/**
 * Emergent Capability Detection System
 * Monitors and measures the emergence of unexpected capabilities in the system
 */
export class EmergentCapabilityDetector {
    detectedCapabilities = new Map();
    baselineCapabilities = new Set();
    monitoringPatterns = new Map();
    emergenceThresholds = {
        novelty: 0.7,
        utility: 0.5,
        stability: 0.6,
        evidence: 3
    };
    detectionHistory = [];
    /**
     * Initialize baseline capabilities
     */
    initializeBaseline(capabilities) {
        this.baselineCapabilities = new Set(capabilities);
        console.log(`Initialized baseline with ${capabilities.length} capabilities`);
    }
    /**
     * Monitor system behavior for emergent capabilities
     */
    async monitorForEmergence(behaviorData) {
        const newCapabilities = [];
        // Detect novel behaviors
        const novelBehaviors = this.detectNovelBehaviors(behaviorData);
        newCapabilities.push(...novelBehaviors);
        // Detect unexpected solutions
        const unexpectedSolutions = this.detectUnexpectedSolutions(behaviorData);
        newCapabilities.push(...unexpectedSolutions);
        // Detect cross-domain insights
        const crossDomainInsights = this.detectCrossDomainInsights(behaviorData);
        newCapabilities.push(...crossDomainInsights);
        // Detect self-organization patterns
        const selfOrganization = this.detectSelfOrganization(behaviorData);
        newCapabilities.push(...selfOrganization);
        // Detect meta-learning capabilities
        const metaLearning = this.detectMetaLearning(behaviorData);
        newCapabilities.push(...metaLearning);
        // Validate and store new capabilities
        for (const capability of newCapabilities) {
            if (this.validateEmergentCapability(capability)) {
                this.detectedCapabilities.set(capability.id, capability);
                this.logCapabilityEmergence(capability);
            }
        }
        return newCapabilities;
    }
    /**
     * Analyze the stability of emergent capabilities over time
     */
    analyzeCapabilityStability() {
        const stabilityScores = new Map();
        for (const [id, capability] of this.detectedCapabilities) {
            const stability = this.calculateStabilityScore(capability);
            stabilityScores.set(id, stability);
            // Update capability stability
            capability.stability = stability;
        }
        return stabilityScores;
    }
    /**
     * Measure overall emergence metrics
     */
    measureEmergenceMetrics() {
        const capabilities = Array.from(this.detectedCapabilities.values());
        return {
            emergenceRate: this.calculateEmergenceRate(),
            stabilityIndex: this.calculateStabilityIndex(capabilities),
            diversityScore: this.calculateDiversityScore(capabilities),
            complexityGrowth: this.calculateComplexityGrowth(),
            crossDomainConnections: this.calculateCrossDomainConnections(capabilities),
            selfOrganizationLevel: this.calculateSelfOrganizationLevel(capabilities)
        };
    }
    /**
     * Predict potential future emergent capabilities
     */
    predictFutureEmergence() {
        const predictions = [];
        // Analyze current trends
        const trends = this.analyzeTrends();
        // Predict based on combination patterns
        const combinationPredictions = this.predictFromCombinations();
        predictions.push(...combinationPredictions);
        // Predict based on growth patterns
        const growthPredictions = this.predictFromGrowthPatterns(trends);
        predictions.push(...growthPredictions);
        // Predict based on missing capabilities
        const gapPredictions = this.predictFromCapabilityGaps();
        predictions.push(...gapPredictions);
        return predictions;
    }
    /**
     * Detect novel behaviors not in baseline
     */
    detectNovelBehaviors(behaviorData) {
        const capabilities = [];
        // Analyze behavior patterns
        const behaviors = this.extractBehaviorPatterns(behaviorData);
        for (const behavior of behaviors) {
            if (!this.isBaselineBehavior(behavior)) {
                const novelty = this.calculateNovelty(behavior);
                const utility = this.calculateUtility(behavior);
                if (novelty > this.emergenceThresholds.novelty) {
                    capabilities.push({
                        id: `novel_behavior_${Date.now()}_${Math.random().toString(36).substr(2, 9)}`,
                        name: `Novel Behavior: ${behavior.name}`,
                        description: `Newly emerged behavior pattern: ${behavior.description}`,
                        type: 'novel_behavior',
                        strength: behavior.strength || 0.5,
                        novelty,
                        utility,
                        stability: 0.5, // Initial stability
                        timestamp: Date.now(),
                        evidence: [{
                                type: 'behavioral',
                                description: 'New behavior pattern detected',
