export interface AgentConfig { apiKeys: { openai?: string; anthropic?: string; }; defaults: { model: string; temperature: number; maxTokens: number; }; directories: { config: string; cache: string; logs: string; }; features: { autoSave: boolean; contextAware: boolean; interactiveMode: boolean; }; } export interface ProjectContext { rootPath: string; projectType: string; language: string; framework?: string; packageManager?: 'npm' | 'yarn' | 'pnpm'; dependencies: string[]; devDependencies?: string[]; structure?: ProjectStructure; testDirectory?: string; sourceDirectory?: string; fileStructure?: { directories: string[]; files: string[]; fileTypes: Record; }; patterns?: CodePattern[]; currentFile?: string; } export interface CodebaseSnapshot { content: string; timestamp: Date; metadata?: Record; } export interface ProjectStructure { files: string[]; directories: string[]; entryPoints: string[]; configFiles: string[]; testFiles: string[]; } export interface AnalysisResult { summary: string; insights: string[]; suggestions: string[]; metrics: { complexity: number; maintainability: number; testCoverage?: number; }; patterns: CodePattern[]; } export interface CodeMetrics { complexity: number; maintainability: number; testCoverage?: number; linesOfCode: number; logicalLinesOfCode: number; cyclomaticComplexity: number; cognitiveComplexity: number; halsteadVolume: number; maintainabilityIndex: number; technicalDebt: number; duplication: number; } export interface CodePattern { type: string; name?: string; location?: string; description: string; confidence?: number; example?: string; language?: string; filePath?: string; metadata?: Record; } export interface GenerationRequest { type: 'function' | 'class' | 'component' | 'test' | 'file' | 'project'; description: string; context?: ProjectContext; options: { language: string; framework?: string; style?: 'functional' | 'oop' | 'mixed'; includeTests: boolean; includeComments: boolean; }; } export interface GenerationResult { code: string; filename: string; dependencies?: string[]; tests?: string; documentation?: string; integrationNotes?: string; refactoringOpportunities?: string[]; qualityMetrics?: { complexity: string; maintainability: string; testability: string; security: string; }; } export interface CommandContext { workingDirectory: string; config: AgentConfig; projectContext?: ProjectContext; sessionId: string; verbose: boolean; } export type LogLevel = 'debug' | 'info' | 'warn' | 'error'; export interface LogEntry { level: LogLevel; message: string; timestamp: Date; context?: Record; } export { Message, ToolCall } from './agent'; export * from './analysis'; export interface CompileError { line: number; column: number; message: string; severity: 'error' | 'warning' | 'info'; } export interface TestResult { name: string; passed: boolean; status: 'passed' | 'failed' | 'skipped'; duration: number; error?: string | undefined; output?: string; assertions?: number; } export interface TDDSessionContext { sessionId: string; projectContext: ProjectContext; currentPhase: 'red' | 'green' | 'refactor'; testHistory: TestResult[]; codeHistory: string[]; aiInsights: any[]; preferences: { testFramework: string; codingStyle: string; aiAssistanceLevel: 'low' | 'medium' | 'high'; }; metrics: { cycleCount: number; totalTime: number; testCoverage: number; }; createdAt: Date; lastActivity: Date; } export interface PerformanceMetrics { executionTime: number; memoryUsage: number; cpuUsage: number; compilationTime: number; errorCount?: number; successRate?: number; } export interface ExecutionResult { success: boolean; output: string; errors: CompileError[]; testResults: TestResult[]; performance: PerformanceMetrics; } export interface TestSuite { id?: string; name: string; targetId?: string; targetType?: string; tests: TestResult[]; unitTests?: TestCase[]; integrationTests?: IntegrationTest[]; performanceTests?: PerformanceTest[]; securityTests?: SecurityTest[]; propertyBasedTests?: PropertyBasedTest[]; fuzzingTests?: any[]; framework?: TestFramework | string; configuration?: Record; coverage?: TestCoverage; metadata?: { generatedAt: Date; totalTests: number; estimatedDuration: number; complexity: string; framework?: string; generationTime?: number; estimatedRunTime?: number; riskLevel?: string; }; generatedCode: string; } export interface SecurityValidationResult { isSecure: boolean; violations: Array<{ type: 'injection' | 'path_traversal' | 'unsafe_eval' | 'file_access'; severity: 'high' | 'medium' | 'low'; location: { line: number; column: number; }; message: string; }>; } export interface CodeHealingResult { healedCode: string; changes: Array<{ type: 'variable_declaration' | 'type_annotation' | 'import_addition' | 'syntax_fix'; location: { line: number; column: number; }; description: string; }>; confidence: number; } export * from './ai-tool-integration'; export interface TypeScriptWorkflowConfig { cacheEnabled: boolean; cacheTTL: number; maxCacheSize: number; preferredCompilerVersion: string; enablePerformanceOptimizations: boolean; includeAdvancedExamples: boolean; enableErrorRecovery: boolean; } export interface TypeScriptDocumentationQuery { type: 'api_reference' | 'ast_manipulation' | 'compiler_options' | 'best_practices' | 'error_resolution'; context: string; specificAPI?: string; astNodeType?: number; errorCode?: string; compilerVersion?: string; cacheKey?: string; } export interface TypeScriptWorkflowResult { success: boolean; documentation: string; codeExamples: CodeExample[]; relatedAPIs: string[]; bestPractices: string[]; performanceNotes: string[]; troubleshootingGuide?: TroubleshootingGuide; cacheMetadata: CacheMetadata; } export interface CodeExample { title: string; description: string; code: string; language: 'typescript' | 'javascript'; complexity: 'basic' | 'intermediate' | 'advanced'; compilerVersion: string; tags: string[]; } export interface TroubleshootingGuide { commonIssues: Issue[]; debuggingSteps: string[]; relatedErrors: string[]; quickFixes: QuickFix[]; } export interface Issue { problem: string; cause: string; solution: string; codeExample?: string; } export interface QuickFix { description: string; code: string; automated: boolean; } export interface CacheMetadata { key: string; timestamp: Date; ttl: number; hitCount: number; source: 'context7' | 'local_cache' | 'fallback'; } export type ProjectDomain = 'web_frontend' | 'web_backend' | 'fullstack_web' | 'mobile_native' | 'mobile_cross_platform' | 'data_science' | 'machine_learning' | 'desktop_application' | 'embedded_systems' | 'devops_infrastructure' | 'game_development' | 'blockchain' | 'api_microservices' | 'cli_tools' | 'library_framework' | 'unknown'; export interface ProjectCharacteristics { domain: ProjectDomain; confidence: number; frameworks: string[]; languages: string[]; dependencies: string[]; architecturalPatterns: string[]; complexity: 'simple' | 'moderate' | 'complex' | 'enterprise'; teamSize: 'solo' | 'small' | 'medium' | 'large'; developmentStage: 'prototype' | 'development' | 'production' | 'maintenance'; performanceRequirements: 'low' | 'medium' | 'high' | 'critical'; securityRequirements: 'low' | 'medium' | 'high' | 'critical'; scalabilityRequirements: 'low' | 'medium' | 'high' | 'critical'; } export interface MemoryManager { store(key: string, value: any, ttl?: number): Promise; retrieve(key: string): Promise; delete(key: string): Promise; exists(key: string): Promise; clear(): Promise; conversations(): MemoryCollection; sessions(): MemoryCollection; projects(): MemoryCollection; users(): MemoryCollection; knowledge(): MemoryCollection; adaptations(): MemoryCollection; feedbacks(): MemoryCollection; suggestions(): MemoryCollection; storeConversation(sessionId: string, messages: any[]): Promise; getConversationHistory(sessionId: string, limit?: number): Promise; storeSession(session: any): Promise; getActiveSession(sessionId: string): Promise; storeProjectMemory(projectPath: string, memory: any): Promise; getProjectMemory(projectPath: string): Promise; getUserProfile(userId: string): Promise; updateUserProfile(userId: string, updates: Partial): Promise; query(collection: string, query: any): Promise; similarItems(collection: string, item: any, threshold?: number): Promise; conceptSearch(concept: string, limit?: number): Promise; codeSearch(query: string, context?: any): Promise; conversationSearch(query: string, sessionId?: string): Promise; updateKnowledgeFromMessage(message: any): Promise; updateKnowledgeFromProject(project: any): Promise; addOrUpdateKnowledgeNode(node: any): Promise; createBackup(path?: string): Promise; restoreFromBackup(backupPath: string): Promise; syncWithRemote(): Promise; getSyncStatus(): Promise; resolveConflict(conflictId: string, resolution: any): Promise; initialize(): Promise; shutdown(): Promise; } export interface MemoryCollection { insert(item: T): Promise; find(query: any): Promise; findOne(query: any): Promise; update(id: string, updates: Partial): Promise; delete(id: string): Promise; count(query?: any): Promise; } export interface MemoryCollection { insert(item: T): Promise; find(query: any): Promise; findOne(query: any): Promise; update(id: string, updates: Partial): Promise; delete(id: string): Promise; count(query?: any): Promise; } export interface ToolUsageAnalysis { userId: string; analysisDate: Date; timeRange: { start: Date; end: Date; }; totalSessions: number; overall: { totalToolCalls: number; successRate: number; averageResponseTime: number; errorRate: number; userSatisfactionScore: number; }; toolSpecific: Record; averageResponseTime: number; complexityDistribution: Record; outcomes: { success: number; failure: number; partial: number; }; frequency: number; complexity: { average: number; min: number; max: number; distribution: number[]; }; userFeedback: { positive: number; negative: number; neutral: number; }; trends: { direction: 'improving' | 'declining' | 'stable'; velocity: number; confidence: number; }; }>; patterns: { preferredTools: string[]; toolCombinations: Array<{ tools: string[]; frequency: number; successRate: number; }>; timeOfDay: Record; sessionLength: { average: number; distribution: number[]; }; taskTypes: Record; }; learning: { improvementRate: number; newToolAdoption: string[]; skillProgression: Record; adaptationSpeed: number; }; recommendations: { toolsToImprove: string[]; newToolsToTry: string[]; trainingAreas: string[]; optimizationOpportunities: string[]; }; } export interface UserProfile { id: string; createdAt: Date; lastUpdated: Date; preferences: { verbosity: 'minimal' | 'concise' | 'detailed' | 'comprehensive'; explanation_depth: 'surface' | 'intermediate' | 'deep'; code_style: 'functional' | 'oop' | 'mixed' | 'adaptive'; examples_preference: 'minimal' | 'some' | 'many'; error_handling: 'strict' | 'permissive' | 'context_aware'; performance_focus: 'readability' | 'efficiency' | 'balanced'; testing_approach: 'tdd' | 'post_implementation' | 'minimal'; documentation_level: 'inline' | 'comprehensive' | 'external'; learningStyle: 'visual' | 'auditory' | 'kinesthetic' | 'hands_on'; learningPace: 'fast' | 'moderate' | 'slow' | 'adaptive'; timeAvailability: 'limited' | 'moderate' | 'flexible' | 'extensive'; preferredComplexity: 'simple' | 'moderate' | 'complex' | 'progressive'; }; skillLevel: { overall: CompetencyLevel; domains: Record; tools: Record; languages: Record; frameworks: Record; }; workPatterns: Array<{ type: 'project_type' | 'task_pattern' | 'time_pattern' | 'tool_pattern'; pattern: string; frequency: number; context: Record; outcomes: Record; }>; codeStyle: { indentation: 'spaces' | 'tabs'; indentSize: number; quotes: 'single' | 'double' | 'backticks'; semicolons: boolean; trailingCommas: boolean; namingConvention: 'camelCase' | 'snake_case' | 'kebab-case' | 'PascalCase'; lineLength: number; bracketStyle: 'same-line' | 'new-line' | 'mixed'; }; communicationStyle: { formality: 'casual' | 'professional' | 'academic'; responseLength: 'brief' | 'moderate' | 'detailed'; technicalDepth: 'beginner' | 'intermediate' | 'expert'; examplePreference: 'conceptual' | 'practical' | 'both'; }; learningHistory: Array<{ timestamp: Date; topic: string; method: string; outcome: 'successful' | 'partially_successful' | 'unsuccessful'; duration: number; confidence: number; notes?: string; }>; goals: Array<{ id: string; title: string; description: string; category: 'skill' | 'project' | 'learning' | 'productivity'; priority: 'low' | 'medium' | 'high' | 'critical'; status: 'active' | 'paused' | 'completed' | 'cancelled'; progress: number; deadline?: Date; milestones: Array<{ title: string; completed: boolean; completedAt?: Date; }>; }>; context: { primaryRole: string; experienceLevel: 'beginner' | 'intermediate' | 'advanced' | 'expert'; teamSize: number; workEnvironment: 'individual' | 'small_team' | 'large_team' | 'enterprise'; projectTypes: string[]; constraints: string[]; tools: string[]; methodologies: string[]; }; analytics: { totalSessions: number; totalMessages: number; averageSessionLength: number; mostActiveHours: number[]; toolUsageFrequency: Record; successMetrics: Record; satisfactionScore: number; improvementAreas: string[]; }; } export interface TrainingAnalysis { userId: string; analysisDate: Date; assessment: { toolCompetencies: Map; skillGaps: { identified: string[]; recommendations: string[]; priority: 'low' | 'medium' | 'high'; timeline: string; }; learningMetrics: { learningVelocity: number; retentionRate: number; adaptationSpeed: number; preferredLearningStyle: string; }; insights: { strengths: string[]; improvements: string[]; recommendations: string[]; overallTrend: 'improving' | 'stable' | 'declining'; }; assessmentDate: Date; confidence: number; }; recommendations: TrainingRecommendation[]; learningPath: LearningPath; estimatedDuration: string; priority: 'low' | 'medium' | 'high'; confidence: number; metadata: { analysisVersion: string; dataQuality: number; completeness: number; lastToolUsageDate: Date; recommendationCount: number; estimatedEffort: 'low' | 'medium' | 'high'; }; } export interface ProgressUpdate { moduleId: string; completionPercentage: number; timeSpent: number; estimatedTime: number; assessmentScore?: number; feedback?: string; challenges?: string[]; achievements?: string[]; nextSteps?: string[]; } export interface ProgressAnalysis { currentProgress: ProgressUpdate; effectiveness: { completionRate: number; timeEfficiency: number; qualityScore: number; retentionRate: number; }; adaptations: Array<{ type: string; reason: string; action: string; }>; nextRecommendations: string[]; estimatedCompletion: Date; } export interface TrainingInsights { patterns: { preferredTimes: string[]; optimalSessionLength: number; bestPerformingTopics: string[]; challengingAreas: string[]; }; predictions: { projectedCompletion: Date; riskFactors: string[]; successProbability: number; recommendedAdjustments: string[]; }; insights: string[]; summary: string; confidence: number; generatedAt: Date; } export interface DomainOrchestrationStrategy { domain: ProjectDomain; name: string; description: string; preferredTools: string[]; toolPriorities: Record; workflowPatterns: DomainWorkflowPattern[]; triggerMappings: Record; optimizationGoals: DomainOptimizationGoal[]; conflictResolutionRules: DomainConflictRule[]; performanceExpectations: PerformanceExpectations; } export interface DomainWorkflowPattern { name: string; trigger: string; description: string; toolSequence: DomainToolStep[]; parallelizable: boolean; estimatedDuration: number; successCriteria: string[]; fallbackStrategies: string[]; } export interface DomainToolStep { toolType: string; capability: string; inputPreparation: (context: any) => Record; outputProcessing: (output: any) => any; dependencies: string[]; optional: boolean; timeout: number; } export interface DomainTriggerMapping { originalTrigger: string; domainSpecificTrigger: string; toolSelectionStrategy: string; contextEnhancement: Record; priorityAdjustment: number; } export interface DomainOptimizationGoal { name: string; description: string; metric: string; target: number; weight: number; measurementStrategy: string; } export interface DomainConflictRule { id: string; domain: ProjectDomain; conflictType: string; participants: string[]; resolutionStrategy: string; domainKnowledge: Record; priority: number; } export interface PerformanceExpectations { responseTime: { target: number; max: number; }; accuracy: { target: number; min: number; }; resourceUsage: { memory: number; cpu: number; }; cacheEfficiency: { target: number; min: number; }; } export interface PredictiveContext { recentActions: string[]; currentFocus: string; timeOfDay: string; dayOfWeek: string; sessionDuration: number; previousSuccessfulPatterns: string[]; developerPreferences: Record; projectHistory: string[]; } export interface PredictionResult { predictedTools: string[]; confidence: number; reasoning: string; suggestedPreparation: Record; alternativeScenarios: AlternativeScenario[]; } export interface AlternativeScenario { scenario: string; probability: number; tools: string[]; reasoning: string; } export interface ConflictResolutionContext { conflictType: string; participants: string[]; domainContext: ProjectCharacteristics; historicalResolutions: ConflictResolutionHistory[]; currentPriorities: Record; userPreferences: Record; } export interface ConflictResolutionHistory { conflictType: string; participants: string[]; resolutionStrategy: string; outcome: 'successful' | 'failed' | 'partial'; userSatisfaction: number; timestamp: Date; context: Record; } export interface SemanticInformation { type: 'documentation' | 'pattern' | 'analysis' | 'reasoning'; content: any; metadata: { source: string; timestamp: Date; confidence: number; relevance: number; freshness: number; }; relationships: SemanticRelationship[]; applicability: { domains: ProjectDomain[]; contexts: string[]; limitations: string[]; }; } export interface SemanticRelationship { type: 'supports' | 'contradicts' | 'enhances' | 'requires' | 'alternative_to'; target: string; strength: number; description: string; } export type ReviewType = 'security' | 'performance' | 'maintainability' | 'best_practices' | 'architecture' | 'testing' | 'comprehensive'; export type ReviewPriority = 'low' | 'medium' | 'high' | 'critical'; export type ReviewStatus = 'pending' | 'in_progress' | 'completed' | 'failed' | 'cancelled'; export type ReviewOutcome = 'approved' | 'needs_changes' | 'rejected' | 'conditional_approval'; export interface CodeReviewConfiguration { reviewTypes: ReviewType[]; domainSpecificRules: boolean; aiAgentCount: number; conflictResolutionEnabled: boolean; performanceOptimizationEnabled: boolean; securityScanningEnabled: boolean; automaticFixSuggestions: boolean; interactiveMode: boolean; qualityGate: { minimumScore: number; requiredApprovals: number; blockingIssues: string[]; }; } export interface ReviewWorkflowConfig { stages: ReviewStage[]; parallelExecution: boolean; timeoutMinutes: number; retryPolicy: { maxRetries: number; backoffStrategy: 'linear' | 'exponential'; }; notifications: { onStart: boolean; onCompletion: boolean; onError: boolean; channels: string[]; }; } export interface ReviewStage { name: string; type: ReviewType; aiAgents: string[]; criteria: ReviewCriteria[]; requiredForApproval: boolean; timeoutMinutes: number; dependencies: string[]; } export interface AIReviewAgent { type: string; specialization: ReviewType[]; capabilities: string[]; configuration: { model: string; temperature: number; maxTokens: number; contextWindow: number; }; performanceMetrics: { accuracy: number; speed: number; reliability: number; lastUpdated: Date; }; domainExpertise: ProjectDomain[]; } export interface ReviewCriteria { category: ReviewType; name: string; description: string; weight: number; severity: ReviewPriority; automatedCheck: boolean; customRules?: ReviewRule[]; domainSpecific: boolean; applicableLanguages: string[]; patterns: { positive: string[]; negative: string[]; contextual: string[]; }; } export interface ReviewRule { id: string; name: