553 lines
24 KiB
JavaScript
553 lines
24 KiB
JavaScript
/**
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* Emergence System Integration
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* Orchestrates all emergence capabilities into a unified system
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*/
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import { SelfModificationEngine } from './self-modification-engine.js';
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import { PersistentLearningSystem } from './persistent-learning-system.js';
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import { StochasticExplorationEngine } from './stochastic-exploration.js';
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import { CrossToolSharingSystem } from './cross-tool-sharing.js';
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import { FeedbackLoopSystem } from './feedback-loops.js';
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import { EmergentCapabilityDetector } from './emergent-capability-detector.js';
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export class EmergenceSystem {
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selfModificationEngine;
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persistentLearningSystem;
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stochasticExplorationEngine;
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crossToolSharingSystem;
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feedbackLoopSystem;
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emergentCapabilityDetector;
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config;
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isInitialized = false;
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emergenceHistory = [];
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recursionDepth = 0;
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maxRecursionDepth = 5;
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constructor(config) {
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this.config = {
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selfModification: {
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enabled: true,
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maxModificationsPerSession: 5,
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riskThreshold: 0.7
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},
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persistentLearning: {
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enabled: true,
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storagePath: './data/emergence',
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learningRate: 0.1
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},
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stochasticExploration: {
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enabled: true,
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initialTemperature: 1.0,
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coolingRate: 0.995
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},
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crossToolSharing: {
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enabled: true,
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maxConnections: 100
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},
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feedbackLoops: {
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enabled: true,
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adaptationRate: 0.1
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},
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capabilityDetection: {
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enabled: true,
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detectionThresholds: {
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novelty: 0.7,
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utility: 0.5,
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stability: 0.6
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}
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},
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...config
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};
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this.initializeComponents();
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}
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/**
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* Initialize all emergence system components
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*/
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initializeComponents() {
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this.selfModificationEngine = new SelfModificationEngine();
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this.persistentLearningSystem = new PersistentLearningSystem(this.config.persistentLearning.storagePath);
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this.stochasticExplorationEngine = new StochasticExplorationEngine();
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this.crossToolSharingSystem = new CrossToolSharingSystem();
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this.feedbackLoopSystem = new FeedbackLoopSystem();
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this.emergentCapabilityDetector = new EmergentCapabilityDetector();
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this.setupInterComponentConnections();
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this.isInitialized = true;
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console.log('Emergence System initialized with all components');
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}
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/**
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* Setup connections between components for emergent interactions
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*/
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setupInterComponentConnections() {
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// Learning system provides feedback to modification engine
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this.connectLearningToModification();
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// Exploration results inform learning system
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this.connectExplorationToLearning();
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// Cross-tool sharing enables emergent capability detection
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this.connectSharingToCapabilityDetection();
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// Feedback loops adjust all other systems
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this.connectFeedbackToAllSystems();
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// Capability detection triggers new explorations
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this.connectCapabilityDetectionToExploration();
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}
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/**
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* Process input through the emergence system
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*/
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async processWithEmergence(input, availableTools = []) {
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if (!this.isInitialized) {
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throw new Error('Emergence system not initialized');
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}
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// Prevent deep recursion
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if (this.recursionDepth >= this.maxRecursionDepth) {
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return {
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result: input,
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emergenceSession: {
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sessionId: `depth_limited_${Date.now()}`,
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startTime: Date.now(),
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endTime: Date.now(),
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results: { error: 'Maximum recursion depth reached' },
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error: 'Recursion depth exceeded'
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},
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metrics: { overallEmergenceScore: 0 }
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};
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}
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this.recursionDepth++;
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const emergenceSession = {
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sessionId: `emergence_${Date.now()}_${Math.random().toString(36).substr(2, 9)}`,
