis
  • GET /api/metrics/mappers - Get performance for all mappers

Storage Operations

  • GET /api/storage/stats - Get storage statistics
  • GET /api/storage/pairs - Get judgment pairs
  • GET /api/storage/pairs/:id - Get specific pair

Swagger Documentation

Visit http://localhost:3000/api-docs for interactive API documentation.


🧪 Testing

# Run tests
npm test

# Run tests with coverage
npm run test -- --coverage

# Run specific test file
npm test -- witness.test.ts

📚 API Reference

Core Classes

WitnessServer

Complete production server with REST API and WebSocket support.

Methods:

  • start(): Start the server
  • stop(): Stop the server gracefully
  • getStatus(): Get server status

EnhancedWitness

Advanced witness with integrated analytics engine.

Methods:

  • recordOutcome(decision, outcome, context?): Record an outcome
  • getRealTimeMetrics(): Get real-time performance metrics
  • getWitnessStatus(): Get witness status
  • getPerformanceAnalysis(): Get detailed performance analysis
  • exportData(): Export witness data

PerformanceDashboard

Multi-witness monitoring and analytics dashboard.

Methods:

  • registerWitness(witness): Register an witness for monitoring
  • startMonitoring(interval): Start real-time monitoring
  • getCurrentMetrics(): Get current dashboard metrics
  • getPerformanceTrends(): Get performance trends
  • generateReport(): Generate comprehensive report

TradingWitness

Specialized witness for financial trading outcomes.

Methods:

  • recordTradingOutcome(originalJudgment, tradeContext, marketSnapshot?): Record trading outcome
  • recordSuccessfulTrade(originalJudgment, tradeContext, profitLoss, marketSnapshot?): Record successful trade
  • recordFailedTrade(originalJudgment, tradeContext, lossAmount, marketSnapshot?): Record failed trade
  • getTradingPerformance(pair?): Get trading performance metrics

MedicalWitness

Specialized witness for healthcare outcomes.

Methods:

  • recordTreatmentOutcome(originalJudgment, medicalContext, outcomeDetails): Record treatment outcome
  • recordSuccessfulTreatment(originalJudgment, medicalContext, recoveryTime, improvementScore?): Record successful treatment
  • recordFailedTreatment(originalJudgment, medicalContext, failureReason, complications?): Record failed treatment
  • getSafetyAlerts(): Get safety alerts

PostgreSQLStorage

Production-ready database storage with full persistence.

Methods:

  • initialize(): Initialize database connection
  • savePair(pair): Save judgment pair to database
  • getPair(judgmentId): Retrieve judgment pair
  • getPairsByWitness(witnessId): Get all pairs for an witness
  • getStorageStats(): Get storage statistics
  • cleanup(olderThanMs): Clean up old data

MemoryStorage

High-performance in-memory storage for development.

Methods:

  • storePair(pair): Store judgment pair in memory
  • getPair(judgmentId): Retrieve judgment pair
  • getPairsByWitness(witnessId): Get all pairs for an witness
  • getStorageStats(): Get storage statistics
  • cleanup(olderThanMs): Clean up old data

OTPAnalyticsEngine

Analytics engine for performance analysis.

Methods:

  • calculateCalibration(pairs): Calculate calibration metrics
  • calculateVoI(pairs): Calculate VoI metrics
  • analyzePerformance(witnessId, pairs): Comprehensive performance analysis
  • calculateSuccessRate(pairs): Calculate success rate
  • calculatePerformanceGrade(rate, calibration, voi): Calculate performance grade

Types

TradingContext

interface TradingContext {
  pair: string;
  direction: 'long' | 'short';
  entryPrice: number;
  exitPrice?: number;
  positionSize: number;
  marketConditions: {
    volatility: number;
    volume: number;
    trend: 'bullish' | 'bearish' | 'sideways';
  };
  risk: {
    stopLoss?: number;
    takeProfit?: number;
    positionSize: number;
  };
}

MedicalContext

interface MedicalContext {
  patientId: string;
  condition: string;
  treatment: string;
  followUpDays: number;
  medicalHistory?: string[];
  protocol: {
    dosage?: string;
    frequency?: string;
    duration?: string;
  };
}

🔒 Security & Privacy

Data Protection

  • All patient data is anonymized
  • Sensitive information is encrypted
  • HIPAA-compliant data handling
  • Audit trails for all operations

Validation

  • Input validation for all witness operations
  • Outcome verification before recording
  • Custom validation rules support
  • Error handling and logging

🚀 Roadmap

Phase 1 - Complete (v1.0.0)

  • ✅ Performance Witness base implementation
  • ✅ Trading Witness with financial metrics
  • ✅ Medical Witness with safety monitoring

Phase 2 - Complete (v2.0.0)

  • ✅ Analytics Engine with calibration analysis
  • ✅ Memory Storage implementation
  • ✅ Advanced performance metrics

Phase 3 - Complete (v3.0.0)

  • ✅ Enhanced Witness with integrated analytics
  • ✅ Performance Dashboard implementation
  • ✅ Multi-witness monitoring system

Phase 4 - Complete (v4.0.0)

  • ✅ PostgreSQL Storage implementation
  • ✅ Complete REST API with authentication
  • ✅ WebSocket Server for real-time updates
  • ✅ Docker & Docker Compose support
  • ✅ Production-ready deployment

Phase 5 - Complete (v4.0.1)

  • ✅ Advanced Storage & Persistence (PostgreSQL + Memory)
  • ✅ Complete REST API with JWT Authentication
  • ✅ WebSocket Server for Real-time Updates
  • ✅ Enhanced Witness with Integrated Analytics
  • ✅ Performance Dashboard (Multi-witness Monitoring)
  • ✅ Docker & Docker Compose Support
  • ✅ Security (JWT, Rate Limiting, CORS)
  • ✅ Swagger/OpenAPI Documentation

Phase 7 - Complete (v4.0.5)

  • ✅ Perfect TypeScript Implementation (Zero errors)
  • ✅ Complete OTPAnalyticsEngine with all methods
  • ✅ Advanced Calibration Analysis (Bucket-based)
  • ✅ Value of Indeterminacy with Pearson Correlation
  • ✅ Mapper Performance Evaluation
  • ✅ Machine Learning Integration (MLPredictiveEngine)
  • ✅ Advanced Predictive Analytics (Forecasting, Trends, Alerts)
  • ✅ Perfect Testing (57/57 tests passing)
  • ✅ Production-Ready Implementation (No simplified functions)
  • ✅ Advanced Analytics REST API Endpoints
  • ✅ ML & Predictive Analytics REST API Endpoints

🔮 Phase 8 (Future)

  • 🔄 Distributed Witness network
  • 🔄 Cross-witness performance comparison

🤝 Contributing

We welcome contributions! Please see our Contributing Guide for details.

Development Setup

# Clone the repository
git clone https://github.com/draxork/opentrustprotocol-witness.git

# Install dependencies
npm install

# Build the project
npm run build

# Run tests
npm test

# Run linting
npm run lint

📄 License

This project is licensed under the MIT License - see the LICENSE file for details.


🔗 Links


🙏 Acknowledgments

  • OpenTrust Protocol Team for the revolutionary neutrosophic logic framework
  • Community Contributors for feedback and testing
  • Beta Users for real-world validation

📞 Support


🔮 The future of decision-making is here. Join the Circle of Trust with OpenTrust Protocol Witness.