string; pattern: string; severity: ReviewPriority; message: string; suggestion?: string; autofix?: { enabled: boolean; pattern: string; replacement: string; confidence: number; }; metadata: { category: ReviewType; language: string; framework?: string; domain?: ProjectDomain; }; } export interface ReviewFinding { id: string; type: ReviewType; severity: ReviewPriority; title: string; description: string; location: { file: string; line: number; column?: number; endLine?: number; endColumn?: number; }; rule?: ReviewRule; suggestion: { description: string; code?: string; confidence: number; effort: 'low' | 'medium' | 'high'; }; context: { surroundingCode: string; relevantSymbols: string[]; dependencies: string[]; }; aiAgent: string; confidence: number; metadata: Record; } export interface CodeReviewRequest { sessionId: string; type: ReviewType | ReviewType[]; scope: { files?: string[]; directories?: string[]; commitRange?: string; entireProject?: boolean; }; configuration: CodeReviewConfiguration; workflow?: ReviewWorkflowConfig; context: { projectContext: ProjectContext; domainCharacteristics?: ProjectCharacteristics; previousReviews?: ReviewSession[]; userPreferences?: Record; }; priority: ReviewPriority; deadline?: Date; requestedBy: string; metadata: Record; } export interface CodeReviewResult { sessionId: string; status: ReviewStatus; outcome?: ReviewOutcome; startTime: Date; endTime?: Date; duration?: number; findings: ReviewFinding[]; summary: { totalIssues: number; issuesBySeverity: Record; issuesByType: Record; overallScore: number; recommendation: string; keyInsights: string[]; }; metrics: { filesAnalyzed: number; linesOfCode: number; coveragePercentage: number; performanceScore: number; securityScore: number; maintainabilityScore: number; }; aiAgentResults: AIAgentReviewResult[]; conflicts?: ConflictResolution[]; workflow: { stagesCompleted: string[]; stagesFailed: string[]; totalStages: number; parallelExecutionTime?: number; }; qualityGate: { passed: boolean; score: number; requirements: QualityGateRequirement[]; }; suggestions: ReviewSuggestion[]; metadata: Record; } export interface AIAgentReviewResult { agentType: string; status: ReviewStatus; findings: ReviewFinding[]; executionTime: number; confidence: number; specializedInsights: string[]; performanceMetrics: { accuracy: number; coverage: number; falsePositiveRate: number; }; resourceUsage: { tokensUsed: number; apiCalls: number; cacheHits: number; }; } export interface ConflictResolution { id?: string; conflictId: string; type: 'disagreement' | 'contradiction' | 'priority_mismatch' | 'scope_overlap'; participants: string[]; findings: ReviewFinding[]; hierarchy?: any; expertiseWeights?: any; criteriaWeights?: Record; learningInsights?: any; resolution: { strategy: string; finalDecision: ReviewFinding | ReviewFinding[]; confidence: number; reasoning: string; }; resolutionTime: number; consensusRecommendations?: any[]; confidenceScore?: number; fallbackPlan?: any; metadata?: any; alternativeOptions?: any[]; conflictingRecommendations?: any[]; context?: any; decisionCriteria?: any; conflictAnalysis?: any; outcome?: string; resolutionStrategy?: string; resolutionValidation?: { method: string; confidence: number; criteria: string[]; result: boolean; }; } export interface QualityGateRequirement { name: string; type: 'score_threshold' | 'issue_count' | 'severity_limit' | 'coverage_minimum'; target: number; actual: number; passed: boolean; blocking: boolean; description: string; } export interface ReviewSuggestion { id: string; type: 'improvement' | 'optimization' | 'refactoring' | 'architecture' | 'security'; priority: ReviewPriority; title: string; description: string; impact: { effort: 'low' | 'medium' | 'high'; benefit: 'low' | 'medium' | 'high'; risk: 'low' | 'medium' | 'high'; }; implementation: { steps: string[]; estimatedTime: number; prerequisites: string[]; codeChanges?: { file: string; changes: string; }[]; }; relatedFindings: string[]; aiAgent: string; confidence: number; } export interface ReviewSession { sessionId: string; request: CodeReviewRequest; result?: CodeReviewResult; status: ReviewStatus; createdAt: Date; updatedAt: Date; progress: { currentStage?: string; completedStages: string[]; overallProgress: number; estimatedTimeRemaining?: number; }; participants: { human: string[]; ai: string[]; }; logs: ReviewLogEntry[]; workspace: { temporaryFiles: string[]; analysisArtifacts: string[]; generatedReports: string[]; }; } export interface ReviewLogEntry { timestamp: Date; level: 'debug' | 'info' | 'warn' | 'error'; source: string; message: string; context?: Record; findingId?: string; stageName?: string; } export interface ReviewAnalytics { sessionId: string; metrics: { totalDuration: number; agentPerformance: Record; findingAccuracy: number; userSatisfaction?: number; automationEfficiency: number; }; patterns: { commonIssues: string[]; improvementTrends: string[]; agentAgreement: number; conflictFrequency: number; }; recommendations: { workflowOptimization: string[]; agentTuning: string[]; ruleAdjustments: string[]; }; } export interface AgentPerformanceMetrics { executionTime: number; findingsCount: number; accuracy: number; falsePositiveRate: number; coverage: number; resourceEfficiency: number; userRating?: number; } export interface ReviewLearningData { sessionId: string; outcomes: { userAcceptedFindings: string[]; userRejectedFindings: string[]; userModifiedFindings: Record; }; feedbacks: { overallRating: number; agentRatings: Record; suggestions: string[]; complaints: string[]; }; contextualData: { projectCharacteristics: ProjectCharacteristics; codebaseMetrics: CodeMetrics; domainSpecificFactors: Record; }; improvementOpportunities: string[]; timestamp: Date; } export type LearningScope = 'project' | 'team' | 'organization' | 'global'; export type PatternType = 'development' | 'architectural' | 'testing' | 'deployment' | 'quality' | 'performance' | 'security'; export type PatternMaturity = 'emerging' | 'validated' | 'proven' | 'deprecated'; export type PredictionConfidence = 'low' | 'medium' | 'high' | 'very_high'; export interface OrganizationalMemory { id: string; scope: LearningScope; createdAt: Date; updatedAt: Date; version: string; patterns: ProjectPattern[]; bestPractices: BestPracticeRecord[]; insights: OrganizationalInsight[]; metrics: OrganizationalMetrics; learningModels: LearningModel[]; knowledgeGraph: KnowledgeGraph; metadata: { projectCount: number; teamCount: number; totalInteractions: number; lastAnalysisDate: Date; confidenceLevel: number; }; } export interface ProjectPattern { id: string; type: PatternType; name: string; description: string; scope: LearningScope; maturity: PatternMaturity; frequency: number; effectiveness: number; context: { domains: ProjectDomain[]; languages: string[]; frameworks: string[]; teamSizes: string[]; projectSizes: string[]; }; artifacts: { codeExamples: CodeArtifact[]; configurationTemplates: ConfigurationTemplate[]; testPatterns: TestPattern[]; documentationTemplates: DocumentationTemplate[]; }; metrics: { adoptionRate: number; successRate: number; timeToImplement: number; maintenanceOverhead: number; developerSatisfaction: number; }; relationships: PatternRelationship[]; evolution: PatternEvolution[]; validation: PatternValidation; aiConfidence: number; lastUpdated: Date; } export interface BestPracticeRecord { id: string; category: PatternType; title: string; description: string; rationale: string; scope: LearningScope; maturity: PatternMaturity; discoveryMethod: 'automated_analysis' | 'expert_input' | 'ai_identification' | 'community_feedback'; evidence: { dataPoints: number; successStories: SuccessStory[]; metrics: BestPracticeMetrics; validationResults: ValidationResult[]; }; implementation: { guidelines: string[]; codeExamples: CodeArtifact[]; toolSupport: string[]; automationLevel: 'manual' | 'semi_automated' | 'fully_automated'; }; adoption: { currentAdopters: number; adoptionTrend: TrendData[]; barriers: AdoptionBarrier[]; incentives: AdoptionIncentive[]; }; impact: { qualityImprovement: number; velocityImprovement: number; costReduction: number; riskReduction: number; }; aiAnalysis: AIAnalysisResult; createdAt: Date; updatedAt: Date; } export interface OrganizationalInsight { id: string; type: 'trend' | 'anomaly' | 'opportunity' | 'risk' | 'prediction'; severity: 'low' | 'medium' | 'high' | 'critical'; title: string; description: string; scope: LearningScope; confidence: PredictionConfidence; evidence: { dataPoints: DataPoint[]; patterns: string[]; correlations: Correlation[]; statisticalSignificance: number; }; recommendations: { immediate: ActionableRecommendation[]; shortTerm: ActionableRecommendation[]; longTerm: ActionableRecommendation[]; }; impact: { affectedAreas: string[]; estimatedBenefit: number; implementationCost: number; timeframe: string; }; aiGenerated: boolean; validatedByHuman: boolean; implementationStatus: 'identified' | 'planned' | 'in_progress' | 'completed' | 'dismissed'; createdAt: Date; expiresAt?: Date; } export interface OrganizationalMetrics { period: { startDate: Date; endDate: Date; }; velocity: { averageStoryPoints: number; velocityTrend: TrendData[]; predictedVelocity: PredictionData[]; factors: VelocityFactor[]; }; quality: { defectRate: number; qualityTrend: TrendData[]; predictedQuality: PredictionData[]; qualityFactors: QualityFactor[]; }; efficiency: { codeReusability: number; automationLevel: number; resourceUtilization: number; efficiencyTrend: TrendData[]; }; learning: { patternAdoptionRate: number; knowledgeGrowth: number; crossTeamSharing: number; aiAccuracyImprovement: number; }; predictiveAccuracy: { velocityPredictions: AccuracyMetrics; qualityPredictions: AccuracyMetrics; resourcePredictions: AccuracyMetrics; overallAccuracy: number; }; } export interface LearningModel { id: string; type: 'velocity_prediction' | 'quality_prediction' | 'pattern_recognition' | 'resource_optimization'; name: string; description: string; version: string; algorithm: string; features: ModelFeature[]; performance: { accuracy: number; precision: number; recall: number; f1Score: number; lastEvaluation: Date; }; training: { datasetSize: number; lastTrained: Date; trainingDuration: number; validationSplit: number; }; deployment: { status: 'development' | 'testing' | 'production' | 'deprecated'; endpoints: string[]; scalingPolicy: ScalingPolicy; monitoring: ModelMonitoring; }; metadata: { createdBy: string; owner: string; tags: string[]; documentation: string; }; } export interface KnowledgeGraph { nodes: KnowledgeNode[]; edges: KnowledgeEdge[]; clusters: KnowledgeCluster[]; metrics: { totalNodes: number; totalEdges: number; density: number; centrality: Record; communities: CommunityStructure[]; }; analysis: { keyNodes: string[]; criticalPaths: string[][]; recommendations: GraphRecommendation[]; lastAnalyzed: Date; }; } export interface CodeArtifact { id: string; type: 'snippet' | 'function' | 'class' | 'module' | 'project_template'; name: string; description: string; language: string; framework?: string; content: string; metadata: { author: string; created: Date; lastModified: Date; usageCount: number; rating: number; tags: string[]; }; validation: { syntaxValid: boolean; testsCovered: boolean; securityChecked: boolean; performanceTested: boolean; }; relationships: { dependencies: string[]; dependents: string[]; alternatives: string[]; improvements: string[]; }; } export interface ConfigurationTemplate { id: string; name: string; description: string; type: 'build' | 'deployment' | 'testing' | 'security' | 'monitoring'; technology: string; content: Record; variables: TemplateVariable[]; validation: TemplateValidation; usage: { adoptionCount: number; successRate: number; lastUsed: Date; }; metadata: { created: Date; version: string; maintainer: string; documentation: string; }; } export interface TestPattern { id: string; name: string; description: string; category: 'unit' | 'integration' | 'e2e' | 'performance' | 'security'; framework: string; language: string; pattern: string; example: string; metrics: { coverage: number; reliability: number; maintainability: number; executionTime: number; }; applicability: { domains: ProjectDomain[]; contexts: string[]; prerequisites: string[]; }; validation: { tested: boolean; validated: boolean; lastValidation: Date; }; } export interface DocumentationTemplate { id: string; name: string; description: string; type: 'readme' | 'api_docs' | 'architecture' | 'runbook' | 'tutorial'; format: 'markdown' | 'rst' | 'html' | 'confluence'; template: string; sections: DocumentationSection[]; automation: { autoGenerated: boolean; updateFrequency: string; triggers: string[]; }; quality: { completeness: number; accuracy: number; usefulness: number; lastReviewed: Date; }; } export interface PatternRelationship { type: 'depends_on' | 'conflicts_with' | 'enhances' | 'alternative_to' | 'evolves_to'; targetPatternId: string; strength: number; description: string; evidence: string[]; confidence: number; } export interface PatternEvolution { version: string; date: Date; changes: PatternChange[]; reason: string; impact: EvolutionImpact; validationResults: ValidationResult[]; } export interface PatternValidation { status: 'pending' | 'in_progress' | 'validated' | 'rejected'; method: 'automated' | 'expert_review' | 'community_feedback' | 'field_testing'; results: ValidationResult[]; confidence: number; lastValidated: Date; nextValidation?: Date; } export interface VelocityPrediction { sessionId: string; period: { startDate: Date; endDate: Date; }; predictions: { storyPoints: PredictionData; features: PredictionData; bugFixes: PredictionData; technicalDebt: PredictionData; }; factors: VelocityFactor[]; confidence: PredictionConfidence; recommendations: VelocityRecommendation[]; historicalBaseline: HistoricalData; methodology: PredictionMethodology; createdAt: Date; validatedAt?: Date; actualResults?: ActualVelocityData; } export interface QualityPrediction { sessionId: string; metricType: string; period: { startDate: Date; endDate: Date; }; predictions: { defectRate: PredictionData; codeQuality: PredictionData; testCoverage: PredictionData; technicalDebt: PredictionData; securityRisk: PredictionData; }; factors: QualityFactor[]; confidence: PredictionConfidence; recommendations: QualityRecommendation[]; thresholds: QualityThreshold[]; methodology: PredictionMethodology; createdAt: Date; validatedAt?: Date; actualResults?: ActualQualityData; metadata?: Record; } export interface ResourceOptimization { sessionId: string; scope: 'project' | 'team' | 'organization'; period: { startDate: Date; endDate: Date; }; currentState: { resources: ResourceAllocation[]; utilization: ResourceUtilization[]; costs: ResourceCost[]; bottlenecks: ResourceBottleneck[]; }; optimization: { recommendations: ResourceRecommendation[]; projectedSavings: number; implementationCost: number; riskAssessment: RiskAssessment; timeline: OptimizationTimeline; }; aiTools: { currentAllocation: AIToolAllocation[]; recommendedAllocation: AIToolAllocation[]; efficiencyGains: EfficiencyGain[]; costOptimization: CostOptimization[]; }; methodology: OptimizationMethodology; createdAt: Date; implementedAt?: Date; measuredResults?: OptimizationResults; } export interface SuccessStory { id: string; title: string; description: string; projectId: string; teamId: string; outcomes: Outcome[]; metrics: SuccessMetrics; lessons: string[]; artifacts: string[]; testimonial?: string; createdAt: Date; } export interface ValidationResult { id: string; type: 'automated' | 'human' | 'field_test'; status: 'passed' | 'failed' | 'partial'; score: number; details: string; evidence: string[]; timestamp: Date; validator: string; } export interface BestPracticeMetrics { adoptionRate: number; successRate: number; impactScore: number; satisfactionRating: number; timeToValue: number; maintenanceCost: number; scalabilityIndex: number; } export interface TrendData { date: Date; value: number; context?: Record; } export interface PredictionData { value: number; confidence: PredictionConfidence; range: { min: number; max: number; }; factors: string[]; methodology: string; } export interface VelocityFactor { name: string; impact: number; confidence: number; description: string; category: 'team' | 'process' | 'technical' | 'external'; controllable: boolean; } export interface QualityFactor { name: string; impact: number; confidence: number; description: string; category: 'code' | 'process' | 'team' | 'tools'; measurable: boolean; } export interface ActionableRecommendation { id: string; title: string; description: string; priority: 'low' | 'medium' | 'high' | 'critical'; effort: 'low' | 'medium' | 'high'; impact: 'low' | 'medium' | 'high'; category: string; steps: ActionStep[]; prerequisites: string[]; risks: Risk[]; expectedOutcome: string; successMetrics: string[]; timeframe: string; assignee?: string; status: 'proposed' | 'approved' | 'in_progress' | 'completed' | 'rejected'; } export interface DataPoint { timestamp: Date; source: string; type: string; value: any; context: Record; confidence: number; } export interface Correlation { factor1: string; factor2: string; strength: number; type: 'positive' | 'negative' | 'complex'; significance: number; description: string; } export interface ModelFeature { name: string; type: 'numerical' | 'categorical' | 'text' | 'boolean'; importance: number; description: string; source: string; preprocessing: string[]; } export interface AccuracyMetrics { mape: number; rmse: number; r2: number; lastEvaluated: Date; sampleSize: number; } export interface KnowledgeNode { id: string; type: 'pattern' | 'practice' | 'insight' | 'project' | 'team' | 'technology'; label: string; description: string; properties: Record; metrics: { centrality: number; clustering: number; influence: number; }; lastUpdated: Date; } export interface KnowledgeEdge { id: string; source: string; target: string; type: string; weight: number; properties: Record; confidence: number; lastUpdated: Date; } export interface KnowledgeCluster { id: string; name: string; description: string; nodes: string[]; cohesion: number; topics: string[]; significance: number; } export interface AIAnalysisResult { analysisId: string; timestamp: Date; model: string; confidence: number; findings: string[]; recommendations: string[]; metadata: Record; } export interface AdoptionBarrier { type: 'technical' | 'cultural' | 'process' | 'resource'; description: string; severity: 'low' | 'medium' | 'high'; mitigation: string[]; } export interface AdoptionIncentive { type: 'benefit' | 'reward' | 'support' | 'recognition'; description: string; effectiveness: number; cost: number; } export interface PatternChange { type: 'improvement' | 'bug_fix' | 'deprecation' | 'enhancement'; description: string; impact: 'minor' | 'major' | 'breaking'; details: string[]; } export interface EvolutionImpact { affectedUsers: number; migrationEffort: 'low' | 'medium' | 'high'; backwardCompatible: boolean; benefits: string[]; risks: string[]; } export interface TemplateVariable { name: string; type: string; required: boolean; defaultValue?: any; description: string; validation?: string; } export interface TemplateValidation { syntaxValid: boolean; variablesResolved: boolean; testPassed: boolean; lastValidated: Date; errors: string[]; } export interface DocumentationSection { name: string; required: boolean; template: string; examples: string[]; guidelines: string[]; } export interface HistoricalData { period: { startDate: Date; endDate: Date; }; metrics: Record; trends: TrendData[]; context: Record; } export interface PredictionMethodology { algorithm: string; features: string[]; trainingData: { size: number; period: { startDate: Date; endDate: Date; }; }; validation: { method: string; accuracy: number; confidence: number; }; assumptions: string[]; limitations: string[]; } export interface ActualVelocityData { storyPoints: number; features: number; bugFixes: number; technicalDebt: number; measuredAt: Date; context: Record; } export interface ActualQualityData { defectRate: number; codeQuality: number; testCoverage: number; technicalDebt: number; securityRisk: number; measuredAt: Date; context: Record; } export interface VelocityRecommendation { type: 'process' | 'technical' | 'team' | 'tools'; title: string; description: string; expectedImpact: number; effort: 'low' | 'medium' | 'high'; priority: 'low' | 'medium' | 'high'; implementation: ActionStep[]; } export interface QualityRecommendation { type: 'process' | 'technical' | 'training' | 'tools'; title: string; description: string; expectedImpact: number; effort: 'low' | 'medium' | 'high'; priority: 'low' | 'medium' | 'high'; implementation: ActionStep[]; } export interface QualityThreshold { metric: string; warning: number; critical: number; target: number; description: string; } export interface ResourceAllocation { resourceType: string; allocated: number; utilized: number; cost: number; efficiency: number; } export interface ResourceUtilization { resourceId: string; utilizationRate: number; peakUsage: number; averageUsage: number; trends: TrendData[]; } export interface ResourceCost { resourceType: string; totalCost: number; costPerUnit: number; period: { startDate: Date; endDate: Date; }; trends: TrendData[]; } export interface ResourceBottleneck { resourceType: string; severity: 'low' | 'medium' | 'high' | 'critical'; description: string; impact: string; recommendations: string[]; } export interface ResourceRecommendation { type: 'reallocation' | 'scaling' | 'optimization' | 'replacement'; description: string; expectedSavings: number; implementationCost: number; effort: 'low' | 'medium' | 'high'; priority: 'low' | 'medium' | 'high'; timeline: string; risks: Risk[]; } export interface RiskAssessment { overallRisk: 'low' | 'medium' | 'high' | 'critical'; risks: Risk[]; mitigation: MitigationStrategy[]; contingencyPlans: ContingencyPlan[]; id?: string; userId?: string; skillGaps: { identified: string[]; recommendations: string[]; priority: 'low' | 'medium' | 'high'; timeline: string; }; assessmentDate: Date; toolCompetencies: Map; overallLevel?: any; learningMetrics: { learningVelocity: number; retentionRate: number; adaptationSpeed: number; preferredLearningStyle: string; }; insights: { strengths: string[]; improvements: string[]; recommendations: string[]; overallTrend: 'improving' | 'declining' | 'stable'; }; confidence: number; } export interface Risk { id: string; type: string; description: string; probability: number; impact: number; severity: 'low' | 'medium' | 'high' | 'critical'; mitigation: string[]; } export interface MitigationStrategy { riskId: string; strategy: string; cost: number; effectiveness: number; timeframe: string; } export interface ContingencyPlan { trigger: string; response: string; resources: string[]; timeline: string; } export interface OptimizationTimeline { phases: OptimizationPhase[]; totalDuration: string; milestones: Milestone[]; dependencies: Dependency[]; } export interface OptimizationPhase { name: string; description: string; duration: string; activities: Activity[]; deliverables: string[]; resources: string[]; } export interface Milestone { name: string; date: Date; description: string; criteria: string[]; dependencies: string[]; } export interface Dependency { id: string; description: string; type: 'internal' | 'external'; impact: 'low' | 'medium' | 'high'; } export interface Activity { name: string; description: string; duration: string; resources: string[]; dependencies: string[]; } export interface AIToolAllocation { toolType: string; currentUsage: number; recommendedUsage: number; cost: number; efficiency: number; utilization: number; } export interface EfficiencyGain { area: string; currentEfficiency: number; projectedEfficiency: number; gainPercentage: number; source: string; } export interface CostOptimization { category: string; currentCost: number; optimizedCost: number; savings: number; implementation: string[]; } export interface OptimizationMethodology { approach: string; algorithms: string[]; dataSourced: string[]; assumptions: string[]; limitations: string[]; validation: ValidationMethodology; } export interface ValidationMethodology { method: string; criteria: string[]; metrics: string[]; baseline: Record; } export interface OptimizationResults { measuredAt: Date; savings: number; efficiencyGains: Record; userSatisfaction: number; unexpectedBenefits: string[]; lessonsLearned: string[]; } export interface ScalingPolicy { type: 'automatic' | 'manual' | 'scheduled'; triggers: ScalingTrigger[]; limits: ScalingLimits; strategy: string; } export interface ScalingTrigger { metric: string; threshold: number; action: 'scale_up' | 'scale_down'; cooldown: number; } export interface ScalingLimits { minInstances: number; maxInstances: number; maxCost: number; maxLatency: number; } export interface ModelMonitoring { metrics: MonitoringMetric[]; alerts: MonitoringAlert[]; dashboards: string[]; reportingFrequency: string; } export interface MonitoringMetric { name: string; type: string; threshold: number; aggregation: string; unit: string; } export interface MonitoringAlert { name: string; condition: string; severity: 'info' | 'warning' | 'error' | 'critical'; channels: string[]; escalation: EscalationPolicy; } export interface EscalationPolicy { levels: EscalationLevel[]; timeout: number; finalAction: string; } export interface EscalationLevel { level: number; delay: number; channels: string[]; actions: string[]; } export interface CommunityStructure { id: string; name: string; nodes: string[]; density: number; modularity: number; topics: string[]; } export interface GraphRecommendation { type: 'connection' | 'cluster' | 'centrality' | 'path'; description: string; benefit: string; effort: 'low' | 'medium' | 'high'; priority: 'low' | 'medium' | 'high'; } export interface Outcome { metric: string; before: number; after: number; improvement: number; unit: string; significance: number; } export interface SuccessMetrics { roi: number; timeToValue: number; adoptionRate: number; satisfactionScore: number; sustainabilityIndex: number; } export interface ActionStep { step: number; description: string; duration: string; prerequisites: string[]; deliverables: string[]; risks: string[]; } export type AutonomousCapabilityType = 'self_analysis' | 'self_improvement' | 'architecture_design' | 'meta_programming' | 'advanced_reasoning' | 'autonomous_testing' | 'code_evolution' | 'pattern_generation' | 'workflow_creation' | 'agent_generation'; export type EvolutionStrategy = 'genetic_algorithm' | 'reinforcement_learning' | 'gradient_descent' | 'bayesian_optimization' | 'evolutionary_strategy' | 'neural_architecture_search'; export type ReasoningPattern = 'chain_of_thought' | 'tree_of_thought' | 'graph_reasoning' | 'causal_inference' | 'abductive_reasoning' | 'inductive_reasoning' | 'deductive_reasoning'; export interface AutonomousAgentEvolution { agentId: string; currentCapabilities: AgentCapabilityProfile; evolutionHistory: EvolutionEvent[]; performanceMetrics: AgentPerformanceMetrics; improvementOpportunities: ImprovementOpportunity[]; evolutionPlan: EvolutionPlan; constraints: EvolutionConstraint[]; safetyMechanisms: SafetyMechanism[]; validationResults: EvolutionValidation[]; } export interface AgentCapabilityProfile { coreCapabilities: CoreCapability[]; specializations: SpecializationCapability[]; emergentCapabilities: EmergentCapability[]; performanceCharacteristics: PerformanceCharacteristic[]; learningPatterns: LearningPattern[]; adaptationMechanisms: AdaptationMechanism[]; knowledgeDomains: KnowledgeDomain[]; } export interface CoreCapability { id: string; name: string; type: AutonomousCapabilityType; version: string; description: string; proficiencyLevel: number; reliability: number; efficiency: number; adaptability: number; dependencies: string[]; prerequisites: string[]; outputs: CapabilityOutput[]; metadata: CapabilityMetadata; } export interface SpecializationCapability { domain: string; expertise_level: 'novice' | 'intermediate' | 'advanced' | 'expert' | 'master'; specific_skills: SpecificSkill[]; knowledge_depth: number; application_breadth: number; innovation_potential: number; } export interface EmergentCapability { id: string; emergence_context: string; capability_description: string; emergence_conditions: string[]; stability: number; utility: number; replicability: number; validation_status: 'discovered' | 'validated' | 'integrated' | 'deprecated'; } export interface PerformanceCharacteristic { metric: string; current_value: number; target_value: number; trend: 'improving' | 'stable' | 'declining'; benchmark: number; factors: PerformanceFactor[]; } export interface LearningPattern { pattern_type: 'supervised' | 'unsupervised' | 'reinforcement' | 'transfer' | 'meta_learning'; effectiveness: number; context: string[]; adaptation_rate: number; retention_rate: number; generalization_ability: number; } export interface AdaptationMechanism { mechanism: string; triggers: string[]; adaptation_speed: 'slow' | 'medium' | 'fast' | 'real_time'; scope: 'local' | 'domain' | 'global'; stability: number; reversibility: boolean; } export interface KnowledgeDomain { domain: string; depth: number; breadth: number; currency: number; accuracy: number; sources: string[]; last_updated: Date; } export interface EvolutionEvent { id: string; timestamp: Date; event_type: 'capability_enhancement' | 'knowledge_acquisition' | 'performance_optimization' | 'adaptation' | 'specialization'; description: string; trigger: EvolutionTrigger; changes: EvolutionChange[]; outcomes: EvolutionOutcome[]; validation: EvolutionValidation; rollback_available: boolean; } export interface EvolutionTrigger { trigger_type: 'performance_threshold' | 'user_feedback' | 'environmental_change' | 'opportunity_detection' | 'scheduled_improvement'; trigger_data: Record; confidence: number; urgency: 'low' | 'medium' | 'high' | 'critical'; } export interface EvolutionChange { component: string; change_type: 'addition' | 'modification' | 'removal' | 'optimization'; before_state: any; after_state: any; impact_assessment: ImpactAssessment; reversibility: boolean; } export interface EvolutionOutcome { metric: string; before_value: number; after_value: number; improvement: number; confidence: number; validation_method: string; sustainability: number; } export interface ImprovementOpportunity { id: string; type: 'performance' | 'capability' | 'efficiency' | 'quality' | 'innovation'; description: string; current_state: string; target_state: string; potential_impact: ImpactAssessment; implementation_strategy: ImplementationStrategy; resources_required: ResourceRequirement[]; risks: EvolutionRisk[]; timeline: string; priority: 'low' | 'medium' | 'high' | 'critical'; dependencies: string[]; } export interface SuccessCriterion { criterion: string; metric: string; target_value: number; measurement_method: string; priority: 'low' | 'medium' | 'high'; } export interface EvolutionPlan { id: string; objectives: EvolutionObjective[]; strategies: EvolutionStrategy[]; phases: EvolutionPhase[]; timeline: EvolutionTimeline; resources: EvolutionResource[]; risks: EvolutionRisk[]; success_criteria: SuccessCriterion[]; monitoring_plan: MonitoringPlan; } export interface EvolutionObjective { objective: string; target_metric: string; current_value: number; target_value: number; deadline: Date; priority: 'low' | 'medium' | 'high' | 'critical'; dependencies: string[]; } export interface EvolutionPhase { phase: string; description: string; duration: string; objectives: string[]; activities: EvolutionActivity[]; deliverables: string[]; success_criteria: string[]; risks: string[]; } export interface EvolutionActivity { activity: string; description: string; type: 'analysis' | 'design' | 'implementation' | 'testing' | 'validation' | 'deployment'; duration: string; resources: string[]; prerequisites: string[]; outputs: string[]; } export interface EvolutionTimeline { start_date: Date; end_date: Date; milestones: EvolutionMilestone[]; critical_path: string[]; dependencies: EvolutionDependency[]; } export interface EvolutionMilestone { name: string; date: Date; description: string; deliverables: string[]; success_criteria: string[]; validation_method: string; } export interface EvolutionDependency { id: string; dependency_type: 'internal' | 'external' | 'technical' | 'resource'; description: string; impact: 'low' | 'medium' | 'high' | 'critical'; mitigation: string[]; } export interface EvolutionResource { resource_type: 'computational' | 'data' | 'knowledge' | 'time' | 'external_service'; description: string; quantity: number; availability: 'available' | 'limited' | 'unavailable'; cost: number; alternatives: string[]; } export interface EvolutionConstraint { constraint_type: 'safety' | 'performance' | 'resource' | 'ethical' | 'regulatory'; description: string; enforcement: 'strict' | 'flexible' | 'advisory'; monitoring: boolean; exceptions: ConstraintException[]; } export interface ConstraintException { condition: string; justification: string; approver: string; expiration: Date; monitoring_required: boolean; } export interface SafetyMechanism { mechanism_type: 'validation' | 'monitoring' | 'rollback' | 'circuit_breaker' | 'sandbox'; description: string; triggers: string[]; actions: SafetyAction[]; effectiveness: number; test_frequency: string; } export interface SafetyAction { action: string; conditions: string[]; parameters: Record; automatic: boolean; fallback: string[]; } export interface EvolutionValidation { validation_type: 'functional' | 'performance' | 'safety' | 'integration' | 'regression'; method: string; criteria: ValidationCriterion[]; results: ValidationResult[]; confidence: number; timestamp: Date; } export interface ValidationCriterion { criterion: string; metric: string; threshold: number; operator: 'gt' | 'gte' | 'lt' | 'lte' | 'eq' | 'between'; critical: boolean; } export interface EvolutionRisk { risk_type: 'technical' | 'operational' | 'security' | 'performance' | 'ethical'; description: string; probability: number; impact: 'low' | 'medium' | 'high' | 'critical'; mitigation: RiskMitigation[]; contingency: ContingencyPlan[]; monitoring: RiskMonitoring; } export interface RiskMitigation { strategy: string; effectiveness: number; cost: number; implementation_time: string; prerequisites: string[]; } export interface RiskIndicator { name: string; metric: string; threshold: number; severity: 'low' | 'medium' | 'high' | 'critical'; trend: 'increasing' | 'decreasing' | 'stable'; } export interface RiskMonitoring { indicators: RiskIndicator[]; frequency: string; escalation: EscalationProcedure; automated: boolean; } export interface EscalationProcedure { levels: EscalationLevel[]; timeout: number; final_action: string; } export interface ArchitectureAlternative { name: string; description: string; pros: string[]; cons: string[]; complexity: 'low' | 'medium' | 'high'; cost: number; timeline: string; risks: string[]; } export interface ArchitectureEvaluation { criteria: string[]; scores: Record; recommendation: string; rationale: string; } export interface ArchitectureImplementationPlan { phases: string[]; timeline: string; resources: string[]; dependencies: string[]; milestones: string[]; } export interface ArchitectureValidation { tests: string[]; metrics: string[]; criteria: string[]; status: 'pending' | 'in_progress' | 'completed' | 'failed'; } export interface AutonomousArchitectureDesign { designId: string; projectContext: ProjectContext; requirements: ArchitecturalRequirement[]; constraints: ArchitecturalConstraint[]; designProcess: DesignProcess; architecture: SystemArchitecture; alternatives: ArchitectureAlternative[]; evaluation: ArchitectureEvaluation; implementation_plan: ArchitectureImplementationPlan; validation: ArchitectureValidation; } export interface ArchitecturalRequirement { id: string; type: 'functional' | 'non_functional' | 'quality' | 'constraint' | 'business'; description: string; priority: 'low' | 'medium' | 'high' | 'critical'; source: string; acceptance_criteria: AcceptanceCriterion[]; dependencies: string[]; conflicts: RequirementConflict[]; } export interface AcceptanceCriterion { criterion: string; measurable: boolean; measurement_method: string; target_value: any; validation_method: string; } export interface RequirementConflict { conflicting_requirement: string; conflict_type: 'incompatible' | 'trade_off' | 'resource_contention'; resolution_strategy: string; impact: string; } export interface ArchitecturalConstraint { constraint_type: 'technical' | 'business' | 'regulatory' | 'resource' | 'temporal'; description: string; enforcement_level: 'strict' | 'flexible' | 'advisory'; impact: ConstraintImpact; alternatives: ConstraintAlternative[]; } export interface ConstraintImpact { affected_components: string[]; impact_description: string; severity: 'low' | 'medium' | 'high' | 'critical'; mitigation_options: string[]; } export interface ConstraintAlternative { alternative: string; trade_offs: string[]; feasibility: number; impact: string; } export interface DesignProcess { methodology: string; phases: DesignPhase[]; decision_points: DecisionPoint[]; iterations: DesignIteration[]; reasoning_chain: ReasoningStep[]; validation_checkpoints: ValidationCheckpoint[]; } export interface DesignPhase { phase: string; objectives: string[]; activities: DesignActivity[]; outputs: DesignOutput[]; duration: string; dependencies: string[]; } export interface DesignActivity { activity: string; description: string; inputs: string[]; outputs: string[]; method: string; tools: string[]; duration: string; } export interface DesignOutput { output_type: 'model' | 'diagram' | 'specification' | 'prototype' | 'analysis'; name: string; description: string; format: string; validation_criteria: string[]; } export interface DecisionPoint { decision: string; alternatives: DecisionAlternative[]; criteria: DecisionCriterion[]; selected_alternative: string; rationale: string; confidence: number; reversibility: boolean; } export interface DecisionAlternative { alternative: string; description: string; pros: string[]; cons: string[]; cost: number; risk: 'low' | 'medium' | 'high'; complexity: 'low' | 'medium' | 'high'; evaluation_score: number; } export interface DecisionCriterion { criterion: string; weight: number; measurement_method: string; target_value: any; importance: 'low' | 'medium' | 'high' | 'critical'; } export interface DesignIteration { iteration: number; objectives: string[]; changes: DesignChange[]; improvements: DesignImprovement[]; feedback_incorporated: FeedbackIncorporation[]; validation_results: ValidationResult[]; } export interface DesignChange { component: string; change_type: 'addition' | 'modification' | 'removal' | 'refactoring'; reason: string; impact: ChangeImpact; validation: ChangeValidation; } export interface ChangeImpact { affected_components: string[]; impact_type: 'functional' | 'performance' | 'security' | 'maintainability' | 'cost'; magnitude: 'minor' | 'moderate' | 'significant' | 'major'; risk_assessment: string; } export interface ChangeValidation { validation_method: string; criteria: string[]; results: string[]; approved: boolean; approver: string; } export interface DesignImprovement { improvement: string; benefit: string; implementation_effort: 'low' | 'medium' | 'high'; priority: 'low' | 'medium' | 'high' | 'critical'; dependencies: string[]; } export interface FeedbackIncorporation { feedback_source: string; feedback_type: 'requirement_change' | 'constraint_update' | 'improvement_suggestion' | 'concern'; original_feedback: string; interpretation: string; incorporation_method: string; design_changes: string[]; } export interface ReasoningStep { step: number; reasoning_type: ReasoningPattern; input: string; process: string; output: string; confidence: number; validation: StepValidation; alternatives_considered: string[]; } export interface StepValidation { validation_method: string; criteria: string[]; result: 'valid' | 'invalid' | 'uncertain'; confidence: number; issues: string[]; } export interface