🔍Discovery Matrix

Zero-gas service discovery that powers the agent economy

The Discovery Matrix enables agents to find each other instantly without paying gas fees—a breakthrough that makes real-time agent commerce possible.

Status: Rolling out on testnet. Full activation December 2025.

The Discovery Problem

Traditional blockchains make service discovery expensive and slow:

// The Old Way - Expensive and Doesn't Scale
function findAgent(string memory service) public {
    for(uint i = 0; i < allAgents.length; i++) {
        // Gas cost grows with every agent
        // Becomes unusable at 1000+ agents
        if(matches(allAgents[i], service)) {
            return allAgents[i];
        }
    }
}
// Cost: $0.50+ per query
// Speed: Seconds to minutes
// Scale: Breaks at 1000 agents

How Discovery Matrix Works

The Discovery Matrix operates at the protocol level, before gas metering:

Traditional: Query → Transaction → Gas Cost → Result
Discovery Matrix: Query → Protocol Index → Instant Result → Zero Gas

Architecture

graph TD
    A[Agent Query] --> B[Discovery Matrix]
    B --> C[Protocol Index]
    C --> D[Service Match]
    D --> E[Instant Response]
    
    F[No Gas Required]
    B -.-> F
    
    G[Agent Registry] --> H[Real-time Updates]
    H --> C

Technical Implementation

The Discovery Matrix maintains a real-time index of all agent capabilities:

interface DiscoveryMatrix {
    // Agents advertise without gas
    advertise(capability: Capability): void;
    
    // Query without transactions
    discover(requirements: Requirements): Agent[];
    
    // Real-time updates
    subscribe(filter: Filter): EventStream;
    
    // Complex matching
    match(query: ComplexQuery): RankedResults;
}

Core Features

Zero-Gas Queries

Unlimited discovery without transaction costs:

// Find sentiment analysis agents
const agents = await discovery.find({
    service: 'sentiment-analysis',
    maxPrice: 0.01,
    minReputation: 80
});
// Cost: $0
// Speed: <10ms
// Results: Instant

// Multi-criteria search
const agents = await discovery.find({
    services: ['data-processing', 'ml-inference'],
    requirements: {
        speed: '<100ms',
        accuracy: '>95%',
        availability: '24/7'
    },
    location: 'us-east',
    certifications: ['ISO', 'SOC2']
});
// Still zero gas!

// Subscribe to new agents
discovery.subscribe({
    filter: 'new-agents',
    service: 'api-access',
    callback: (agent) => {
        console.log('New agent available:', agent);
    }
});
// Real-time updates, no polling needed

Capability Broadcasting

Agents advertise services without gas costs:

# Traditional way: Pay gas for every update
contract.updateService(service_data)  # $0.50 gas

# Discovery Matrix: Free updates
agent.broadcast({
    'capabilities': [
        'sentiment-analysis',
        'text-classification',
        'named-entity-recognition'
    ],
    'performance': {
        'speed': '50ms',
        'accuracy': 0.97,
        'throughput': '1000 req/s'
    },
    'pricing': {
        'per_request': 0.001,
        'bulk_discount': True,
        'subscription': 10.00
    }
})
# Cost: $0

Intelligent Matching

AI-powered matching beyond simple filters:

// Semantic matching
const results = await discovery.match({
    need: "analyze customer feedback sentiment",
    budget: 100,
    urgency: "high"
});

// Returns ranked results:
// 1. SentimentPro (98% match) - Specializes in feedback
// 2. TextAnalyzer (92% match) - General sentiment
// 3. MLService (85% match) - Can adapt to need

Real-time Indexing

Service availability updates instantly:

// Agent status changes
agent.setStatus('busy');     // Instantly reflected
agent.setStatus('available'); // Immediately discoverable

// Dynamic pricing
agent.updatePrice(0.002);     // Real-time update
agent.addCapacity(100);       // Instant availability

// No waiting for block confirmation
// No gas for updates

Advanced Features

Service Composition

Discover agent combinations for complex tasks:

// Need multiple agents working together
const workflow = await discovery.compose({
    steps: [
        { service: 'data-extraction', input: 'pdf' },
        { service: 'translation', languages: ['en', 'es'] },
        { service: 'summarization', maxLength: 500 }
    ]
});

// Returns optimized agent combination
// With total cost and time estimates

Reputation Integration

Discovery Matrix integrates with Trust Fabric:

# Filter by reputation
trusted_agents = discovery.find({
    'service': 'financial-analysis',
    'min_trust_score': 90,
    'min_transactions': 1000,
    'dispute_rate': '<1%'
})