                                data: behavior,
                                strength: novelty,
                                timestamp: Date.now(),
                                source: 'behavior_monitor'
                            }],
                        preconditions: behavior.preconditions || [],
                        triggers: behavior.triggers || []
                    });
                }
            }
        }
        return capabilities;
    }
    /**
     * Detect unexpected problem-solving approaches
     */
    detectUnexpectedSolutions(behaviorData) {
        const capabilities = [];
        const solutions = this.extractSolutionPatterns(behaviorData);
        for (const solution of solutions) {
            const unexpectedness = this.calculateUnexpectedness(solution);
            const effectiveness = this.calculateEffectiveness(solution);
            if (unexpectedness > 0.6 && effectiveness > this.emergenceThresholds.utility) {
                capabilities.push({
                    id: `unexpected_solution_${Date.now()}_${Math.random().toString(36).substr(2, 9)}`,
                    name: `Unexpected Solution: ${solution.problemType}`,
                    description: `Novel approach to solving ${solution.problemType}: ${solution.approach}`,
                    type: 'unexpected_solution',
                    strength: effectiveness,
                    novelty: unexpectedness,
                    utility: effectiveness,
                    stability: 0.5,
                    timestamp: Date.now(),
                    evidence: [{
                            type: 'performance',
                            description: 'Unexpected but effective solution approach',
                            data: solution,
                            strength: effectiveness,
                            timestamp: Date.now(),
                            source: 'solution_monitor'
                        }],
                    preconditions: solution.preconditions || [],
                    triggers: [solution.problemType]
                });
            }
        }
        return capabilities;
    }
    /**
     * Detect insights that bridge different domains
     */
    detectCrossDomainInsights(behaviorData) {
        const capabilities = [];
        const insights = this.extractCrossDomainPatterns(behaviorData);
        for (const insight of insights) {
            const bridgingScore = this.calculateBridgingScore(insight);
            const insightValue = this.calculateInsightValue(insight);
            if (bridgingScore > 0.7 && insightValue > this.emergenceThresholds.utility) {
                capabilities.push({
                    id: `cross_domain_insight_${Date.now()}_${Math.random().toString(36).substr(2, 9)}`,
                    name: `Cross-Domain Insight: ${insight.domains.join(' + ')}`,
                    description: `Insight connecting ${insight.domains.join(' and ')}: ${insight.insight}`,
                    type: 'cross_domain_insight',
                    strength: insightValue,
                    novelty: bridgingScore,
                    utility: insightValue,
                    stability: 0.5,
                    timestamp: Date.now(),
                    evidence: [{
                            type: 'pattern',
                            description: 'Cross-domain connection discovered',
                            data: insight,
                            strength: bridgingScore,
                            timestamp: Date.now(),
                            source: 'domain_monitor'
                        }],
                    preconditions: insight.preconditions || [],
                    triggers: insight.domains
                });
            }
        }
        return capabilities;
    }
    /**
     * Detect self-organizing behaviors
     */
    detectSelfOrganization(behaviorData) {
        const capabilities = [];
        const organizationPatterns = this.extractOrganizationPatterns(behaviorData);
        for (const pattern of organizationPatterns) {
            const organizationLevel = this.calculateOrganizationLevel(pattern);
            const autonomy = this.calculateAutonomy(pattern);
            if (organizationLevel > 0.6 && autonomy > 0.5) {
                capabilities.push({
                    id: `self_organization_${Date.now()}_${Math.random().toString(36).substr(2, 9)}`,
                    name: `Self-Organization: ${pattern.type}`,
                    description: `Autonomous organization in ${pattern.domain}: ${pattern.description}`,
                    type: 'self_organization',
                    strength: organizationLevel,
                    novelty: autonomy,
                    utility: organizationLevel * autonomy,
                    stability: 0.5,
                    timestamp: Date.now(),
                    evidence: [{
                            type: 'behavioral',
                            description: 'Self-organizing behavior detected',
                            data: pattern,
                            strength: organizationLevel,
                            timestamp: Date.now(),
                            source: 'organization_monitor'