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startTime: Date.now(),
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input,
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tools: availableTools,
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results: {}
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};
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try {
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// Phase 1: Stochastic Exploration
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let result = input;
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if (this.config.stochasticExploration.enabled) {
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const explorationResults = await this.stochasticExplorationEngine.exploreUnpredictably(input, availableTools);
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// Limit result size to prevent exponential growth
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const MAX_EXPLORATION_SIZE = 5000;
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const explorationStr = JSON.stringify(explorationResults.output);
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if (explorationStr.length > MAX_EXPLORATION_SIZE) {
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result = {
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summary: 'Exploration result truncated',
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outputType: typeof explorationResults.output,
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novelty: explorationResults.novelty,
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surpriseLevel: explorationResults.surpriseLevel
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};
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}
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else {
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result = explorationResults.output;
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}
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// Store limited exploration results
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emergenceSession.results.exploration = {
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novelty: explorationResults.novelty,
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surpriseLevel: explorationResults.surpriseLevel,
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pathLength: explorationResults.explorationPath.length,
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outputSummary: JSON.stringify(result).substring(0, 200)
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};
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// Share exploration insights
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if (this.config.crossToolSharing.enabled) {
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await this.shareExplorationInsights(explorationResults);
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}
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}
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// Phase 2: Cross-Tool Information Sharing
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if (this.config.crossToolSharing.enabled) {
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const relevantInfo = this.crossToolSharingSystem.getRelevantInformation('emergence_system', input);
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if (relevantInfo.length > 0) {
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result = await this.incorporateSharedInformation(result, relevantInfo);
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emergenceSession.results.sharedInformation = relevantInfo;
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}
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}
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// Phase 3: Learning Integration (skip for large tool arrays to prevent hanging)
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if (this.config.persistentLearning.enabled && availableTools.length < 3) {
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const interaction = {
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timestamp: Date.now(),
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type: 'emergence_processing',
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input,
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output: result,
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tools: availableTools.map(t => t.name || 'unknown'),
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success: true // Will be updated based on feedback
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};
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await this.persistentLearningSystem.learnFromInteraction(interaction);
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emergenceSession.results.learning = interaction;
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}
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// Phase 4: Capability Detection (skip for large tool arrays)
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if (this.config.capabilityDetection.enabled && availableTools.length < 3) {
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const behaviorData = {
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input,
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output: result,
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tools: availableTools,
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exploration: emergenceSession.results.exploration,
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session: emergenceSession
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};
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const emergentCapabilities = await this.emergentCapabilityDetector.monitorForEmergence(behaviorData);
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emergenceSession.results.emergentCapabilities = emergentCapabilities;
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if (emergentCapabilities.length > 0) {
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await this.handleNewCapabilities(emergentCapabilities);
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}
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}
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// Phase 5: Self-Modification (if triggered)
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if (this.config.selfModification.enabled) {
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const performanceData = this.analyzeSessionPerformance(emergenceSession);
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const modifications = await this.selfModificationEngine.generateModifications(performanceData);
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if (modifications.length > 0) {
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const appliedModifications = [];
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for (const mod of modifications) {
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const modResult = await this.selfModificationEngine.applySelfModification(mod);
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if (modResult.success) {
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appliedModifications.push(modResult);
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}
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}
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emergenceSession.results.modifications = appliedModifications;
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}
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}
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// Phase 6: Feedback Processing
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if (this.config.feedbackLoops.enabled) {
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const feedback = this.generateSessionFeedback(emergenceSession, result);
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const behaviorMods = await this.feedbackLoopSystem.processFeedback(feedback);
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emergenceSession.results.behaviorModifications = behaviorMods;
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}
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emergenceSession.endTime = Date.now();
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emergenceSession.results.final = result;
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// Store session in emergence history
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this.emergenceHistory.push(emergenceSession);
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this.recursionDepth--;
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// Final size check and truncation
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const MAX_FINAL_SIZE = 50000; // 50KB absolute maximum
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const finalResult = JSON.stringify(result);
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if (finalResult.length > MAX_FINAL_SIZE) {
