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