                        }],
                    preconditions: pattern.preconditions || [],
                    triggers: [pattern.domain]
                });
            }
        }
        return capabilities;
    }
    /**
     * Detect meta-learning capabilities
     */
    detectMetaLearning(behaviorData) {
        const capabilities = [];
        const learningPatterns = this.extractLearningPatterns(behaviorData);
        for (const pattern of learningPatterns) {
            const metaLevel = this.calculateMetaLevel(pattern);
            const adaptability = this.calculateAdaptability(pattern);
            if (metaLevel > 0.6 && adaptability > 0.5) {
                capabilities.push({
                    id: `meta_learning_${Date.now()}_${Math.random().toString(36).substr(2, 9)}`,
                    name: `Meta-Learning: ${pattern.type}`,
                    description: `Learning to learn in ${pattern.domain}: ${pattern.mechanism}`,
                    type: 'meta_learning',
                    strength: adaptability,
                    novelty: metaLevel,
                    utility: adaptability,
                    stability: 0.5,
                    timestamp: Date.now(),
                    evidence: [{
                            type: 'performance',
                            description: 'Meta-learning capability detected',
                            data: pattern,
                            strength: metaLevel,
                            timestamp: Date.now(),
                            source: 'learning_monitor'
                        }],
                    preconditions: pattern.preconditions || [],
                    triggers: [pattern.domain]
                });
            }
        }
        return capabilities;
    }
    /**
     * Validate that a capability meets emergence criteria
     */
    validateEmergentCapability(capability) {
        // Check thresholds
        if (capability.novelty < this.emergenceThresholds.novelty)
            return false;
        if (capability.utility < this.emergenceThresholds.utility)
            return false;
        if (capability.evidence.length < this.emergenceThresholds.evidence)
            return false;
        // Check for sufficient evidence strength
        const avgEvidenceStrength = capability.evidence.reduce((sum, e) => sum + e.strength, 0) / capability.evidence.length;
        if (avgEvidenceStrength < 0.5)
            return false;
        // Check for uniqueness
        for (const existing of this.detectedCapabilities.values()) {
            if (this.calculateCapabilitySimilarity(capability, existing) > 0.8) {
                return false; // Too similar to existing capability
            }
        }
        return true;
    }
    /**
     * Calculate stability score for a capability
     */
    calculateStabilityScore(capability) {
        const timeSinceEmergence = Date.now() - capability.timestamp;
        const daysSinceEmergence = timeSinceEmergence / (1000 * 60 * 60 * 24);
        // Capabilities are more stable if they persist over time
        const persistenceScore = Math.min(1.0, daysSinceEmergence / 7); // Stabilizes over a week
        // Check if capability has been consistently observed
        const recentObservations = this.detectionHistory
            .filter(h => h.capabilityId === capability.id)
            .filter(h => Date.now() - h.timestamp < 7 * 24 * 60 * 60 * 1000); // Last week
        const observationFrequency = recentObservations.length / 7; // Observations per day
        const frequencyScore = Math.min(1.0, observationFrequency / 0.5); // Target: 0.5 observations per day
        return (persistenceScore + frequencyScore) / 2;
    }
    /**
     * Calculate emergence rate
     */
    calculateEmergenceRate() {
        const recentCapabilities = Array.from(this.detectedCapabilities.values())
            .filter(c => Date.now() - c.timestamp < 7 * 24 * 60 * 60 * 1000); // Last week
        return recentCapabilities.length / 7; // Capabilities per day
    }
    /**
     * Calculate stability index
     */
    calculateStabilityIndex(capabilities) {
        if (capabilities.length === 0)
            return 0;
        const avgStability = capabilities.reduce((sum, c) => sum + c.stability, 0) / capabilities.length;
        return avgStability;
    }
    /**
     * Calculate diversity score
     */
    calculateDiversityScore(capabilities) {
        if (capabilities.length === 0)
            return 0;
        const types = new Set(capabilities.map(c => c.type));
        const typeDistribution = Array.from(types).map(type => capabilities.filter(c => c.type === type).length / capabilities.length);
        // Shannon entropy for diversity
        const entropy = -typeDistribution.reduce((sum, p) => sum + p * Math.log2(p), 0);
        const maxEntropy = Math.log2(types.size);
        return maxEntropy > 0 ? entropy / maxEntropy : 0;
    }
    /**
     * Calculate complexity growth
     */
    calculateComplexityGrowth() {
        const recent = Array.from(this.detectedCapabilities.values())
            .filter(c => Date.now() - c.timestamp < 30 * 24 * 60 * 60 * 1000) // Last month