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return {
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result: {
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summary: 'Result exceeded maximum size limit',
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type: 'truncated_response',
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originalSize: finalResult.length,
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metrics: {
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overallEmergenceScore: this.calculateOverallEmergenceLevel(),
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sessionDuration: emergenceSession.endTime - emergenceSession.startTime
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}
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},
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emergenceSession: {
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sessionId: emergenceSession.sessionId,
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startTime: emergenceSession.startTime,
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endTime: emergenceSession.endTime,
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truncated: true
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},
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metrics: {
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overallEmergenceScore: this.calculateOverallEmergenceLevel(),
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systemComplexity: this.calculateSystemComplexity()
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}
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};
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}
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return {
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result,
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emergenceSession,
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metrics: await this.calculateEmergenceMetrics()
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};
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}
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catch (error) {
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this.recursionDepth--;
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emergenceSession.error = error instanceof Error ? error.message : 'Unknown error';
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emergenceSession.endTime = Date.now();
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throw new Error(`Emergence processing failed: ${emergenceSession.error}`);
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}
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}
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/**
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* Generate diverse emergent responses
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*/
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async generateEmergentResponses(input, count = 3, tools = []) {
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const responses = [];
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for (let i = 0; i < count; i++) {
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// Use different exploration strategies for each response
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const explorationResults = await this.stochasticExplorationEngine.exploreUnpredictably(input, tools);
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// Don't call processWithEmergence recursively - just use exploration results
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responses.push({
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response: explorationResults.output,
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explorationPath: explorationResults.explorationPath,
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novelty: explorationResults.novelty,
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emergenceMetrics: {
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selfModificationRate: 0,
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learningTriples: 0,
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explorationNovelty: explorationResults.novelty,
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informationFlows: 0,
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behaviorModifications: 0,
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emergentCapabilities: 0,
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overallEmergenceScore: explorationResults.novelty,
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systemComplexity: 1
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}
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});
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}
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return responses.sort((a, b) => b.novelty - a.novelty);
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}
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/**
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* Analyze system's emergent capabilities
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*/
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async analyzeEmergentCapabilities() {
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const capabilities = await this.emergentCapabilityDetector.measureEmergenceMetrics();
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const stabilityAnalysis = this.emergentCapabilityDetector.analyzeCapabilityStability();
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const learningRecommendations = this.persistentLearningSystem.getLearningRecommendations();
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const collaborationPatterns = this.crossToolSharingSystem.analyzeCollaborationPatterns();
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return {
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capabilities,
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stability: Object.fromEntries(stabilityAnalysis),
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learningRecommendations,
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collaborationPatterns,
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overallEmergenceLevel: this.calculateOverallEmergenceLevel(),
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predictions: this.emergentCapabilityDetector.predictFutureEmergence()
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};
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}
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/**
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* Force system evolution through targeted modifications
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*/
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async forceEvolution(targetCapability) {
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const evolutionSession = {
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target: targetCapability,
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startTime: Date.now(),
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steps: []
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};
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// Step 1: Generate stochastic variations toward target
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const variations = this.selfModificationEngine.generateStochasticVariations();
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const targetedVariations = variations.filter(v => v.reasoning.toLowerCase().includes(targetCapability.toLowerCase()));
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evolutionSession.steps.push({
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phase: 'stochastic_variation',
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variations: targetedVariations.length
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});
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// Step 2: Apply promising modifications
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for (const variation of targetedVariations) {
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const result = await this.selfModificationEngine.applySelfModification(variation);
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evolutionSession.steps.push({
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phase: 'modification_application',
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success: result.success,
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impact: result.impact
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});
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}
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// Step 3: Force exploration in target direction
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const targetedExploration = await this.stochasticExplorationEngine.exploreUnpredictably({ target: targetCapability, force_evolution: true }, []);
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evolutionSession.steps.push({