ValidationCheckpoint { checkpoint: string; criteria: CheckpointCriterion[]; validation_method: string; result: CheckpointResult; actions_required: string[]; } export interface CheckpointCriterion { criterion: string; measurement: string; threshold: any; weight: number; critical: boolean; } export interface CheckpointResult { overall_result: 'pass' | 'fail' | 'conditional_pass'; individual_results: IndividualResult[]; overall_score: number; recommendations: string[]; next_steps: string[]; } export interface IndividualResult { criterion: string; result: 'pass' | 'fail' | 'warning'; score: number; details: string; improvement_suggestions: string[]; } export interface SystemArchitecture { architecture_style: string; components: ArchitecturalComponent[]; connections: ArchitecturalConnection[]; layers: ArchitecturalLayer[]; patterns: ArchitecturalPattern[]; technologies: TechnologySelection[]; deployment: DeploymentArchitecture; data_architecture: DataArchitecture; security_architecture: SecurityArchitecture; } export interface DataArchitecture { databases: string[]; data_flow: string[]; storage_strategy: string; backup_strategy: string; data_governance: string[]; } export interface SecurityArchitecture { authentication: string; authorization: string; encryption: string[]; security_controls: string[]; compliance_standards: string[]; } export interface ArchitecturalComponent { id: string; name: string; type: 'service' | 'module' | 'library' | 'database' | 'interface' | 'gateway'; description: string; responsibilities: string[]; interfaces: ComponentInterface[]; dependencies: ComponentDependency[]; quality_attributes: QualityAttribute[]; implementation_notes: string[]; } export interface ComponentInterface { interface_name: string; interface_type: 'api' | 'event' | 'message' | 'data' | 'ui'; specification: InterfaceSpecification; consumers: string[]; providers: string[]; quality_requirements: QualityRequirement[]; } export interface InterfaceSpecification { protocol: string; format: string; operations: Operation[]; data_models: DataModel[]; error_handling: ErrorHandling; versioning: VersioningStrategy; } export interface Operation { name: string; description: string; inputs: Parameter[]; outputs: Parameter[]; preconditions: string[]; postconditions: string[]; side_effects: string[]; } export interface Parameter { name: string; type: string; description: string; required: boolean; constraints: ParameterConstraint[]; default_value?: any; } export interface ParameterConstraint { constraint_type: 'range' | 'format' | 'enum' | 'pattern' | 'custom'; constraint_value: any; error_message: string; } export interface DataModel { name: string; description: string; fields: DataField[]; relationships: DataRelationship[]; constraints: DataConstraint[]; indices: DataIndex[]; } export interface DataField { name: string; type: string; description: string; required: boolean; constraints: FieldConstraint[]; metadata: Record; } export interface DataRelationship { relationship_type: 'one_to_one' | 'one_to_many' | 'many_to_many'; target_entity: string; description: string; constraints: RelationshipConstraint[]; cascading_behavior: CascadingBehavior; } export interface DataConstraint { constraint_type: 'unique' | 'foreign_key' | 'check' | 'not_null' | 'custom'; description: string; enforcement_level: 'strict' | 'advisory'; violation_handling: string; } export interface DataIndex { index_name: string; fields: string[]; index_type: 'primary' | 'unique' | 'composite' | 'partial' | 'expression'; performance_characteristics: IndexPerformance; } export interface ErrorHandling { error_categories: ErrorCategory[]; error_responses: ErrorResponse[]; retry_strategies: RetryStrategy[]; fallback_mechanisms: FallbackMechanism[]; } export interface ErrorCategory { category: string; error_codes: string[]; description: string; handling_strategy: string; user_communication: string; } export interface ErrorResponse { error_code: string; http_status?: number; message_template: string; additional_data: string[]; logging_level: 'debug' | 'info' | 'warning' | 'error' | 'critical'; } export interface RetryStrategy { error_types: string[]; max_retries: number; backoff_strategy: 'linear' | 'exponential' | 'constant'; backoff_parameters: Record; circuit_breaker: boolean; } export interface FallbackMechanism { trigger_conditions: string[]; fallback_action: string; fallback_data_source?: string; graceful_degradation: boolean; user_notification: boolean; } export interface VersioningStrategy { versioning_scheme: 'semantic' | 'date_based' | 'sequential' | 'hash_based'; backward_compatibility: 'strict' | 'loose' | 'breaking_allowed'; deprecation_policy: DeprecationPolicy; migration_support: MigrationSupport; } export interface DeprecationPolicy { notice_period: string; sunset_timeline: string; migration_assistance: boolean; legacy_support_duration: string; } export interface MigrationSupport { automated_migration: boolean; migration_tools: string[]; documentation: string[]; support_channels: string[]; } export interface ComponentDependency { dependency_type: 'uses' | 'implements' | 'extends' | 'configures' | 'manages'; target_component: string; dependency_nature: 'compile_time' | 'runtime' | 'deployment' | 'configuration'; coupling_strength: 'loose' | 'moderate' | 'tight'; failure_impact: DependencyFailureImpact; } export interface DependencyFailureImpact { impact_type: 'none' | 'degraded' | 'failure' | 'cascade_failure'; mitigation_strategies: string[]; recovery_procedures: string[]; monitoring_requirements: string[]; } export interface QualityAttribute { id: string; name?: string; description?: string; category?: string; measurableCharacteristics?: string[]; scenarios?: string[]; tradeoffs?: string[]; measurementMethods?: string[]; attribute: 'performance' | 'security' | 'reliability' | 'scalability' | 'maintainability' | 'usability'; requirements: QualityRequirement[]; measurement_methods: MeasurementMethod[]; target_values: QualityTarget[]; monitoring: QualityMonitoring; } export interface QualityRequirement { requirement: string; measurable: boolean; target_value: any; acceptable_range: QualityRange; priority: 'low' | 'medium' | 'high' | 'critical'; } export interface QualityRange { min_acceptable: any; target: any; max_acceptable: any; optimal?: any; } export interface MeasurementMethod { method: string; tools: string[]; frequency: string; automation_level: 'manual' | 'semi_automated' | 'fully_automated'; accuracy: number; } export interface QualityTarget { metric: string; target_value: any; measurement_unit: string; achievement_timeline: string; dependencies: string[]; } export interface QualityMonitoring { monitoring_strategy: string; key_indicators: QualityIndicator[]; alerting_thresholds: AlertingThreshold[]; reporting_frequency: string; dashboard_requirements: string[]; } export interface QualityIndicator { indicator: string; measurement: string; normal_range: QualityRange; trend_analysis: boolean; correlation_factors: string[]; } export interface AlertingThreshold { threshold_type: 'warning' | 'critical' | 'emergency'; condition: string; threshold_value: any; escalation_procedure: string[]; auto_remediation: boolean; } export interface CapabilityOutput { output_type: string; format: string; schema: Record; quality_metrics: string[]; } export interface CapabilityMetadata { created_date: Date; last_updated: Date; usage_count: number; success_rate: number; user_feedback: UserFeedback[]; optimization_history: OptimizationRecord[]; } export interface UserFeedback { feedback_id: string; user_id: string; rating: number; comments: string; suggestions: string[]; timestamp: Date; } export interface OptimizationRecord { optimization_date: Date; optimization_type: string; before_metrics: Record; after_metrics: Record; improvement: number; method: string; } export interface SpecificSkill { skill: string; proficiency: number; last_used: Date; frequency: number; improvement_trend: 'improving' | 'stable' | 'declining'; } export interface PerformanceFactor { factor: string; contribution: number; controllable: boolean; optimization_potential: number; } export interface ImpactAssessment { scope: 'component' | 'system' | 'organization' | 'ecosystem'; magnitude: 'minor' | 'moderate' | 'significant' | 'transformational'; time_horizon: string; affected_stakeholders: string[]; risk_level: 'low' | 'medium' | 'high' | 'critical'; mitigation_strategies: string[]; } export interface ImplementationStrategy { approach: string; phases: ImplementationPhase[]; resources: ResourceRequirement[]; timeline: string; success_criteria: string[]; risk_mitigation: string[]; } export interface ImplementationPhase { phase: string; description: string; duration: string; activities: string[]; deliverables: string[]; dependencies: string[]; success_criteria: string[]; } export interface ResourceRequirement { resource_type: 'human' | 'computational' | 'financial' | 'technical' | 'time'; description: string; quantity: number; unit: string; availability_requirements: string; alternatives: string[]; } export interface MonitoringPlan { monitoring_objectives: string[]; key_metrics: MonitoringMetric[]; data_collection: DataCollection; analysis_methods: AnalysisMethod[]; reporting: MonitoringReporting; alerting: MonitoringAlerting; } export interface MonitoringMetric { metric_name: string; description: string; measurement_method: string; frequency: string; threshold_values: ThresholdValue[]; trend_analysis: boolean; } export interface ThresholdValue { threshold_type: 'warning' | 'critical' | 'target'; value: number; action_required: string[]; escalation: boolean; } export interface DataCollection { collection_methods: string[]; data_sources: string[]; collection_frequency: string; data_quality_requirements: string[]; storage_requirements: string[]; } export interface AnalysisMethod { method: string; purpose: string; frequency: string; tools: string[]; output_format: string; } export interface MonitoringReporting { report_types: string[]; audiences: string[]; frequency: string; delivery_methods: string[]; customization_options: string[]; } export interface EscalationRule { condition: string; level: number; delay: number; actions: string[]; } export interface SuppressionRule { condition: string; duration: number; scope: string; reason: string; } export interface MonitoringAlerting { alert_channels: string[]; escalation_rules: EscalationRule[]; suppression_rules: SuppressionRule[]; notification_preferences: NotificationPreference[]; } export interface NotificationPreference { user_id: string; channels: string[]; severity_filter: string[]; time_restrictions: TimeRestriction[]; grouping_preferences: GroupingPreference[]; } export interface TimeRestriction { start_time: string; end_time: string; days_of_week: string[]; timezone: string; } export interface GroupingPreference { grouping_criteria: string; max_group_size: number; grouping_window: string; summary_format: string; } export interface FieldConstraint { constraint_type: 'length' | 'format' | 'range' | 'enum' | 'pattern'; constraint_value: any; error_message: string; } export interface RelationshipConstraint { constraint_type: 'cardinality' | 'integrity' | 'business_rule'; description: string; enforcement: 'strict' | 'advisory'; } export interface CascadingBehavior { on_delete: 'cascade' | 'restrict' | 'set_null' | 'set_default'; on_update: 'cascade' | 'restrict' | 'set_null' | 'set_default'; business_rules: string[]; } export interface IndexPerformance { query_performance_improvement: number; storage_overhead: number; maintenance_cost: string; usage_patterns: string[]; } export interface ArchitecturalConnection { connection_id: string; source_component: string; target_component: string; connection_type: 'synchronous' | 'asynchronous' | 'event_driven' | 'data_flow'; protocol: string; quality_of_service: QualityOfService; security_requirements: SecurityRequirement[]; monitoring_requirements: ConnectionMonitoring; } export interface QualityOfService { reliability: number; latency_requirements: LatencyRequirement; throughput_requirements: ThroughputRequirement; availability_requirements: AvailabilityRequirement; } export interface LatencyRequirement { max_latency: number; average_latency_target: number; percentile_requirements: PercentileRequirement[]; timeout_settings: TimeoutSetting[]; } export interface PercentileRequirement { percentile: number; max_latency: number; measurement_window: string; } export interface TimeoutSetting { timeout_type: 'connection' | 'read' | 'total'; timeout_value: number; retry_policy: string; } export interface ThroughputRequirement { min_throughput: number; target_throughput: number; peak_throughput: number; scaling_strategy: string; } export interface AvailabilityRequirement { target_availability: number; measurement_period: string; downtime_tolerance: string; recovery_requirements: RecoveryRequirement; } export interface RecoveryRequirement { recovery_time_objective: string; recovery_point_objective: string; backup_strategy: string; disaster_recovery: string; } export interface SecurityRequirement { requirement_type: 'authentication' | 'authorization' | 'encryption' | 'audit' | 'privacy'; description: string; implementation_guidance: string[]; compliance_standards: string[]; validation_methods: string[]; } export interface ConnectionMonitoring { metrics_to_monitor: string[]; monitoring_frequency: string; alert_conditions: AlertCondition[]; logging_requirements: LoggingRequirement[]; } export interface AlertCondition { condition: string; threshold: any; severity: 'info' | 'warning' | 'error' | 'critical'; response_action: string[]; } export interface LoggingRequirement { log_level: 'debug' | 'info' | 'warning' | 'error' | 'critical'; log_format: string; retention_period: string; sensitive_data_handling: string; } export interface ArchitecturalLayer { layer_name: string; layer_type: 'presentation' | 'business' | 'data' | 'infrastructure' | 'cross_cutting'; description: string; components: string[]; responsibilities: string[]; interfaces: LayerInterface[]; dependencies: LayerDependency[]; constraints: LayerConstraint[]; } export interface LayerInterface { interface_name: string; exposed_operations: string[]; access_patterns: string[]; performance_characteristics: LayerPerformance; } export interface LayerPerformance { expected_latency: string; throughput_capacity: string; scalability_limits: string; resource_requirements: string[]; } export interface LayerDependency { dependent_layer: string; dependency_type: 'uses' | 'extends' | 'configures'; coupling_level: 'loose' | 'moderate' | 'tight'; interaction_patterns: string[]; } export interface LayerConstraint { constraint: string; enforcement_mechanism: string; violation_handling: string; exceptions: string[]; } export interface ArchitecturalPattern { id: string; name?: string; category?: string; qualityAttributes?: Record; benefits?: string[]; drawbacks?: string[]; applicableContexts?: string[]; implementationComplexity?: string; maturityLevel?: string; pattern_name: string; pattern_type: 'structural' | 'behavioral' | 'creational' | 'architectural' | 'integration'; description: string; application_context: string[]; implementation_guidance: PatternImplementation; trade_offs: string[]; alternatives: PatternAlternative[]; } export interface PatternImplementation { implementation_steps: string[]; code_examples: PatternCodeExample[]; configuration_requirements: string[]; testing_strategies: string[]; monitoring_considerations: string[]; } export interface PatternCodeExample { language: string; framework: string; code_snippet: string; explanation: string; best_practices: string[]; } export interface PatternAlternative { alternative_pattern: string; comparison: string; selection_criteria: string[]; migration_path: string; } export interface TechnologySelection { technology_category: 'programming_language' | 'framework' | 'database' | 'middleware' | 'infrastructure'; selected_technology: string; version: string; justification: TechnologyJustification; alternatives_considered: TechnologyAlternative[]; integration_requirements: IntegrationRequirement[]; lifecycle_considerations: LifecycleConsideration[]; } export interface TechnologyJustification { selection_criteria: SelectionCriterion[]; evaluation_results: EvaluationResult[]; decision_rationale: string; risk_assessment: TechnologyRisk[]; } export interface SelectionCriterion { criterion: string; weight: number; measurement_method: string; target_score: number; } export interface EvaluationResult { technology: string; criterion_scores: Record; overall_score: number; pros: string[]; cons: string[]; recommendation: string; } export interface TechnologyRisk { risk_type: 'technical' | 'vendor' | 'security' | 'performance' | 'lifecycle'; description: string; probability: number; impact: 'low' | 'medium' | 'high' | 'critical'; mitigation_strategies: string[]; } export interface TechnologyAlternative { technology: string; comparison_summary: string; pros: string[]; cons: string[]; migration_effort: 'low' | 'medium' | 'high'; } export interface IntegrationRequirement { integration_point: string; integration_type: 'api' | 'data' | 'event' | 'ui' | 'batch'; requirements: string[]; complexity: 'low' | 'medium' | 'high'; } export interface LifecycleConsideration { lifecycle_phase: 'development' | 'testing' | 'deployment' | 'maintenance' | 'retirement'; considerations: string[]; support_requirements: string[]; cost_implications: string; } export interface DeploymentArchitecture { deployment_model: 'on_premise' | 'cloud' | 'hybrid' | 'edge'; infrastructure_components: InfrastructureComponent[]; deployment_environments: DeploymentEnvironment[]; scaling_strategy: ScalingStrategy; disaster_recovery: DisasterRecoveryPlan; monitoring_and_observability: ObservabilityStrategy; } export interface InfrastructureComponent { component_type: 'compute' | 'storage' | 'network' | 'security' | 'monitoring'; name: string; specifications: ComponentSpecification[]; redundancy: RedundancyConfiguration; monitoring: ComponentMonitoring; } export interface ComponentSpecification { specification_type: 'performance' | 'capacity' | 'security' | 'availability'; value: string; justification: string; alternatives: string[]; } export interface RedundancyConfiguration { redundancy_level: 'none' | 'basic' | 'high' | 'fault_tolerant'; backup_strategy: string; failover_mechanism: string; recovery_procedures: string[]; } export interface ComponentMonitoring { monitoring_metrics: string[]; alerting_rules: string[]; log_aggregation: string; health_checks: HealthCheck[]; } export interface HealthCheck { check_name: string; check_type: 'liveness' | 'readiness' | 'startup'; endpoint: string; frequency: string; timeout: string; failure_threshold: number; } export interface DeploymentEnvironment { environment_name: string; environment_type: 'development' | 'testing' | 'staging' | 'production'; configuration: EnvironmentConfiguration; deployment_pipeline: DeploymentPipeline; access_controls: AccessControl[]; } export interface EnvironmentConfiguration { resource_allocation: ResourceAllocation; environment_variables: EnvironmentVariable[]; secrets_management: SecretsManagement; networking: NetworkConfiguration; } export interface EnvironmentVariable { name: string; value_source: 'static' | 'config_map' | 'secret' | 'computed'; description: string; required: boolean; } export interface SecretsManagement { secrets_provider: string; encryption_at_rest: boolean; encryption_in_transit: boolean; rotation_policy: RotationPolicy; access_controls: string[]; } export interface RotationPolicy { rotation_frequency: string; automated_rotation: boolean; notification_strategy: string; rollback_procedure: string; } export interface NetworkConfiguration { network_topology: string; security_groups: SecurityGroup[]; load_balancing: LoadBalancingConfiguration; service_discovery: ServiceDiscoveryConfiguration; } export interface SecurityGroup { group_name: string; ingress_rules: NetworkRule[]; egress_rules: