Advanced Topics - Swarm Intelligence

Swarm Intelligence

Overview

INTUE's swarm intelligence framework enables multiple specialized agents to collaborate, coordinate, and reach consensus through distributed decision-making. This multi-agent architecture harnesses collective intelligence to outperform individual agent capabilities.

Swarm Architecture

The swarm architecture consists of:

1. Specialized Agents: Autonomous units with distinct analytical focuses

2. Coordination Layer: Communication and consensus protocols

3. Objective Function: Common optimization goals

4. Collective Memory: Shared knowledge and historical learning

5. Meta-coordination: Agents that oversee the swarm's operation

// Base swarm configuration
const swarmConfig = {
  name: 'Market Analysis Swarm',
  objective: 'maximum_risk_adjusted_return',
  communicationProtocol: 'message_passing',
  consensusMechanism: 'weighted_voting',
  adaptiveLearning: true
};

// Initialize swarm with member agents
const marketSwarm = new AgentSwarm(swarmConfig);

// Add specialized agents to swarm
marketSwarm.addAgent(momentumAgent, { weight: 0.25 });
marketSwarm.addAgent(sentimentAgent, { weight: 0.20 });
marketSwarm.addAgent(correlationAgent, { weight: 0.20 });
marketSwarm.addAgent(volatilityAgent, { weight: 0.15 });
marketSwarm.addAgent(fundamentalsAgent, { weight: 0.20 });

// Initialize swarm coordination
await marketSwarm.initialize();