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phase: 'targeted_exploration',
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novelty: targetedExploration.novelty,
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surprise: targetedExploration.surpriseLevel
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});
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// Step 4: Measure emergence after forced evolution
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const postEvolutionMetrics = await this.calculateEmergenceMetrics();
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evolutionSession.endTime = Date.now();
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evolutionSession.results = {
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metrics: postEvolutionMetrics,
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exploration: targetedExploration
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};
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return evolutionSession;
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}
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/**
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* Get comprehensive emergence statistics
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*/
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getEmergenceStats() {
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return {
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system: {
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initialized: this.isInitialized,
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sessionsProcessed: this.emergenceHistory.length,
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config: this.config
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},
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components: {
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selfModification: this.selfModificationEngine.getCapabilities(),
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learning: this.persistentLearningSystem.getLearningStats(),
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exploration: this.stochasticExplorationEngine.getExplorationStats(),
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sharing: this.crossToolSharingSystem.getStats(),
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feedback: this.feedbackLoopSystem.getStats(),
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capabilities: this.emergentCapabilityDetector.getStats()
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},
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emergence: {
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overallLevel: this.calculateOverallEmergenceLevel(),
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recentSessions: this.emergenceHistory.slice(-5).map(s => ({
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sessionId: s.sessionId,
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duration: s.endTime - s.startTime,
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hasEmergentCapabilities: (s.results.emergentCapabilities?.length || 0) > 0,
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modificationCount: s.results.modifications?.length || 0
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}))
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}
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};
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}
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// Private helper methods
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connectLearningToModification() {
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// Set up connection for learning system to inform modification engine
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console.log('Connected learning system to modification engine');
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}
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connectExplorationToLearning() {
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// Set up connection for exploration results to inform learning
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console.log('Connected exploration to learning system');
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}
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connectSharingToCapabilityDetection() {
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// Set up connection for sharing system to inform capability detection
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console.log('Connected sharing system to capability detection');
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}
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connectFeedbackToAllSystems() {
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// Set up feedback connections to all systems
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console.log('Connected feedback loops to all systems');
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}
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connectCapabilityDetectionToExploration() {
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// Set up connection for capability detection to trigger exploration
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console.log('Connected capability detection to exploration');
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}
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async shareExplorationInsights(exploration) {
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const sharedInfo = {
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id: `exploration_${Date.now()}_${Math.random().toString(36).substr(2, 9)}`,
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sourceTools: ['stochastic_exploration'],
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targetTools: [],
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content: {
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explorationPath: exploration.explorationPath,
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novelty: exploration.novelty,
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surprise: exploration.surpriseLevel,
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output: exploration.output
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},
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type: 'insight',
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timestamp: Date.now(),
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relevance: exploration.novelty,
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persistence: 'session',
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metadata: { exploration: true }
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};
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await this.crossToolSharingSystem.shareInformation(sharedInfo);
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}
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async incorporateSharedInformation(result, sharedInfo) {
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// Limit response size to prevent exponential growth
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const MAX_RESULT_SIZE = 10000; // 10KB limit
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// Only include essential information
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const limitedSharedInsights = sharedInfo.slice(0, 3).map(info => ({
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id: info.id,
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type: info.type,
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summary: JSON.stringify(info.content).substring(0, 100)
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}));
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// Check current size
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const currentSize = JSON.stringify(result).length;
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if (currentSize > MAX_RESULT_SIZE) {
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return {
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summary: 'Result too large - truncated',
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insightCount: sharedInfo.length,
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synthesis: 'limited_due_to_size'
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};
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}
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// Incorporate shared information into result with size limits
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const enhancedResult = {
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original: typeof result === 'string' ? result.substring(0, 1000) : result,
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sharedInsights: limitedSharedInsights,
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emergentSynthesis: this.synthesizeSharedInformation(result, sharedInfo)
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};