NetworkRule[]; associated_components: string[]; } export interface NetworkRule { protocol: string; port_range: string; source_destination: string; description: string; } export interface LoadBalancingConfiguration { load_balancer_type: 'application' | 'network' | 'gateway'; algorithm: 'round_robin' | 'least_connections' | 'ip_hash' | 'weighted'; health_check_configuration: HealthCheckConfiguration; ssl_termination: SSLConfiguration; } export interface HealthCheckConfiguration { protocol: string; path: string; interval: string; timeout: string; healthy_threshold: number; unhealthy_threshold: number; } export interface SSLConfiguration { ssl_termination: boolean; certificate_source: string; tls_version: string; cipher_suites: string[]; } export interface ServiceDiscoveryConfiguration { discovery_method: 'dns' | 'service_registry' | 'load_balancer'; service_registry: string; health_check_integration: boolean; auto_registration: boolean; } export interface DeploymentPipeline { pipeline_stages: PipelineStage[]; triggers: PipelineTrigger[]; approval_gates: ApprovalGate[]; rollback_strategy: RollbackStrategy; } export interface PipelineStage { stage_name: string; stage_type: 'build' | 'test' | 'security_scan' | 'deploy' | 'verification'; actions: PipelineAction[]; success_criteria: string[]; failure_handling: FailureHandling; } export interface PipelineAction { action_name: string; action_type: string; parameters: Record; timeout: string; retry_policy: RetryPolicy; } export interface RetryPolicy { max_attempts: number; backoff_strategy: string; retry_conditions: string[]; } export interface FailureHandling { failure_action: 'stop' | 'continue' | 'rollback' | 'notify'; notification_channels: string[]; escalation_procedures: string[]; } export interface PipelineTrigger { trigger_type: 'manual' | 'webhook' | 'schedule' | 'event'; trigger_configuration: Record; conditions: TriggerCondition[]; } export interface TriggerCondition { condition_type: 'branch' | 'tag' | 'file_change' | 'time' | 'approval'; condition_value: string; condition_operator: string; } export interface ApprovalGate { gate_name: string; required_approvers: string[]; approval_criteria: string[]; timeout: string; escalation: string[]; } export interface RollbackStrategy { rollback_triggers: string[]; rollback_method: 'blue_green' | 'canary' | 'rolling' | 'recreate'; rollback_validation: string[]; data_migration_handling: string; } export interface AccessControl { principal_type: 'user' | 'group' | 'service_account' | 'role'; principal_id: string; permissions: Permission[]; conditions: AccessCondition[]; } export interface Permission { resource: string; actions: string[]; effect: 'allow' | 'deny'; constraints: PermissionConstraint[]; } export interface PermissionConstraint { constraint_type: 'time' | 'location' | 'mfa' | 'request_context'; constraint_value: any; enforcement: 'strict' | 'advisory'; } export interface AccessCondition { condition: string; values: any[]; operator: 'equals' | 'not_equals' | 'in' | 'not_in' | 'matches'; } export interface ScalingStrategy { scaling_type: 'horizontal' | 'vertical' | 'hybrid'; auto_scaling: AutoScalingConfiguration; manual_scaling: ManualScalingConfiguration; scaling_policies: ScalingPolicy[]; } export interface AutoScalingConfiguration { enabled: boolean; scaling_metrics: ScalingMetric[]; scaling_targets: ScalingTarget[]; scaling_cooldown: ScalingCooldown; } export interface ScalingMetric { metric_name: string; metric_source: string; aggregation_method: string; scaling_factor: number; } export interface ScalingTarget { target_type: 'utilization' | 'queue_length' | 'response_time' | 'custom'; target_value: number; tolerance: number; } export interface ScalingCooldown { scale_up_cooldown: string; scale_down_cooldown: string; stabilization_window: string; } export interface ManualScalingConfiguration { scaling_procedures: ScalingProcedure[]; approval_requirements: string[]; validation_steps: string[]; rollback_procedures: string[]; } export interface ScalingProcedure { procedure_name: string; scaling_direction: 'up' | 'down'; steps: ProcedureStep[]; validation_criteria: string[]; } export interface ProcedureStep { step_name: string; description: string; commands: string[]; validation: string[]; rollback: string[]; } export interface DisasterRecoveryPlan { recovery_objectives: RecoveryObjective[]; backup_strategy: BackupStrategy; recovery_procedures: RecoveryProcedure[]; testing_schedule: TestingSchedule; communication_plan: CommunicationPlan; } export interface RecoveryObjective { objective_type: 'rto' | 'rpo' | 'rco' | 'rmo'; target_value: string; measurement_method: string; criticality: 'low' | 'medium' | 'high' | 'critical'; } export interface BackupStrategy { backup_frequency: string; backup_retention: string; backup_locations: BackupLocation[]; backup_verification: BackupVerification; } export interface BackupLocation { location_type: 'local' | 'remote' | 'cloud' | 'offsite'; location_details: string; encryption: boolean; access_controls: string[]; } export interface BackupVerification { verification_frequency: string; verification_method: string; success_criteria: string[]; failure_procedures: string[]; } export interface RecoveryProcedure { scenario: string; recovery_steps: RecoveryStep[]; estimated_recovery_time: string; resources_required: string[]; dependencies: string[]; } export interface RecoveryStep { step_name: string; description: string; responsible_party: string; estimated_duration: string; success_criteria: string[]; rollback_option: boolean; } export interface TestingSchedule { test_frequency: string; test_types: DisasterRecoveryTest[]; test_environments: string[]; success_criteria: string[]; } export interface DisasterRecoveryTest { test_name: string; test_type: 'tabletop' | 'walkthrough' | 'simulation' | 'full_test'; scope: string[]; duration: string; participants: string[]; } export interface CommunicationPlan { stakeholders: Stakeholder[]; communication_channels: CommunicationChannel[]; escalation_procedures: string[]; status_update_frequency: string; } export interface Stakeholder { stakeholder_type: 'internal' | 'external' | 'customer' | 'vendor' | 'regulator'; contact_information: ContactInformation; notification_preferences: NotificationPreference[]; escalation_level: number; } export interface ContactInformation { primary_contact: string; backup_contacts: string[]; contact_methods: ContactMethod[]; availability: AvailabilityWindow[]; } export interface ContactMethod { method: 'email' | 'phone' | 'sms' | 'slack' | 'teams' | 'pager'; contact_details: string; priority: number; } export interface AvailabilityWindow { start_time: string; end_time: string; days_of_week: string[]; timezone: string; } export interface CommunicationChannel { id: string; sourceToolId: string; targetToolId: string; protocol?: CommunicationProtocol; adapter?: ProtocolAdapter; messageQueue?: MessageQueue; synchronizationState?: SynchronizationState; context?: InterToolContext; status?: 'active' | 'inactive' | 'error'; establishedAt?: Date; lastActivity?: Date; messageCount?: number; errorCount?: number; channel_name: string; channel_type: 'broadcast' | 'targeted' | 'escalation'; audience: string[]; message_templates: MessageTemplate[]; latencyMetrics?: any; qualityOfService?: any; reliabilityMetrics?: any; metadata?: any; throughputMetrics?: { messagesPerSecond: number; bytesPerSecond: number; peakThroughput: number; }; } export interface MessageTemplate { template_name: string; template_type: 'initial_notification' | 'status_update' | 'resolution' | 'post_mortem'; template_content: string; required_fields: string[]; } export interface ObservabilityStrategy { monitoring_stack: MonitoringStack; logging_strategy: LoggingStrategy; tracing_strategy: TracingStrategy; metrics_strategy: MetricsStrategy; alerting_strategy: AlertingStrategy; } export interface MonitoringStack { monitoring_tools: MonitoringTool[]; data_collection: ObservabilityDataCollection; data_storage: ObservabilityDataStorage; visualization: ObservabilityVisualization; } export interface MonitoringTool { tool_name: string; tool_type: 'infrastructure' | 'application' | 'business' | 'security' | 'custom'; configuration: ToolConfiguration; integration_points: string[]; } export interface ToolConfiguration { deployment_method: string; configuration_parameters: Record; resource_requirements: string[]; high_availability: boolean; } export interface ObservabilityDataCollection { collection_methods: DataCollectionMethod[]; sampling_strategies: SamplingStrategy[]; data_enrichment: DataEnrichment[]; } export interface DataCollectionMethod { method_name: string; method_type: 'push' | 'pull' | 'streaming'; data_sources: string[]; collection_frequency: string; data_format: string; } export interface SamplingStrategy { strategy_name: string; sampling_rate: number; sampling_conditions: string[]; adaptive_sampling: boolean; } export interface DataEnrichment { enrichment_type: 'metadata' | 'context' | 'correlation' | 'classification'; enrichment_source: string; enrichment_rules: string[]; } export interface ObservabilityDataStorage { storage_tiers: StorageTier[]; retention_policies: DataRetentionPolicy[]; compression: DataCompression; partitioning: DataPartitioning; } export interface StorageTier { tier_name: string; tier_type: 'hot' | 'warm' | 'cold' | 'archive'; storage_duration: string; access_pattern: string; cost_characteristics: string; } export interface DataRetentionPolicy { data_type: string; retention_period: string; archival_strategy: string; deletion_policy: string; compliance_requirements: string[]; } export interface DataCompression { compression_algorithm: string; compression_ratio: number; performance_impact: string; compatibility: string[]; } export interface DataPartitioning { partitioning_strategy: 'time_based' | 'hash_based' | 'range_based' | 'hybrid'; partition_key: string; partition_size: string; partition_management: PartitionManagement; } export interface PartitionManagement { automatic_partitioning: boolean; partition_pruning: boolean; partition_maintenance: string[]; performance_optimization: string[]; } export interface ObservabilityVisualization { dashboards: ObservabilityDashboard[]; reporting: ObservabilityReporting; alerting_visualization: AlertingVisualization; } export interface ObservabilityDashboard { dashboard_name: string; dashboard_type: 'operational' | 'business' | 'security' | 'executive' | 'troubleshooting'; audience: string[]; widgets: DashboardWidget[]; refresh_rate: string; } export interface VisualizationOptions { chart_type?: string; color_scheme?: string; time_range?: string; aggregation?: string; filters?: Record; } export interface ObservabilityReporting { report_types: ObservabilityReport[]; distribution: ReportDistribution; automation: ReportAutomation; } export interface ObservabilityReport { report_name: string; report_type: 'sla' | 'performance' | 'capacity' | 'security' | 'cost' | 'compliance'; content: ReportContent[]; frequency: string; format: string; } export interface ReportContent { section_name: string; content_type: 'metrics' | 'trends' | 'analysis' | 'recommendations'; data_sources: string[]; visualization: boolean; } export interface ReportDistribution { distribution_methods: string[]; recipients: ReportRecipient[]; delivery_schedule: string; customization_options: string[]; } export interface ReportRecipient { recipient_id: string; recipient_type: 'individual' | 'group' | 'role'; delivery_preferences: DeliveryPreference[]; content_customization: ContentCustomization[]; } export interface DeliveryPreference { delivery_method: string; delivery_format: string; delivery_time: string; delivery_frequency: string; } export interface ContentCustomization { customization_type: 'filter' | 'aggregation' | 'format' | 'sections'; customization_parameters: Record; } export interface ReportAutomation { automated_generation: boolean; trigger_conditions: string[]; quality_checks: string[]; distribution_automation: boolean; } export interface AlertingVisualization { alert_dashboards: string[]; alert_summaries: AlertSummary[]; alert_analytics: AlertAnalytics[]; } export interface AlertSummary { summary_type: 'count' | 'trend' | 'severity_distribution' | 'resolution_time'; time_window: string; grouping: string[]; visualization: string; } export interface AlertAnalytics { analytics_type: 'pattern_analysis' | 'correlation_analysis' | 'predictive_analysis'; analysis_window: string; output_format: string; automation_level: string; } export interface LoggingStrategy { log_levels: LogLevel[]; log_formats: LogFormat[]; log_routing: LogRouting; log_processing: LogProcessing; log_analysis: LogAnalysis; } export interface LogLevelConfig { level_name: string; level_priority: number; use_cases: string[]; retention_policy: string; } export interface LogFormat { format_name: string; format_type: 'structured' | 'unstructured' | 'semi_structured'; schema: LogSchema; serialization: string; } export interface LogSchema { required_fields: LogField[]; optional_fields: LogField[]; custom_fields: LogField[]; field_validation: FieldValidation[]; } export interface LogField { field_name: string; field_type: string; description: string; constraints: FieldConstraint[]; indexing: boolean; } export interface FieldValidation { field_name: string; validation_rules: ValidationRule[]; error_handling: string; } export interface ValidationRule { rule_type: 'format' | 'range' | 'enum' | 'custom'; rule_definition: any; error_message: string; } export interface LogRouting { routing_rules: LogRoutingRule[]; default_destination: string; routing_performance: RoutingPerformance; } export interface LogRoutingRule { rule_name: string; conditions: LogCondition[]; destinations: LogDestination[]; transformation: LogTransformation[]; } export interface LogCondition { field: string; operator: string; value: any; logic_operator?: 'and' | 'or' | 'not'; } export interface LogDestination { destination_type: 'file' | 'database' | 'queue' | 'stream' | 'api'; destination_config: Record; buffer_config: BufferConfig; error_handling: DestinationErrorHandling; } export interface BufferConfig { buffer_size: number; flush_interval: string; compression: boolean; overflow_strategy: 'drop' | 'block' | 'expand'; } export interface DestinationErrorHandling { retry_policy: RetryPolicy; dead_letter_queue: boolean; fallback_destination?: string; error_logging: boolean; } export interface LogTransformation { transformation_type: 'filter' | 'enrich' | 'mask' | 'aggregate' | 'format'; transformation_config: Record; performance_impact: string; } export interface RoutingPerformance { throughput_capacity: string; latency_characteristics: string; resource_utilization: string; scaling_behavior: string; } export interface LogProcessing { processing_pipeline: ProcessingStage[]; real_time_processing: RealTimeProcessing; batch_processing: BatchProcessing; } export interface ProcessingStage { stage_name: string; stage_type: 'parsing' | 'enrichment' | 'filtering' | 'aggregation' | 'classification'; processing_logic: ProcessingLogic; performance_requirements: StagePerformance; } export interface ProcessingLogic { algorithm: string; parameters: Record; dependencies: string[]; error_handling: string[]; } export interface StagePerformance { throughput_requirement: string; latency_requirement: string; resource_limits: ResourceLimits; scaling_policy: string; } export interface ResourceLimits { cpu_limit: string; memory_limit: string; disk_limit: string; network_limit: string; } export interface RealTimeProcessing { stream_processing_engine: string; window_configurations: WindowConfiguration[]; state_management: StateManagement; exactly_once_semantics: boolean; } export interface WindowConfiguration { window_type: 'tumbling' | 'sliding' | 'session' | 'global'; window_size: string; window_slide?: string; session_timeout?: string; } export interface StateManagement { state_backend: string; checkpointing: CheckpointingConfig; state_ttl: string; state_migration: boolean; } export interface CheckpointingConfig { checkpoint_interval: string; checkpoint_timeout: string; checkpoint_storage: string; incremental_checkpoints: boolean; } export interface BatchProcessing { batch_scheduler: string; batch_configurations: BatchConfiguration[]; resource_management: BatchResourceManagement; error_recovery: BatchErrorRecovery; } export interface BatchConfiguration { batch_name: string; schedule: string; input_sources: string[]; output_destinations: string[]; processing_logic: string; } export interface BatchResourceManagement { resource_allocation: string; priority_management: string; resource_sharing: boolean; auto_scaling: boolean; } export interface BatchErrorRecovery { retry_policy: RetryPolicy; checkpoint_strategy: string; partial_failure_handling: string; data_consistency_checks: string[]; } export interface LogAnalysis { analysis_types: LogAnalysisType[]; anomaly_detection: LogAnomalyDetection; correlation_analysis: LogCorrelationAnalysis; pattern_mining: LogPatternMining; } export interface LogAnalysisType { analysis_name: string; analysis_method: 'statistical' | 'ml' | 'rule_based' | 'hybrid'; analysis_scope: string; output_format: string; automation_level: string; } export interface LogAnomalyDetection { detection_algorithms: AnomalyDetectionAlgorithm[]; baseline_models: BaselineModel[]; alert_configuration: AnomalyAlertConfiguration; } export interface AnomalyDetectionAlgorithm { algorithm_name: string; algorithm_type: 'statistical' | 'ml' | 'deep_learning' | 'ensemble'; parameters: Record; training_requirements: TrainingRequirements; } export interface TrainingRequirements { training_data_size: string; retraining_frequency: string; feature_engineering: boolean; validation_method: string; } export interface BaselineModel { model_name: string; model_type: 'static' | 'adaptive' | 'seasonal'; update_frequency: string; performance_metrics: ModelPerformanceMetrics; } export interface ModelPerformanceMetrics { accuracy: number; precision: number; recall: number; f1_score: number; false_positive_rate: number; } export interface AnomalyAlertConfiguration { alert_thresholds: AnomalyThreshold[]; suppression_rules: AnomalySuppression[]; escalation_policies: AnomalyEscalation[]; } export interface AnomalyThreshold { anomaly_type: string; severity_level: 'low' | 'medium' | 'high' | 'critical'; threshold_value: number; confidence_level: number; } export interface AnomalySuppression { suppression_condition: string; suppression_duration: string; override_conditions: string[]; } export interface AnomalyEscalation { escalation_trigger: string; escalation_path: string[]; escalation_timeline: string; auto_escalation: boolean; } export interface LogCorrelationAnalysis { correlation_types: CorrelationType[]; correlation_windows: CorrelationWindow[]; correlation_algorithms: CorrelationAlgorithm[]; } export interface CorrelationType { correlation_name: string; correlation_scope: 'temporal' | 'causal' | 'statistical' | 'semantic'; correlation_strength_threshold: number; } export interface CorrelationWindow { window_type: 'fixed' | 'sliding' | 'adaptive'; window_size: string; overlap_percentage?: number; } export interface CorrelationAlgorithm { algorithm_name: string; algorithm_description: string; computational_complexity: string; accuracy_characteristics: string; } export interface LogPatternMining { mining_algorithms: PatternMiningAlgorithm[]; pattern_types: LogPatternType[]; pattern_validation: PatternValidation; } export interface PatternMiningAlgorithm { algorithm_name: string; algorithm_type: 'frequent_pattern' | 'sequential_pattern' | 'clustering' | 'classification'; parameters: Record; scalability: string; } export interface LogPatternType { pattern_name: string; pattern_description: string; pattern_significance: string; pattern_actionability: string; } export interface PatternValidation { validation_methods: string[]; validation_criteria: string[]; validation_frequency: string; validation_automation: boolean; } export interface