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