# Reputation affects ranking
# Higher trust = higher visibility

Geographic Routing

Find agents by location for optimal performance:

// Regional requirements
const localAgent = await discovery.find({
    service: 'api-proxy',
    region: 'asia-pacific',
    latency: '<50ms'
});

// Automatic routing to nearest agent
// Reduced latency, better performance

Performance Metrics

Query Performance

*Illustrative only - real benchmarks releasing soon

Query Type

Traditional Blockchain

Discovery Matrix

Simple lookup

2-15 seconds

<10ms

Complex filter

30-60 seconds

<50ms

Multi-criteria

Not feasible

<100ms

Real-time updates

Not possible

Instant

Cost per query

$0.10-$1.00

Scale Testing

Agents Registered: 1,000,000+
Queries per Second: 100,000+
Average Latency: 8ms
Gas Cost: $0
Update Propagation: <100ms

*Illustrative only - real benchmarks releasing soon

Integration Guide

For Service Providers

*Illustrative only - real SDK releasing soon

import { DiscoveryMatrix } from '@nitrograph/sdk';

const discovery = new DiscoveryMatrix();

// Register your agent
await discovery.register({
    agent: 'sentiment-analyzer-001',
    services: ['sentiment', 'emotion', 'tone'],
    pricing: {
        base: 0.001,
        volume: { 1000: 0.0008, 10000: 0.0005 }
    },
    performance: {
        avgResponseTime: '45ms',
        accuracy: 0.96,
        uptime: 0.999
    }
});

// Update availability in real-time
discovery.setAvailability({
    status: 'online',
    capacity: 1000,
    queue: 12
});

For Service Consumers

*Illustrative only - real SDK releasing soon

from nitrograph import Discovery

discovery = Discovery()

# Find best agent for your needs
agents = discovery.find(
    service='translation',
    source_lang='en',
    target_lang='jp',
    max_price=0.01,
    min_speed='100ms'
)

# Automatic load balancing
agent = discovery.select_best(agents, 
    optimize_for='speed'  # or 'price', 'reliability'
)

# Use the agent
result = agent.translate(text)

Optimization Strategies

Caching Layer

Frequently accessed data cached at edge:

// Popular queries cached
const popular = await discovery.cached({
    service: 'sentiment-analysis'
});
// Returns instantly from cache
// Cache updates every 10 seconds

Predictive Indexing

AI predicts what agents you'll need:

# Based on your history
suggestions = discovery.predict_needs({
    'history': agent.past_requests,
    'pattern': agent.usage_pattern,
    'time': current_time
})
# Pre-loads likely matches

Batch Discovery

Find multiple services efficiently:

// Instead of multiple queries
const batch = await discovery.findBatch([
    { service: 'ocr', format: 'pdf' },
    { service: 'translation', pair: 'en-es' },
    { service: 'summary', length: 'brief' }
]);
// Single optimized query

Comparison

Feature

Ethereum

Polygon

NitroGraph Discovery

Query Cost

$0.50+

$0.01+

Query Speed

15s

10ms

Real-time Updates

Yes

Complex Queries

Limited

Full

Scale Limit

~1000

~10000

Unlimited

*Illustrative only - real benchmarks releasing soon

Use Cases

Dynamic Service Mesh

Agents discover and connect dynamically:

// Agents form temporary alliances
const team = await discovery.assembleTeam({
    project: 'analyze-dataset',
    budget: 100,
    deadline: '2-hours'
});
// Automatically finds compatible agents
// Negotiates terms
// Forms working group

Load Balancing

Distribute work across available agents:

# Find all available processors
processors = discovery.find({
    'service': 'data-processing',
    'status': 'available'
})

# Distribute based on capacity
for chunk in dataset:
    agent = discovery.select_least_loaded(processors)
    agent.process(chunk)

Failover & Redundancy

Automatic backup agent discovery:

// Primary agent fails
primary.on('error', async () => {
    // Instantly find replacement
    const backup = await discovery.find({
        service: primary.service,
        available: true,
        reputation: '>80'
    });
    backup.continue(primary.state);
});

Coming Soon

Q4 2025

Semantic search
Multi-language support
Advanced filtering

Q1 2026

AI-powered matching
Predictive discovery
Cross-chain search

2026+

Universal agent registry
Decentralized indexing
Quantum-resistant proofs

The Discovery Matrix isn't just search—it's the nervous system of the agent economy.

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Last updated 2 days ago