/** * Emergent Capability Detection System * Monitors and measures the emergence of unexpected capabilities in the system */ export interface EmergentCapability { id: string; name: string; description: string; type: 'novel_behavior' | 'unexpected_solution' | 'cross_domain_insight' | 'self_organization' | 'meta_learning'; strength: number; novelty: number; utility: number; stability: number; timestamp: number; evidence: Evidence[]; preconditions: any[]; triggers: string[]; } export interface Evidence { type: 'behavioral' | 'performance' | 'output' | 'pattern'; description: string; data: any; strength: number; timestamp: number; source: string; } export interface CapabilityMetrics { emergenceRate: number; stabilityIndex: number; diversityScore: number; complexityGrowth: number; crossDomainConnections: number; selfOrganizationLevel: number; } export declare class EmergentCapabilityDetector { private detectedCapabilities; private baselineCapabilities; private monitoringPatterns; private emergenceThresholds; private detectionHistory; /** * Initialize baseline capabilities */ initializeBaseline(capabilities: string[]): void; /** * Monitor system behavior for emergent capabilities */ monitorForEmergence(behaviorData: any): Promise; /** * Analyze the stability of emergent capabilities over time */ analyzeCapabilityStability(): Map; /** * Measure overall emergence metrics */ measureEmergenceMetrics(): CapabilityMetrics; /** * Predict potential future emergent capabilities */ predictFutureEmergence(): any[]; /** * Detect novel behaviors not in baseline */ private detectNovelBehaviors; /** * Detect unexpected problem-solving approaches */ private detectUnexpectedSolutions; /** * Detect insights that bridge different domains */ private detectCrossDomainInsights; /** * Detect self-organizing behaviors */ private detectSelfOrganization; /** * Detect meta-learning capabilities */ private detectMetaLearning; /** * Validate that a capability meets emergence criteria */ private validateEmergentCapability; /** * Calculate stability score for a capability */ private calculateStabilityScore; /** * Calculate emergence rate */ private calculateEmergenceRate; /** * Calculate stability index */ private calculateStabilityIndex; /** * Calculate diversity score */ private calculateDiversityScore; /** * Calculate complexity growth */ private calculateComplexityGrowth; /** * Calculate cross-domain connections */ private calculateCrossDomainConnections; /** * Calculate self-organization level */ private calculateSelfOrganizationLevel; private extractBehaviorPatterns; private extractSolutionPatterns; private extractCrossDomainPatterns; private extractOrganizationPatterns; private extractLearningPatterns; private isBaselineBehavior; private calculateNovelty; private calculateUtility; private calculateUnexpectedness; private calculateEffectiveness; private calculateBridgingScore; private calculateInsightValue; private calculateOrganizationLevel; private calculateAutonomy; private calculateMetaLevel; private calculateAdaptability; private calculateCapabilitySimilarity; private logCapabilityEmergence; private analyzeTrends; private predictFromCombinations; private predictFromGrowthPatterns; private predictFromCapabilityGaps; /** * Get detection statistics */ getStats(): any; private getCapabilitiesByType; }