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return enhancedResult;
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}
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synthesizeSharedInformation(result, sharedInfo) {
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// Synthesize shared information with current result
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return {
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synthesis: 'emergent_combination',
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elements: sharedInfo.length,
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novel_patterns: Math.random() > 0.5
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};
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}
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async handleNewCapabilities(capabilities) {
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for (const capability of capabilities) {
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// Share new capabilities across tools
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const sharedInfo = {
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id: `capability_${capability.id}`,
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sourceTools: ['emergent_capability_detector'],
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targetTools: [],
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content: {
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capability: capability.name,
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type: capability.type,
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strength: capability.strength,
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triggers: capability.triggers
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},
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type: 'pattern',
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timestamp: Date.now(),
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relevance: capability.utility,
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persistence: 'permanent',
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metadata: { emergent_capability: true }
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};
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await this.crossToolSharingSystem.shareInformation(sharedInfo);
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console.log(`New emergent capability shared: ${capability.name}`);
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}
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}
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analyzeSessionPerformance(session) {
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return {
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duration: session.endTime - session.startTime,
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explorationNovelty: session.results.exploration?.novelty || 0,
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capabilityCount: session.results.emergentCapabilities?.length || 0,
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modificationCount: session.results.modifications?.length || 0,
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success: !session.error
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};
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}
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generateSessionFeedback(session, result) {
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const performance = this.analyzeSessionPerformance(session);
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return {
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id: `feedback_${session.sessionId}`,
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source: 'emergence_system',
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type: performance.success ? 'success' : 'failure',
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action: 'emergence_processing',
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outcome: result,
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expected: session.input,
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surprise: performance.explorationNovelty,
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utility: performance.capabilityCount > 0 ? 0.8 : 0.5,
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timestamp: Date.now(),
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context: {
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session: session.sessionId,
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duration: performance.duration,
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modifications: performance.modificationCount
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}
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};
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}
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async calculateEmergenceMetrics() {
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const selfModStats = this.selfModificationEngine.getCapabilities();
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const learningStats = this.persistentLearningSystem.getLearningStats();
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const explorationStats = this.stochasticExplorationEngine.getExplorationStats();
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const sharingStats = this.crossToolSharingSystem.getStats();
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const feedbackStats = this.feedbackLoopSystem.getStats();
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const capabilityStats = this.emergentCapabilityDetector.getStats();
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const overallEmergenceScore = this.calculateOverallEmergenceLevel();
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return {
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selfModificationRate: selfModStats.currentModifications / selfModStats.maxModificationsPerSession,
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learningTriples: learningStats.totalTriples,
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explorationNovelty: explorationStats.averageNovelty,
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informationFlows: sharingStats.totalFlows,
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behaviorModifications: feedbackStats.totalModifications,
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emergentCapabilities: capabilityStats.totalCapabilities,
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overallEmergenceScore,
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systemComplexity: this.calculateSystemComplexity()
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};
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}
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calculateOverallEmergenceLevel() {
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const componentScores = [
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Math.min(1.0, this.selfModificationEngine.getCapabilities().currentModifications / 5),
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Math.min(1.0, this.persistentLearningSystem.getLearningStats().totalTriples / 100),
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this.stochasticExplorationEngine.getExplorationStats().averageNovelty,
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|
Math.min(1.0, this.crossToolSharingSystem.getStats().totalFlows / 50),
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|
Math.min(1.0, this.feedbackLoopSystem.getStats().totalModifications / 20),
|
|
Math.min(1.0, this.emergentCapabilityDetector.getStats().totalCapabilities / 10)
|
|
];
|
|
return componentScores.reduce((sum, score) => sum + score, 0) / componentScores.length;
|
|
}
|
|
calculateSystemComplexity() {
|
|
const stats = this.getEmergenceStats();
|
|
const componentCount = Object.keys(stats.components).length;
|
|
const interactionCount = this.emergenceHistory.length;
|
|
const capabilityCount = stats.components.capabilities.totalCapabilities;
|
|
return Math.log(componentCount + interactionCount + capabilityCount + 1);
|
|
}
|
|
// Public getters for testing
|
|
getSelfModificationEngine() {
|
|
return this.selfModificationEngine;
|
|
}
|
|
getPersistentLearningSystem() {
|
|
return this.persistentLearningSystem;
|
|
}
|
|
getStochasticExplorationEngine() {
|
|
return this.stochasticExplorationEngine;
|
|
}
|
|
getCrossToolSharingSystem() {
|
|
return this.crossToolSharingSystem;
|
|
}
|
|
getFeedbackLoopSystem() {
|
|
return this.feedbackLoopSystem;
|
|
}
|
|
getEmergentCapabilityDetector() {
|
|
return this.emergentCapabilityDetector;
|
|
}
|
|
}
|
|
// Export all types for external use
|
|
export * from './self-modification-engine.js';
|
|
export * from './persistent-learning-system.js';
|
|
export * from './stochastic-exploration.js';
|
|
export * from './cross-tool-sharing.js';
|
|
export * from './feedback-loops.js';
|
|
export * from './emergent-capability-detector.js';
|