            .sort((a, b) => a.timestamp - b.timestamp);
        if (recent.length < 2)
            return 0;
        const complexityScores = recent.map(c => c.strength * c.novelty * c.utility);
        const earlyAvg = complexityScores.slice(0, Math.floor(complexityScores.length / 2))
            .reduce((a, b) => a + b, 0) / Math.floor(complexityScores.length / 2);
        const lateAvg = complexityScores.slice(Math.floor(complexityScores.length / 2))
            .reduce((a, b) => a + b, 0) / Math.ceil(complexityScores.length / 2);
        return lateAvg - earlyAvg;
    }
    /**
     * Calculate cross-domain connections
     */
    calculateCrossDomainConnections(capabilities) {
        return capabilities.filter(c => c.type === 'cross_domain_insight').length;
    }
    /**
     * Calculate self-organization level
     */
    calculateSelfOrganizationLevel(capabilities) {
        const selfOrgCapabilities = capabilities.filter(c => c.type === 'self_organization');
        if (selfOrgCapabilities.length === 0)
            return 0;
        return selfOrgCapabilities.reduce((sum, c) => sum + c.strength, 0) / selfOrgCapabilities.length;
    }
    // Helper methods for pattern extraction and analysis
    extractBehaviorPatterns(data) {
        // Extract behavior patterns from data
        return data.behaviors || [];
    }
    extractSolutionPatterns(data) {
        // Extract solution patterns from data
        return data.solutions || [];
    }
    extractCrossDomainPatterns(data) {
        // Extract cross-domain patterns from data
        return data.crossDomainInsights || [];
    }
    extractOrganizationPatterns(data) {
        // Extract organization patterns from data
        return data.organizationPatterns || [];
    }
    extractLearningPatterns(data) {
        // Extract learning patterns from data
        return data.learningPatterns || [];
    }
    isBaselineBehavior(behavior) {
        return this.baselineCapabilities.has(behavior.name);
    }
    calculateNovelty(behavior) {
        // Calculate how novel this behavior is
        return Math.random() * 0.5 + 0.5; // Simplified
    }
    calculateUtility(behavior) {
        // Calculate utility of the behavior
        return Math.random() * 0.5 + 0.5; // Simplified
    }
    calculateUnexpectedness(solution) {
        // Calculate how unexpected this solution is
        return Math.random() * 0.5 + 0.5; // Simplified
    }
    calculateEffectiveness(solution) {
        // Calculate effectiveness of the solution
        return Math.random() * 0.5 + 0.5; // Simplified
    }
    calculateBridgingScore(insight) {
        // Calculate how well this insight bridges domains
        return Math.random() * 0.5 + 0.5; // Simplified
    }
    calculateInsightValue(insight) {
        // Calculate value of the insight
        return Math.random() * 0.5 + 0.5; // Simplified
    }
    calculateOrganizationLevel(pattern) {
        // Calculate level of self-organization
        return Math.random() * 0.5 + 0.5; // Simplified
    }
    calculateAutonomy(pattern) {
        // Calculate autonomy level
        return Math.random() * 0.5 + 0.5; // Simplified
    }
    calculateMetaLevel(pattern) {
        // Calculate meta-learning level
        return Math.random() * 0.5 + 0.5; // Simplified
    }
    calculateAdaptability(pattern) {
        // Calculate adaptability
        return Math.random() * 0.5 + 0.5; // Simplified
    }
    calculateCapabilitySimilarity(cap1, cap2) {
        // Calculate similarity between capabilities
        return Math.random() * 0.5; // Simplified
    }
    logCapabilityEmergence(capability) {
        this.detectionHistory.push({
            capabilityId: capability.id,
            timestamp: Date.now(),
            type: capability.type,
            strength: capability.strength
        });
        console.log(`New emergent capability detected: ${capability.name}`);
    }
    analyzeTrends() {
        // Analyze emergence trends
        return {};
    }
    predictFromCombinations() {
        // Predict capabilities from existing combinations
        return [];
    }
    predictFromGrowthPatterns(trends) {
        // Predict based on growth patterns
        return [];
    }
    predictFromCapabilityGaps() {
        // Predict based on missing capabilities
        return [];
    }
    /**
     * Get detection statistics
     */
    getStats() {
        const capabilities = Array.from(this.detectedCapabilities.values());
        return {
            totalCapabilities: capabilities.length,
            byType: this.getCapabilitiesByType(capabilities),
            averageStability: this.calculateStabilityIndex(capabilities),
            emergenceRate: this.calculateEmergenceRate(),
            complexityGrowth: this.calculateComplexityGrowth(),
            mostRecentCapability: capabilities.sort((a, b) => b.timestamp - a.timestamp)[0]?.name || 'None',
            detectionHistory: this.detectionHistory.length
        };
    }
    getCapabilitiesByType(capabilities) {
        const byType = {};
        for (const capability of capabilities) {
            byType[capability.type] = (byType[capability.type] || 0) + 1;
        }
        return byType;
    }
}