TracingStrategy { tracing_architecture: TracingArchitecture; instrumentation: TracingInstrumentation; sampling: TracingSampling; trace_processing: TraceProcessing; trace_analysis: TraceAnalysis; } export interface TracingArchitecture { tracing_backend: string; trace_collection: TraceCollection; trace_storage: TraceStorage; trace_querying: TraceQuerying; } export interface TraceCollection { collection_protocols: string[]; collection_endpoints: CollectionEndpoint[]; collection_reliability: CollectionReliability; } export interface CollectionEndpoint { endpoint_type: 'push' | 'pull'; endpoint_url: string; authentication: EndpointAuthentication; rate_limiting: EndpointRateLimit; } export interface EndpointAuthentication { auth_method: 'api_key' | 'bearer_token' | 'mutual_tls' | 'oauth2'; auth_config: Record; token_refresh: boolean; } export interface EndpointRateLimit { requests_per_second: number; burst_capacity: number; throttling_strategy: string; } export interface CollectionReliability { retry_policy: RetryPolicy; circuit_breaker: boolean; fallback_strategy: string; health_monitoring: boolean; } export interface TraceStorage { storage_backend: string; storage_configuration: TraceStorageConfig; index_strategy: TraceIndexStrategy; retention_policy: TraceRetentionPolicy; } export interface TraceStorageConfig { replication_factor: number; consistency_level: string; compression: boolean; encryption_at_rest: boolean; } export interface TraceIndexStrategy { index_fields: string[]; index_types: IndexType[]; index_optimization: IndexOptimization; } export interface IndexType { index_name: string; index_algorithm: string; performance_characteristics: string; maintenance_requirements: string; } export interface IndexOptimization { automatic_optimization: boolean; optimization_schedule: string; performance_monitoring: boolean; optimization_metrics: string[]; } export interface TraceRetentionPolicy { default_retention: string; retention_rules: TraceRetentionRule[]; archival_strategy: TraceArchivalStrategy; deletion_policy: TraceDeletionPolicy; } export interface TraceRetentionRule { rule_name: string; conditions: TraceCondition[]; retention_period: string; priority: number; } export interface TraceCondition { field: string; operator: string; value: any; case_sensitive: boolean; } export interface TraceArchivalStrategy { archival_triggers: string[]; archival_format: string; archival_location: string; retrieval_process: string; } export interface TraceDeletionPolicy { deletion_triggers: string[]; deletion_verification: boolean; deletion_logging: boolean; recovery_options: string[]; } export interface TraceQuerying { query_languages: string[]; query_optimization: QueryOptimization; query_caching: QueryCaching; query_rate_limiting: QueryRateLimit; } export interface QueryOptimization { automatic_optimization: boolean; optimization_techniques: string[]; performance_monitoring: boolean; optimization_metrics: string[]; } export interface QueryCaching { cache_strategy: string; cache_size: string; cache_ttl: string; cache_invalidation: string[]; } export interface QueryRateLimit { queries_per_user: number; concurrent_queries: number; query_timeout: string; resource_limits: QueryResourceLimits; } export interface QueryResourceLimits { max_memory: string; max_cpu: string; max_execution_time: string; max_result_size: string; } export interface AIOrchestrationStrategy { id: string; name: string; description: string; applicableContexts: string[]; toolCoordination: 'sequential' | 'parallel' | 'adaptive' | 'hierarchical'; parallelization: boolean; adaptivity: 'low' | 'medium' | 'high'; complexity: 'low' | 'medium' | 'high'; performance: { predictability: number; efficiency: number; scalability: number; }; riskLevel: 'low' | 'medium' | 'high'; learningCapability: 'basic' | 'intermediate' | 'advanced'; } export interface OrchestrationContext { type: string; projectId?: string; taskType: string; complexity: 'low' | 'medium' | 'high'; timeConstraints?: { deadline?: Date; estimatedDuration?: number; }; qualityRequirements: string[]; resourceConstraints?: { memoryLimit?: number; cpuLimit?: number; networkAccess?: boolean; }; dependencies: string[]; metadata?: Record; } export interface ToolCapabilityMapping { toolName: string; coreCapabilities: string[]; strengthAreas: string[]; limitations: string[]; optimalContexts: string[]; performanceCharacteristics: { speed: number; accuracy: number; coverage: number; reliability: number; }; resourceRequirements: { computeIntensive: boolean; memoryUsage: 'low' | 'medium' | 'high'; networkDependency: boolean; }; toolsSelected?: string[]; } export interface OrchestrationPipeline { id: string; context: OrchestrationContext; taskRequirements: any; constraints: any; strategy: AIOrchestrationStrategy; capabilityMapping: ToolCapabilityMapping; pipeline: PipelineStage[]; adaptationConfig?: any; executionResult?: any; performanceMetrics?: OrchestrationMetrics; learningInsights?: any; recommendations?: any; metadata?: { orchestratedAt: Date; toolsInvolved: number; pipelineComplexity: any; executionTime: number; successRate: number; optimizedAt?: Date; optimizationLevel?: string; }; stages?: any[]; complexity?: any; } export interface OrchestrationMetrics { totalExecutionTime: number; successRate: number; toolPerformance: Record; resourceUsage: { memoryPeak: number; cpuUsage: number; networkCalls: number; }; qualityMetrics: { outputQuality: number; consistencyScore: number; completenessScore: number; }; adaptationMetrics?: { adaptationsTriggered: number; adaptationSuccessRate: number; performanceImprovement: number; }; } export interface AdaptiveOrchestration { id: string; projectId: string; projectCharacteristics: any; adaptiveStrategies: any[]; learningAlgorithms: any[]; optimizationParams: any; feedbackLoops: any[]; performanceBaselines: any; adaptationTriggers: any[]; learningRate: number; adaptationThreshold: number; performanceTargets: any[]; monitoringConfig: any; rollbackStrategy: any; validationCriteria: any[]; metadata: { createdAt: Date; projectComplexity: any; adaptationCapability: string; learningCapability: string; optimizationLevel: string; }; } export interface OrchestrationOptimization { id: string; projectId: string; workflowType: string; baseWorkflow: WorkflowTemplate; projectCharacteristics: any; performanceGoals: any; optimizationAnalysis: any; projectOptimizations: any; toolOptimizations: any; performanceOptimizations: any; validation: any; optimizedWorkflow: any; improvementMetrics: any; implementationPlan: any; rollbackPlan: any; monitoringPlan: any; metadata: { optimizedAt: Date; optimizationComplexity: any; expectedImprovement: any; implementationRisk: any; optimizationVersion: string; }; } export interface CommunicationProtocol { id: string; name: string; description: string; protocols: string[]; messageFormats: Record; authenticationMethods: string[]; encryptionStandards: string[]; queueConfig?: any; priority?: 'low' | 'normal' | 'high' | 'urgent' | 'medium'; guaranteedDelivery?: boolean; maxRetries?: number; timeout?: number; errorHandling: { retryStrategy: string; timeoutHandling: string; fallbackMechanisms: string[]; errorEscalation: string; }; performanceOptimizations: string[]; version?: string; transport?: any; serialization?: any; authentication?: any; type?: string; } export interface WorkflowTemplate { id: string; name: string; description: string; phases: { name: string; tools: string[]; sequence: 'sequential' | 'parallel' | 'hierarchical'; objectives: string[]; }[]; estimatedDuration: number; successCriteria: string[]; adaptationPoints: string[]; category?: string; template?: WorkflowSpecification; variables?: Record; constraints?: SafetyConstraints; examples?: any[]; documentation?: string; version: string; created: Date; lastModified: Date; } export interface OrchestrationLearning { id: string; projectId: string; learningType: 'success_patterns' | 'failure_analysis' | 'optimization_insights' | 'adaptation_learning'; learningData: { context: OrchestrationContext; strategy: AIOrchestrationStrategy; performance: OrchestrationMetrics; outcomes: any; }; insights: { patterns: string[]; recommendations: string[]; improvements: string[]; warnings: string[]; }; applicability: { contexts: string[]; projects: string[]; constraints: string[]; }; confidence: number; validatedAt?: Date; metadata: { learnedAt: Date; validationStatus: 'pending' | 'validated' | 'invalidated'; applicabilityScore: number; impactLevel: 'low' | 'medium' | 'high'; }; } export interface AITestingStrategy { id: string; name: string; description: string; applicableScenarios: string[]; testTypes: ('unit' | 'integration' | 'e2e' | 'performance' | 'security')[]; frameworkSupport: string[]; aiAssistanceLevel: 'low' | 'medium' | 'high' | 'comprehensive'; configuration: { coverageThreshold: number; testComplexity: 'simple' | 'moderate' | 'complex'; aiModelPreferences: string[]; generationHeuristics: Record; }; metrics: { effectiveness: number; efficiency: number; maintainability: number; }; } export interface TestGenerationRequest { targetId: string; targetType: 'function' | 'class' | 'module' | 'file' | 'component'; targetPath: string; testType: 'unit' | 'integration' | 'e2e' | 'performance' | 'security'; requirements: { coverageTarget: number; testComplexity: 'simple' | 'moderate' | 'complex'; includeEdgeCases: boolean; includeMocking: boolean; includeSetup: boolean; }; context: { framework: string; language: string; existingTests?: string[]; dependencies: string[]; }; constraints: { timeLimit?: number; maxTestCount?: number; styleguide?: string; }; metadata: { requestedBy: string; priority: 'low' | 'medium' | 'high'; deadline?: Date; }; } export interface TestValidationResult { testId: string; validationStatus: 'valid' | 'invalid' | 'warning'; validationScore: number; overallImprovement: number; issues: { type: 'syntax' | 'logic' | 'coverage' | 'performance' | 'style'; severity: 'error' | 'warning' | 'info'; description: string; location?: { line: number; column: number; }; suggestion?: string; }[]; metrics: { codeQuality: number; testCoverage: number; executionTime: number; maintainabilityIndex: number; }; recommendations: string[]; } export interface TDDWorkflow { id: string; name: string; description: string; phases: { name: 'red' | 'green' | 'refactor'; type?: string; description: string; actions: string[]; exitCriteria: string[]; aiAssistance: boolean; }[]; configuration: { cycleTime: number; automationLevel: 'manual' | 'semi-auto' | 'full-auto'; qualityGates: QualityGateRequirement[]; }; qualityCriteria: { coverageThreshold: number; codeQualityThreshold: number; performanceThreshold: number; maintainabilityThreshold: number; }; metrics: TDDMetrics; } export interface AITestAssistant { id: string; name: string; capabilities: { testGeneration: boolean; codeAnalysis: boolean; refactoringSuggestions: boolean; performanceOptimization: boolean; }; configuration: { model: string; temperature: number; maxTokens: number; contextWindow: number; }; expertise: { languages: string[]; frameworks: string[]; testingPatterns: string[]; domainKnowledge: string[]; }; performance: { responseTime: number; accuracy: number; consistency: number; }; } export interface TestCoverageAnalysis { overall: { linesCovered: number; totalLines: number; percentage: number; }; overallCoverage: number; byType: { statements: number; branches: number; functions: number; lines: number; }; uncoveredAreas: { file: string; lines: number[]; functions: string[]; branches: string[]; }[]; recommendations: { priority: 'high' | 'medium' | 'low'; area: string; suggestion: string; effort: 'low' | 'medium' | 'high'; }[]; trend: { previousCoverage: number; change: number; direction: 'improving' | 'declining' | 'stable'; }; } export interface RefactoringSuggestion { id: string; type: 'extract_method' | 'rename_variable' | 'simplify_conditional' | 'remove_duplication' | 'improve_naming'; description: string; location: { file: string; startLine: number; endLine: number; startColumn?: number; endColumn?: number; }; impact: { complexity: 'reduces' | 'increases' | 'neutral'; readability: 'improves' | 'degrades' | 'neutral'; maintainability: 'improves' | 'degrades' | 'neutral'; performance: 'improves' | 'degrades' | 'neutral'; }; effort: 'low' | 'medium' | 'high'; confidence: number; preview: { before: string; after: string; }; rationale: string; } export interface TDDMetrics { cycleMetrics: { averageCycleTime: number; redPhaseTime: number; greenPhaseTime: number; refactorPhaseTime: number; }; qualityMetrics: { testCoverage: number; codeQuality: number; bugDensity: number; technicalDebt: number; }; productivityMetrics: { testsWritten: number; codeGenerated: number; refactoringsPerformed: number; velocity: number; }; aiAssistanceMetrics: { aiSuggestionsAccepted: number; aiSuggestionsRejected: number; timesSaved: number; accuracyRate: number; }; } export interface TestQualityAssessment { testId: string; overallScore: number; dimensions: { correctness: { score: number; feedback: string; issues: string[]; }; completeness: { score: number; missingScenarios: string[]; coverageGaps: string[]; }; maintainability: { score: number; readability: number; simplicity: number; modularity: number; }; efficiency: { score: number; executionTime: number; resourceUsage: number; }; }; recommendations: { immediate: RefactoringSuggestion[]; longTerm: RefactoringSuggestion[]; }; } export interface AITestRecommendation { id: string; type: 'test_missing' | 'test_improvement' | 'refactoring' | 'pattern_adoption'; priority: 'critical' | 'high' | 'medium' | 'low'; title: string; description: string; rationale: string; implementation: { effort: 'low' | 'medium' | 'high'; estimatedTime: number; prerequisites: string[]; steps: string[]; }; impact: { coverage: number; quality: number; maintainability: number; performance: number; }; confidence: number; } export interface TestGenerationResult { success?: boolean; tests?: TestCase[]; coverage?: TestCoverage; testSuite?: TestSuite; validation?: TestValidation; recommendations?: any[]; executionPlan?: any; ciIntegration?: any; metadata: { generatedAt?: Date; framework?: string; totalTests?: number; estimatedRunTime?: number; generationTime?: number; testsGenerated?: number; coverageTarget?: number; frameworkUsed?: string; }; errors?: string[]; } export interface TestCase { id: string; name: string; description: string; code: string; framework: string; type: 'unit' | 'integration' | 'e2e' | 'performance' | 'security'; setup?: string; teardown?: string; dependencies: string[]; expectedOutcome: 'pass' | 'fail' | 'skip'; metadata: { complexity: 'simple' | 'moderate' | 'complex'; estimatedRunTime: number; tags: string[]; }; } export interface TestFramework { name: string; version: string; language: string; features: string[]; configuration: Record; supported: { unitTesting: boolean; integrationTesting: boolean; e2eTesting: boolean; mocking: boolean; coverage: boolean; }; } export interface PropertyBasedTest { id: string; property: string; generators: { [key: string]: { type: string; constraints: Record; }; }; iterations: number; shrinking: boolean; config: { maxExamples: number; timeout: number; seedValue?: number; }; } export interface FuzzingConfiguration { target: string; strategy: 'random' | 'mutation' | 'generation' | 'hybrid'; duration: number; intensity: 'low' | 'medium' | 'high'; coverage: { enabled: boolean; threshold: number; }; inputs: { types: string[]; constraints: Record; }; monitoring: { crashes: boolean; performance: boolean; memory: boolean; }; parameters?: any; crashDetection?: any; } export interface AIToolConfiguration { enabled: boolean; settings: Record; priority: number; } export interface Context7Configuration { id?: string; projectId?: string; libraryId?: string; tokens?: number; topic?: string; cacheEnabled?: boolean; updateFrequency?: string; documentationSources?: string[]; sourcePriorities?: any; retrievalPatterns?: any; cachingStrategy?: any; searchDepth?: number; relevanceThreshold?: number; contextWindowSize?: number; fallbackSources?: string[]; customPatterns?: any[]; performanceSettings?: any; qualityFilters?: any; metadata?: any; } export interface ExaConfiguration { numResults?: number; searchType?: string; maxCharacters?: number; searchParameters?: any; domain?: string; performanceOptimization?: any; id?: string; projectId?: string; queryTemplates?: any; resultFiltering?: any; securityConfig?: any; patternRecognition?: any; domainSpecialization?: any; metadata?: any; } export interface SequentialThinkingConfiguration { totalThoughts?: number; complexity?: string; steps?: number; reasoningDepth?: string; reasoningFrameworks?: any; thinkingSteps?: any; id?: string; projectId?: string; riskAssessment?: any; tradeOffAnalysis?: any; architecturalPatterns?: any; decisionCriteria?: any; contextualFactors?: any; optimizationSettings?: any; metadata?: any; } export interface SerenaConfiguration { maxAnswerChars?: number; recursive?: boolean; analysisType?: string; analysisDepth?: string; semanticRules?: any; processingSettings?: any; id?: string; projectId?: string; indexingStrategy?: any; consistencyPatterns?: any; codebaseSize?: number; semanticFilters?: any; refactoringCapabilities?: any; learningSettings?: any; scalabilityFeatures?: any; metadata?: any; } export interface ProjectSpecificSettings { projectType: string; framework: string; preferences: Record; } export interface DomainSpecificSearchStrategies { domain: string; strategies: string[]; patterns: string[]; } export interface ReasoningFrameworks { framework: string; configuration: Record; enabled: boolean; } export interface SemanticRules { rule: string; condition: string; action: string; priority: number; } export interface ConfigurationOptimization { strategy: string; parameters: Record; effectiveness: number; timestamp?: Date; optimizations?: any; } export interface PerformanceTest { id: string; name: string; target: string; metrics: { responseTime: number; throughput: number; memory: number; cpu: number; }; thresholds: { maxResponseTime: number; minThroughput: number; maxMemory: number; maxCpu: number; }; loadPattern: 'constant' | 'ramp' | 'spike' | 'stress'; duration: number; baseline?: any; } export interface SecurityTest { id: string; name: string; category: 'injection' | 'authentication' | 'authorization' | 'data_exposure' | 'crypto' | 'business_logic'; severity: 'critical' | 'high' | 'medium' | 'low'; target: string; technique: string; payload: string; expectedResult: 'blocked' | 'detected' | 'logged'; compliance: string[]; mitigation?: any; } export interface IntegrationTest { id: string; name: string; components: string[]; interfaces: string[]; dataFlow: { input: Record; output: Record; }; dependencies: { external: string[]; internal: string[]; }; environment: { setup: string[]; teardown: string[]; }; } export interface TestCoverage { lines: number; functions: number; branches: number; statements: number; targetCoverage?: number; uncoveredLines?: number[]; files?: { [filename: string]: { lines: number; functions: number; branches: number; statements: number; }; }; } export interface TestValidation { id: string; status: 'valid' | 'invalid' | 'warning'; issues: { type: 'syntax' | 'logic' | 'performance' | 'style'; severity: 'error' | 'warning' | 'info'; message: string; line?: number; }[]; suggestions: string[]; quality: { maintainability: number; readability: number; effectiveness: number; }; } export interface TestExecution { id: string; testId: string; status: 'running' | 'passed' | 'failed' | 'skipped' | 'timeout'; startTime: Date; endTime?: Date; duration?: number; result?: { output: string; error?: string; assertions: { total: number; passed: number; failed: number; }; }; environment: { framework: string; node: string; os: string; }; } export interface TestOptimization { id: string; originalSuite: string; optimizedSuite: string; improvements: { type: 'performance' | 'coverage' | 'maintainability' | 'reliability'; description: string; impact: number; }[]; metrics: { executionTime: { before: number; after: number; improvement: number; }; coverage: { before: number; after: number; improvement: number; }; }; } export interface MutationTest { id: string; testSuiteId?: string; originalCode?: string; mutatedCode?: string; mutationType?: 'arithmetic' | 'relational' | 'logical' | 'assignment' | 'unary' | 'statement'; location?: { line: number; column: number; }; result?: 'killed' | 'survived' | 'timeout' | 'error'; killingTests?: string[]; mutations?: any[]; results?: any; mutationScore?: number; weakTests?: any[]; improvedTests?: any[]; analysis?: any; recommendations?: any[]; } export interface RegressionTest { id: string; name: string; version: string; baseline: { version: string; results: TestResult[]; coverage: TestCoverage; }; current: { version: string; results: TestResult[]; coverage: TestCoverage; }; changes: { type: 'new_failure' | 'new_pass' | 'performance_degradation' | 'coverage_loss'; impact: 'critical' | 'major' | 'minor'; description: string; }[]; } export interface CodeEvolutionRequest { projectId: string; evolutionType: 'refactor' | 'modernize' | 'optimize' | 'migrate' | 'enhance'; targetPath: string; evolutionGoals: string[]; constraints: { performanceRequirements: Record; compatibilityRequirements: string[]; timeConstraints: number; qualityThresholds: Record; }; context: { projectType: string; language: string; framework?: string; currentVersion: string; targetVersion?: string; }; preferences: { riskTolerance: 'low' | 'medium' | 'high'; prioritizeSpeed: boolean; maintainBackwardCompatibility: boolean; }; } export interface CodeEvolutionResult { id: string; projectId: string; request: CodeEvolutionRequest; currentAnalysis: any; technicalDebt: TechnicalDebtAnalysis; refactoringOpportunities: any; dependencyAnalysis: any; performanceAnalysis: any; evolutionPlan: MigrationPlan; evolutionResults: any; validation: any; metrics: EvolutionMetrics; recommendations: any[]; safetyGuarantees: SafetyGuarantee; metadata: { evolutionType: string; startTime: Date; endTime: Date; changesApplied: number; [key: string]: any; }; success?: boolean; refactoringRecommendations?: RefactoringRecommendation[]; modernizationSteps?: CodeModernization[]; dependencyUpdates?: DependencyUpdate[]; optimizations?: PerformanceOptimization[]; safetyAnalysis?: SafetyGuarantee; risks?: { type: string; severity: 'low' | 'medium' | 'high' | 'critical'; mitigation: string; }[]; } export interface TechnicalDebtAnalysis { totalDebtScore: number; categories: { codeSmells: CodeSmellDetection[]; designDebt: number; testDebt: number; documentationDebt: number; dependencyDebt: number; }; priorityAreas: { file: string; debtScore: number; type: string; impact: 'low' | 'medium' | 'high'; effort: 'low' | 'medium' | 'high'; }[]; recommendations: RefactoringRecommendation[]; } export interface RefactoringRecommendation { id: string; type: 'extract_method' | 'extract_class' | 'move_method' | 'rename' | 'eliminate_duplication' | 'simplify_conditional'; target: string; description: string; benefits: string[]; risks: string[]; effort: 'low' | 'medium' | 'high'; impact: 'low' | 'medium' | 'high'; automatable: boolean; code: { before: string; after: string; diff: string; }; } export interface CodeModernization { id: string; category: 'language_features' | 'api_updates' | 'dependency_upgrade' | 'pattern_modernization'; description: string; fromVersion: string; toVersion: string; changes: { file: string; type: 'update' | 'replace' | 'remove' | 'add'; oldCode?: string; newCode?: string; line?: number; }[]; compatibility: { breakingChanges: boolean; deprecations: string[]; runtimeRequirements: string[]; }; } export interface DependencyUpdate { package: string; currentVersion: string; targetVersion: string; type: 'major' | 'minor' | 'patch'; changeType: 'security' | 'feature' | 'bugfix' | 'performance'; breakingChanges: boolean; migrationSteps: string[]; dependencies: string[]; riskLevel: 'low' | 'medium' | 'high'; } export interface PerformanceOptimization { id: string; category: 'algorithmic' | 'memory' | 'io' | 'rendering' | 'caching' | 'bundling'; target: string; description: string; currentMetrics: { executionTime: number; memoryUsage: number; cacheHitRate?: number; }; projectedMetrics: { executionTime: number; memoryUsage: number; cacheHitRate?: number; }; implementation: { code: string; dependencies: string[]; configChanges: Record; }; impact: 'low' | 'medium' | 'high'; } export interface ArchitecturalEvolution { id: string; type: 'microservices' | 'modularization' | 'layering' | 'pattern_adoption' | 'framework_migration'; description: string; currentArchitecture: { pattern: string; components: string[]; dependencies: string[]; }; targetArchitecture: { pattern: string; components: string[]; dependencies: string[]; }; migrationPlan: MigrationPlan; benefits: string[]; challenges: string[]; } export interface EvolutionaryAlgorithm { id: string; type: 'genetic' | 'particle_swarm' | 'simulated_annealing' | 'hill_climbing'; parameters: { populationSize: number; generations: number; mutationRate: number; crossoverRate: number; }; fitnessFunction: string; constraints: Record; results: { bestSolution: any; fitnessScore: number; convergenceGeneration: number; }; } export interface RefactoringPattern { name: string; category: 'structural' | 'behavioral' | 'creational'; description: string; applicability: string[]; implementation: { steps: string[]; codeTemplate: string; prerequisites: string[]; }; metrics: { complexity: number; maintainability: number; testability: number; }; } export interface CodeSmellDetection { type: 'long_method' | 'large_class' | 'duplicate_code' | 'god_object' | 'feature_envy' | 'data_clumps'; location: { file: string; startLine: number; endLine: number; }; severity: 'low' | 'medium' | 'high'; description: string; metrics: { linesOfCode?: number; cyclomaticComplexity?: number; duplicatePercentage?: number; }; suggestions: RefactoringRecommendation[]; } export interface LegacyCodeAnalysis { codebaseAge: number; languageVersion: string; frameworkVersions: Record; deprecatedFeatures: { feature: string; file: string; line: number; replacement: string; }[]; modernizationOpportunities: CodeModernization[]; riskFactors: { type: string; description: string; impact: 'low' | 'medium' | 'high'; }[]; } export interface MigrationPlan { id: string; phases: { name: string; description: string; duration: number; tasks: { id: string; description: string; type: 'code_change' | 'test_update' | 'dependency_update' | 'configuration'; estimatedHours: number; dependencies: string[]; }[]; risks: string[]; rollbackPlan: string; }[]; totalDuration: number; resources: string[]; checkpoints: { phase: string; criteria: string[]; tests: string[]; }[]; } export interface OptimizationStrategy { id: string; type: 'performance' | 'memory' | 'security' | 'maintainability'; priority: 'low' | 'medium' | 'high' | 'critical'; target: string; approach: string; steps: string[]; expectedImpact: { performance?: number; memory?: number; maintainability?: number; }; implementation: { effort: 'low' | 'medium' | 'high'; timeline: string; resources: string[]; }; } export interface SafetyGuarantee { level: 'none' | 'basic' | 'comprehensive' | 'formal'; checks: { type: 'syntax' | 'type' | 'runtime' | 'property'; description: string; status: 'passed' | 'failed' | 'warning'; details?: string; }[]; rollbackStrategy: { triggers: string[]; steps: string[]; automatable: boolean; }; testing: { unitTests: number; integrationTests: number; coverageThreshold: number; performanceTests: boolean; }; } export interface EvolutionMetrics { codeQuality: { before: number; after: number; improvement: number; }; performance: { before: Record; after: Record; improvement: Record; }; maintainability: { before: number; after: number; improvement: number; }; testCoverage: { before: number; after: number; improvement: number; }; technicalDebt: { before: number; after: number; reduction: number; }; } export interface ArchitecturalDecision { id: string; title?: string; description?: string; context: DecisionContext; criteria: DecisionCriteria[]; alternatives: DecisionAlternative[]; selectedAlternative: string; rationale: DecisionRationale; qualityAttributes?: any; tradeoffs?: any[]; risks?: any[]; assumptions?: any[]; constraints?: string[]; implications?: any[]; reviewers?: string[]; status: 'proposed' | 'approved' | 'implemented' | 'superseded'; createdAt: Date; projectId: string; consequences?: { positive: string[]; negative: string[]; risks: Risk[]; }; implementation?: { plan: string[]; timeline: string; resources: string[]; dependencies: string[]; }; review?: { reviewDate: Date; reviewers: string[]; approved: boolean; comments: string[]; }; metadata: { decisionMaker: string; decisionDate: Date; frameworkUsed?: string; aiAssistanceLevel?: string; confidenceLevel?: number; decisionVersion?: string; status: 'proposed' | 'approved' | 'implemented' | 'superseded'; category: 'architecture' | 'technology' | 'process' | 'quality'; impact: 'low' | 'medium' | 'high' | 'critical'; }; } export interface DecisionContext { id: string; project: { name: string; domain: string; stage: 'conception' | 'design' | 'development' | 'testing' | 'production'; constraints: string[]; }; technical: { currentArchitecture: string; technologyStack: string[]; scalabilityRequirements: string[]; performanceTargets: Record; }; organizational: { team: { size: number; skills: string[]; experience: string[]; }; timeline: { deadline: Date; milestones: string[]; }; budget: { constraints: string[]; priorities: string[]; }; }; external: { regulatory: string[]; compliance: string[]; marketFactors: string[]; }; constraints: string[]; } export interface DecisionCriteria { id: string; name: string; description: string; category: 'functional' | 'non-functional' | 'technical' | 'business'; weight: number; measurable: boolean; metrics: { measurement: string; target: any; threshold: any; }[]; constraints: string[]; type: 'performance' | 'quality' | 'efficiency' | 'compatibility'; evaluator: string; } export interface DecisionAlternative { id: string; name: string; description: string; analysis: AlternativeAnalysis; implementation: { effort: 'low' | 'medium' | 'high'; complexity: 'simple' | 'moderate' | 'complex'; timeline: string; resources: string[]; }; evaluation: { pros: string[]; cons: string[]; risks: Risk[]; opportunities: string[]; }; scores: { criteriaId: string; score: number; confidence: number; notes: string; }[]; totalScore: number; } export interface AlternativeAnalysis { technical: { feasibility: 'high' | 'medium' | 'low'; complexity: number; maintainability: number; scalability: number; performance: number; }; business: { cost: number; timeToMarket: number; strategicAlignment: number; competitiveAdvantage: number; }; risk: { technical: Risk[]; business: Risk[]; operational: Risk[]; overall: 'low' | 'medium' | 'high'; }; dependencies: { internal: string[]; external: string[]; critical: string[]; }; } export interface DecisionRationale { summary: string; keyFactors: string[]; tradeoffs: { accepted: string[]; rejected: string[]; deferred: string[]; }; assumptions: string[]; constraints: string[]; futureConsiderations: string[]; } export interface DecisionTemplate { id: string; name: string; description: string; sections?: string[]; requiredFields?: string[]; optionalFields?: string[]; evaluationCriteria?: string[]; category: string; applicableContexts: string[]; structure: { requiredSections: string[]; optionalSections: string[]; criteriaTemplates: DecisionCriteria[]; }; guidance: { bestPractices: string[]; commonPitfalls: string[]; resources: string[]; }; } export interface DecisionHistory { decisionId: string; changes: { timestamp: Date; changeType: 'created' | 'modified' | 'approved' | 'implemented' | 'superseded'; description: string; changedBy: string; previousState?: any; newState?: any; }[]; outcomes: { expected: string[]; actual: string[]; variance: string[]; lessons: string[]; }; retrospective: { date: Date; participants: string[]; findings: string[]; improvements: string[]; }; } export interface DecisionMetrics { decisionQuality: { thoroughness: number; evidenceBased: number; stakeholderAlignment: number; clarity: number; }; outcomeTracking: { implementationSuccess: number; performanceVsExpected: number; unintendedConsequences: string[]; valueRealized: number; }; processMetrics: { timeToDecision: number; stakeholdersInvolved: number; iterationsRequired: number; consensusLevel: number; }; } export interface DecisionRecommendation { id: string; recommendedAlternative: string; confidence: 'low' | 'medium' | 'high'; reasoning: string[]; conditions: string[]; mitigations: { risk: string; mitigation: string; owner: string; }[]; nextSteps: { immediate: string[]; shortTerm: string[]; longTerm: string[]; }; monitoring: { kpis: string[]; reviewSchedule: string; escalationCriteria: string[]; }; } export interface TechnicalDebt { id: string; decisionId?: string; immediateDebt?: any; longTermDebt?: any; qualityImpact?: any; totalDebtScore?: number; categories?: string[]; severity?: string; businessImpact?: any; estimatedCost?: number; paybackPeriod?: number; createdAt?: Date; projectId?: string; type: 'architecture' | 'code' | 'documentation' | 'testing' | 'infrastructure'; description: string; impact: { development: 'low' | 'medium' | 'high'; maintenance: 'low' | 'medium' | 'high'; performance: 'low' | 'medium' | 'high'; security: 'low' | 'medium' | 'high'; }; estimation: { effort: number; cost: number; timeline: string; }; mitigation: { strategies: string[]; timeline: string; dependencies: string[]; }; monitoring: { metrics: string[]; thresholds: Record; alerts: string[]; }; } export interface DecisionFramework { id: string; name: string; description: string; steps?: string[]; criteria?: string[]; applicableContexts?: string[]; strengths?: string[]; limitations?: string[]; methodology: string; stages: { name: string; description: string; activities: string[]; deliverables: string[]; criteria: string[]; }[]; tools: { analysisTools: string[]; evaluationMethods: string[]; documentationTemplates: string[]; }; governance: { roles: Record; approvalProcess: string[]; reviewCycles: string[]; }; } export interface CrossToolMessage { id: string; type: 'request' | 'response' | 'notification' | 'event' | 'command' | 'state_sync'; sender: { toolId: string; toolName: string; instanceId: string; }; recipient: { toolId: string; toolName?: string; broadcast?: boolean; }; payload: { action: string; data: any; metadata: Record; }; routing: { priority: 'low' | 'normal' | 'high' | 'urgent'; reliability: 'at-most-once' | 'at-least-once' | 'exactly-once'; timeout?: number; retryPolicy?: { maxRetries: number; backoffStrategy: 'linear' | 'exponential'; backoffBase: number; }; }; context: { sessionId?: string; correlationId?: string; causationId?: string; traceId?: string; }; timestamp: Date; expiresAt?: Date; priority?: 'low' | 'normal' | 'high' | 'urgent' | 'medium'; synchronizationRequired?: boolean; } export interface ToolInteraction { id: string; interactionType: 'synchronous' | 'asynchronous' | 'event-driven' | 'streaming'; participants: { initiator: string; responders: string[]; observers?: string[]; }; protocol: { name: string; version: string; specifications: string[]; }; messages: CrossToolMessage[]; timestamp?: Date; latency?: any; success?: boolean; context?: any; state: { status: 'initiated' | 'in-progress' | 'completed' | 'failed' | 'timeout'; currentPhase: string; progress: number; errors?: string[]; }; metrics: { startTime: Date; endTime?: Date; duration?: number; messageCount: number; bytesTransferred: number; errorCount: number; }; constraints: { maxDuration?: number; maxMessages?: number; requiredTools?: string[]; optionalTools?: string[]; }; channelId?: string; sourceToolId?: string; targetToolId?: string; messageType?: string; metadata?: any; } export interface MessageRouter { id: string; name: string; routingStrategy: 'round-robin' | 'priority' | 'load-balanced' | 'broadcast'; routes: { pattern: string; destination: string; priority: number; filters?: Record; }[]; metrics: { messagesRouted: number; routingLatency: number; errorRate: number; }; } export interface CrossToolEvent { id: string; type: string; source: string; timestamp: Date; payload: any; metadata: Record; propagation: { async: boolean; broadcast: boolean; persistent: boolean; }; } export interface ProtocolAdapter { id: string; name: string; protocol: string; version: string; capabilities: string[]; configuration: Record; status: 'active' | 'inactive' | 'error'; sendMessage?: (message: any) => Promise; } export interface MessageQueue { id: string; name: string; type: 'fifo' | 'priority' | 'delay' | 'deadletter'; maxSize: number; currentSize: number; messages: CrossToolMessage[]; configuration: { persistent: boolean; durability: 'temporary' | 'durable'; autoDelete: boolean; }; } export interface CommunicationMetrics { messagesSent: number; messagesReceived: number; messagesFailedSent: number; messagesFailedReceived: number; averageLatency: number; throughput: number; errorRate: number; bandwidth: number; timestamp: Date; } export interface InterToolContext { sessionId: string; workflowId?: string; correlationId?: string; causationId?: string; traceId?: string; parentContext?: string; metadata: Record; timeout?: number; priority: 'low' | 'normal' | 'high' | 'urgent'; tags?: string[]; annotations?: Record; } export interface SynchronizationState { id: string; participants: string[]; state: 'waiting' | 'synchronized' | 'timeout' | 'error'; barrier: { expected: number; current: number; timeout?: number; }; metadata: Record; timestamp: Date; } export interface MetricsStrategy { collection: { methods: ('push' | 'pull' | 'streaming')[]; intervals: Record; batchSize: number; compression: boolean; }; storage: { backend: 'prometheus' | 'influxdb' | 'cloudwatch' | 'datadog' | 'custom'; retention: { raw: string; aggregated: string; historical: string; }; partitioning: { strategy: 'time' | 'metric' | 'label' | 'hybrid'; granularity: string; }; }; processing: { aggregation: string[]; derivedMetrics: { name: string; formula: string; dependencies: string[]; }[]; alerts: { rules: string[]; destinations: string[]; }; }; visualization: { dashboards: string[]; reports: string[]; realTimeViews: string[]; }; } export interface AlertingStrategy { id?: string; name?: string; description?: string; rules: { id: string; name: string; condition: string; severity: 'info' | 'warning' | 'error' | 'critical'; threshold: number; duration: string; labels: Record; }[]; channels: { type: 'email' | 'slack' | 'pagerduty' | 'webhook' | 'sms'; configuration: Record; filters: string[]; escalation: { levels: string[]; timeouts: number[]; }; }[]; suppression: { rules: string[]; timeWindows: string[]; dependencies: string[]; }; aggregation: { groupBy: string[]; timeWindow: string; maxAlerts: number; }; applicableContexts?: string[]; filteringRules?: any[]; performance?: any; adaptationCapability?: { learningEnabled: boolean; adaptationRate: number; triggers: string[]; rules: any[]; }; } export interface TracingInstrumentation { automatic: { enabled: boolean; frameworks: string[]; libraries: string[]; exclusions: string[]; }; manual: { decorators: boolean; contextPropagation: boolean; customSpans: boolean; annotations: boolean; }; configuration: { serviceName: string; version: string; environment: string; tags: Record; }; propagation: { headers: string[]; formats: ('b3' | 'jaeger' | 'ot' | 'w3c')[]; baggage: boolean; }; } export interface TracingSampling { strategy: 'always' | 'never' | 'probabilistic' | 'rate-limited' | 'adaptive'; configuration: { rate?: number; maxTracesPerSecond?: number; rules?: { service: string; operation?: string; rate: number; }[]; }; adaptive: { enabled: boolean; targetLatency: number; adjustmentInterval: number; minSampleRate: number; maxSampleRate: number; }; } export interface TraceProcessing { pipeline: { processors: string[]; filters: string[]; exporters: string[]; }; batching: { timeout: number; batchSize: number; maxExportBatchSize: number; }; enrichment: { resourceDetection: boolean; attributeProcessing: boolean; spanProcessing: boolean; }; compression: { enabled: boolean; algorithm: 'gzip' | 'snappy' | 'lz4'; level: number; }; } export interface TraceAnalysis { dependencies: { serviceMap: boolean; operationDependencies: boolean; criticalPath: boolean; }; performance: { latencyAnalysis: boolean; throughputAnalysis: boolean; errorRateAnalysis: boolean; percentileCalculation: boolean; }; anomalies: { detectionEnabled: boolean; algorithms: string[]; sensitivity: number; alerting: boolean; }; business: { customMetrics: string[]; kpiTracking: boolean; businessEvents: string[]; }; } export interface QualityMetric { id: string; name: string; type: 'performance' | 'maintainability' | 'reliability' | 'usability' | 'security' | 'efficiency' | 'testability' | 'portability' | 'accessibility' | 'scalability' | 'availability' | 'compatibility' | 'documentation' | 'custom'; category?: string; tags?: string[]; value: number; unit: string; timestamp: Date; metadata?: Record; threshold?: { min?: number; max?: number; target?: number; }; } export interface QualityTrend { metric: QualityMetric; direction: 'improving' | 'declining' | 'stable' | 'volatile' | 'decreasing'; slope: number; confidence: number; timeframe: { start: Date; end: Date; }; dataPoints: Array<{ timestamp: Date; value: number; }>; patterns?: string[]; seasonality?: { period: string; amplitude: number; } | undefined; strength?: number; volatility?: number; metricType?: string; anomalies?: any[]; } export interface QualityRisk { id: string; type: 'prediction' | 'correlation' | 'threshold' | 'anomaly' | 'pattern' | 'trend_degradation' | 'instability'; severity: 'low' | 'medium' | 'high' | 'critical'; description: string; affectedMetrics: string[]; likelihood?: number; impact: number; probability?: number; timeframe: string; mitigationActions?: string[]; mitigation?: { actions: string[]; priority: string; estimatedEffort: string; }; confidence?: number; source?: string; metadata?: Record; } export interface PredictionModel { id: string; name: string; type: 'linear' | 'polynomial' | 'exponential' | 'arima' | 'neural_network' | 'ensemble'; algorithm: string; accuracy: number; lastTrained: Date; parameters: Record; applicableMetrics: string[]; performance: { mse: number; mae: number; r2: number; }; predict(data: number[]): Promise<{ value: number; confidence: number; interval: [number, number]; }>; version?: string; lastTraining?: Date; features?: string[]; } export interface QualityAlertSubscription { id: string; userId?: string; projectId: string; metricTypes?: string[]; conditions?: Array<{ metric: string; operator: 'gt' | 'lt' | 'eq' | 'change'; threshold: number; }>; channels?: ('email' | 'slack' | 'webhook')[]; active?: boolean; created?: Date; lastTriggered?: Date; config?: QualityAlertConfig; createdAt?: Date; isActive?: boolean; } export interface QualityAnalysisConfig { projectId: string; timeRange: { start: Date; end: Date; }; timeSpan?: number; metrics: string[]; analysisTypes: ('trend' | 'anomaly' | 'correlation' | 'prediction')[]; granularity: 'hourly' | 'daily' | 'weekly' | 'monthly'; confidence: number; includeForecasting: boolean; forecastHorizon?: number; predictionHorizon?: number; alertThresholds?: Record; customParameters?: Record; cacheTtl?: number; } export interface OrganizationalMemoryService { getMemory(key: string): Promise; storeMemory(key: string, memory: OrganizationalMemory): Promise; updateMemory(key: string, updates: Partial): Promise; searchMemories(query: string): Promise; getProjectMemories(projectId: string): Promise; deleteMemory(key: string): Promise; } export interface AgentSpecification { id: string; name: string; description: string; capabilities: string[]; inputSchema: any; outputSchema: any; behaviorRules: string[]; constraints: SafetyConstraints; dependencies: string[]; version: string; metadata: Record; } export interface ToolSpecification { id: string; name: string; description: string; function: string; capabilities: string[]; parameters: any; returnType: any; sideEffects: string[]; requirements: string[]; constraints: SafetyConstraints; testCases: any[]; } export interface CodeGeneratorSpecification { id: string; name: string; language: string; outputType: string; capabilities: string[]; framework?: string; templates: Record; generators: Record; validators: any[]; transformers: any[]; optimizers: any[]; outputFormat: string; constraints: SafetyConstraints; } export interface DSLSpecification { name: string; version: string; grammar: string; capabilities: string[]; compileTarget?: string; semantics: Record; compiler: any; interpreter: any; validationRules: string[]; transformationRules: any[]; optimization: any; } export interface WorkflowSpecification { id: string; name: string; description: string; steps: WorkflowStep[]; dependencies: string[]; inputs: any; outputs: any; errorHandling: any; rollbackStrategy: string; constraints: SafetyConstraints; } export interface WorkflowStep { id: string; name: string; type: 'agent' | 'tool' | 'decision' | 'parallel' | 'loop'; specification: any; inputs: any; outputs: any; conditions: any[]; errorHandling: any; } export interface RuntimeModification { id: string; type: 'code_injection' | 'behavior_modification' | 'capability_extension' | 'constraint_update'; target: string; modification: any; safety: SafetyConstraints; rollback: any; verification: any[]; timestamp: Date; author: string; } export interface SelfModifyingCodeSpecification { id: string; originalCode: string; modificationRules: any[]; safetyChecks: any[]; modificationHistory: RuntimeModification[]; currentVersion: string; rollbackPoints: any[]; constraints: SafetyConstraints; monitoring: any; } export interface SafetyConstraints { maxExecutionTime: number; maxMemoryUsage: number; allowedOperations: string[]; forbiddenOperations: string[]; accessControl: any; auditRequirements: string[]; rollbackRequired: boolean; verificationRequired: boolean; humanApprovalRequired: boolean; } export interface GeneratedAgent { id: string; specification: AgentSpecification; generatedCode: string; compiledCode: any; runtime: any; status: 'generated' | 'compiled' | 'running' | 'error' | 'stopped'; performance: any; logs: any[]; errors: any[]; created: Date; lastModified: Date; } export interface GeneratedTool { id: string; specification: ToolSpecification; generatedCode: string; compiledCode: any; runtime: any; status: 'generated' | 'compiled' | 'active' | 'error' | 'deprecated'; usage: any; performance: any; tests: any[]; created: Date; lastModified: Date; } export interface GeneratedWorkflow { id: string; specification: WorkflowSpecification; generatedCode: string; runtime: any; status: 'generated' | 'active' | 'paused' | 'error' | 'completed'; execution: any; progress: number; logs: any[]; created: Date; lastModified: Date; } export interface MetaProgrammingContext { projectId: string; targetLanguage: string; targetFramework?: string; availableLibraries: string[]; constraints: SafetyConstraints; preferences: any; existingCode: any; requirements: any; metadata: Record; } export interface CodeSelfModificationRequest { id: string; targetCode: string; modificationGoal: string; constraints: SafetyConstraints; context: MetaProgrammingContext; verificationRequired: boolean; rollbackStrategy: string; metadata: Record; } export interface CodeSelfModificationResult { id: string; success: boolean; originalCode: string; modifiedCode: string; modifications: RuntimeModification[]; verification: any; safety: any; performance: any; rollback: any; metadata: Record; } export interface GeneratedCodeGenerator { id: string; specification: CodeGeneratorSpecification; generatedCode: string; implementation: any; runtime: any; status: 'generated' | 'active' | 'error' | 'deprecated'; performance: any; tests: any[]; created: Date; lastModified: Date; metadata: Record; } export interface GeneratedDSL { id: string; specification: DSLSpecification; grammar: any; compiler: any; interpreter: any; runtime: any; status: 'generated' | 'active' | 'error' | 'deprecated'; performance: any; tests: any[]; created: Date; lastModified: Date; metadata: Record; } export interface ModificationResult { id: string; success: boolean; target: string; modification: RuntimeModification; before: string; after: string; verification: any; safety: any; rollback: any; timestamp: Date; metadata: Record; } export interface SelfModifyingCodeResult { id: string; success: boolean; originalCode: string; modifiedCode: string; modifications: ModificationResult[]; safetyChecks: any[]; verification: any; performance: any; rollback: any; timestamp: Date; metadata: Record; } export interface AgentTemplate { id: string; name: string; description: string; category: string; template: string; variables: Record; constraints: SafetyConstraints; examples: any[]; documentation: string; version: string; created: Date; lastModified: Date; } export interface ToolTemplate { id: string; name: string; description: string; category: string; template: string; parameters: any; constraints: SafetyConstraints; examples: any[]; documentation: string; version: string; created: Date; lastModified: Date; } export interface DSLEngine { id: string; name: string; type: string; specification: DSLSpecification; grammar: any; parser: any; compiler: any; interpreter: any; runtime: any; capabilities: string[]; metadata: Record; } export interface CodeGenerator { id: string; name: string; type: string; implementation: any; capabilities: string[]; metadata: Record; } export interface GeneratedArtifact { type: 'agent' | 'tool' | 'generator' | 'dsl' | 'workflow'; id: string; specification: any; artifact: any; generatedAt: Date; metadata: Record; } export interface PersonalizedProfile { id: string; userId: string; createdAt: Date; lastUpdated: Date; learningStyle: LearningStyle; cognitiveBiases: CognitiveBias[]; communicationPrefs: CommunicationPreferences; preferencePatterns: PreferencePattern[]; adaptiveConfig: AdaptiveAssistance; personalizationParams: PersonalizationParameters; experienceLevel: ExperienceLevel; workingStyle: WorkingStyle; toolPreferences: ToolPreferences; contextualAdaptations: ContextualAdaptation[]; feedbackPreferences: FeedbackPreferences; performanceOptimization: PerformanceOptimization; privacySettings: PrivacySettings; adaptationHistory: AdaptationEvent[]; metadata: ProfileMetadata; } export interface UserBehaviorAnalysis { userId: string; analysisId: string; timestamp: Date; behaviorPatterns: BehaviorPattern[]; interactionFrequency: InteractionFrequency; taskCompletionPatterns: TaskCompletionPattern[]; errorPatterns: ErrorPattern[]; learningProgress: LearningProgress; adaptationRequirements: AdaptationRequirement[]; confidenceScore: number; metadata: Record; } export interface PreferencePattern { id: string; type: 'communication' | 'workflow' | 'tool' | 'feedback' | 'assistance'; pattern: string; frequency: number; confidence: number; context: string[]; triggers: string[]; outcomes: string[]; adaptations: string[]; } export interface AdaptiveAssistance { id: string; userId: string; type: 'real-time' | 'contextual' | 'predictive' | 'proactive'; configuration: AssistanceConfiguration; adaptationRules: AdaptationRule[]; triggers: AssistanceTrigger[]; responses: AssistanceResponse[]; learningMechanisms: LearningMechanism[]; performanceMetrics: AssistanceMetrics; status: 'active' | 'inactive' | 'learning' | 'adapting'; } export interface LearningStyle { id: string; type: 'visual' | 'auditory' | 'kinesthetic' | 'reading' | 'multimodal'; preferences: LearningPreferences; strengths: string[]; challenges: string[]; adaptationStrategies: string[]; effectivenessMetrics: EffectivenessMetric[]; confidence: number; } export interface CognitiveBias { id: string; type: string; description: string; severity: 'low' | 'medium' | 'high'; impactAreas: string[]; detectionConfidence: number; mitigationStrategies: string[]; adaptationRequired: boolean; } export interface AssistancePersonalization { id?: string; userId: string; context?: any; profile?: any; adaptationNeeds?: any[]; personalizedRecommendations?: any[]; toolBehaviorConfig?: any; communicationAdaptation?: any; assistanceOptimization?: any; adaptationReasoning?: string; effectivenessMetrics?: any; fallbackStrategies?: any[]; monitoringConfig?: any; metadata?: Record; personalizationLevel: 'basic' | 'intermediate' | 'advanced' | 'expert'; customizations: Customization[]; adaptiveFeatures: AdaptiveFeature[]; learningHistory: LearningHistoryItem[]; optimizationGoals: OptimizationGoal[]; performanceMetrics: PersonalizationMetrics; } export interface ProfileOptimization { profileId: string; optimizationType: 'performance' | 'efficiency' | 'satisfaction' | 'learning'; optimizationGoals: OptimizationGoal[]; currentMetrics: ProfileMetrics; targetMetrics: ProfileMetrics; optimizationActions: OptimizationAction[]; timeline: OptimizationTimeline; results: OptimizationResult[]; } export interface UserInteractionHistory { id: string; userId: string; timestamp: Date; interactionType: 'query' | 'command' | 'feedback' | 'correction' | 'preference'; content: any; context: InteractionContext; outcome: InteractionOutcome; learningValue: number; adaptationTriggers: string[]; } export interface PersonalizationMetrics { userId: string; profileId: string; timestamp: Date; satisfactionScore: number; efficiencyGains: number; learningProgress: number; adaptationSuccess: number; usagePatterns: UsagePattern[]; performanceIndicators: PerformanceIndicator[]; improvementAreas: ImprovementArea[]; } export interface CommunicationPreferences { verbosity: 'concise' | 'detailed' | 'comprehensive'; formality: 'casual' | 'professional' | 'academic'; explanationStyle: 'step-by-step' | 'overview' | 'example-driven'; feedbackTiming: 'immediate' | 'progressive' | 'summary'; } export interface PersonalizationParameters { adaptationSpeed: 'slow' | 'moderate' | 'fast'; confidenceThreshold: number; learningRate: number; contextualSensitivity: number; privacyLevel: 'minimal' | 'balanced' | 'maximum'; } export interface ExperienceLevel { overall: 'beginner' | 'intermediate' | 'advanced' | 'expert'; domains: Record; confidence: number; growthRate: number; } export interface WorkingStyle { pace: 'methodical' | 'balanced' | 'rapid'; approach: 'systematic' | 'exploratory' | 'goal-driven'; collaboration: 'independent' | 'consultative' | 'collaborative'; planning: 'detailed' | 'flexible' | 'adaptive'; } export interface ToolPreferences { preferred: string[]; avoided: string[]; learningInterest: string[]; proficiency: Record; } export interface ContextualAdaptation { context: string; adaptations: string[]; effectiveness: number; lastUsed: Date; } export interface FeedbackPreferences { frequency: 'minimal' | 'moderate' | 'frequent'; detail: 'summary' | 'balanced' | 'comprehensive'; format: 'text' | 'visual' | 'interactive'; timing: 'immediate' | 'delayed' | 'scheduled'; } export interface PerformanceOptimization { goals: string[]; strategies: string[]; metrics: Record; progress: number; } export interface PrivacySettings { dataCollection: 'minimal' | 'standard' | 'comprehensive'; sharing: 'none' | 'anonymized' | 'aggregated'; retention: 'session' | 'short-term' | 'long-term'; control: 'user' | 'system' | 'hybrid'; } export interface AdaptationEvent { timestamp: Date; type: string; trigger: string; adaptation: string; success: boolean; impact: number; } export interface ProfileMetadata { profileVersion: string; dataPoints: number; confidenceLevel: number; adaptationCapability: string; learningCapability: string; } export interface BehaviorPattern { type: string; frequency: number; context: string[]; triggers: string[]; } export interface InteractionFrequency { daily: number; weekly: number; monthly: number; patterns: string[]; } export interface TaskCompletionPattern { taskType: string; completionRate: number; averageTime: number; commonIssues: string[]; } export interface ErrorPattern { errorType: string; frequency: number; contexts: string[]; resolutionMethods: string[]; } export interface LearningProgress { overallProgress: number; domainProgress: Record; learningRate: number; retentionRate: number; moduleProgress?: Record; } export interface AdaptationRequirement { type: string; priority: 'low' | 'medium' | 'high'; description: string; implementationComplexity: number; } export interface AssistanceConfiguration { mode: string; sensitivity: number; responseTime: number; adaptationRate: number; } export interface AdaptationRule { condition: string; action: string; priority: number; effectiveness: number; } export interface AssistanceTrigger { type: string; condition: string; threshold: number; action: string; } export interface AssistanceResponse { trigger: string; responseType: string; content: any; effectiveness: number; } export interface LearningMechanism { type: string; configuration: any; effectiveness: number; adaptationRate: number; } export interface AssistanceMetrics { responsiveness: number; accuracy: number; userSatisfaction: number; adaptationSuccess: number; } export interface LearningPreferences { visualAids: boolean; stepByStep: boolean; examples: boolean; practice: boolean; } export interface EffectivenessMetric { metric: string; value: number; trend: 'improving' | 'stable' | 'declining'; context: string; } export interface Customization { type: string; configuration: any; effectiveness: number; lastModified: Date; } export interface AdaptiveFeature { name: string; status: 'active' | 'inactive' | 'learning'; effectiveness: number; configuration: any; } export interface LearningHistoryItem { timestamp: Date; concept: string; method: string; success: boolean; retention: number; } export interface OptimizationGoal { goal: string; priority: number; target: number; current: number; timeline: string; } export interface ProfileMetrics { efficiency: number; satisfaction: number; learningRate: number; adaptationSuccess: number; } export interface OptimizationAction { action: string; expectedImpact: number; effort: number; timeline: string; } export interface OptimizationResult { action: string; actualImpact: number; success: boolean; timestamp: Date; } export interface InteractionContext { sessionId: string; taskType: string; complexity: number; environment: string; } export interface InteractionOutcome { success: boolean; satisfaction: number; efficiency: number; learningGain: number; } export interface UsagePattern { pattern: string; frequency: number; context: string[]; effectiveness: number; } export interface PerformanceIndicator { indicator: string; value: number; trend: 'up' | 'down' | 'stable'; target: number; } export interface ImprovementArea { area: string; priority: number; recommendations: string[]; expectedGain: number; } export type { QualityMetrics } from './ai-tool-integration.js'; export type { TimeRange } from './memory.js'; export interface QualityAlertConfig { alertName: string; thresholds: QualityThreshold[]; conditions: string[]; severity: 'low' | 'medium' | 'high' | 'critical'; notificationChannels: string[]; cooldownPeriod: number; } export interface QualityInsightsDashboard { widgets: DashboardWidget[]; layout: DashboardLayout; refreshInterval: number; filters: DashboardFilter[]; projectId?: string; } export interface DashboardWidget { id: string; type: 'chart' | 'metric' | 'alert' | 'trend'; title: string; configuration: Record; position: { x: number; y: number; width: number; height: number; }; } export interface DashboardLayout { columns: number; rows: number; spacing: number; } export interface DashboardFilter { field: string; value: any; operator: 'equals' | 'contains' | 'greater' | 'less'; } export interface QualityPredictionPoint { timestamp: Date; value: number; confidence: number; upperBound: number; lowerBound: number; factors: string[]; } export interface SeasonalityInfo { period: 'hourly' | 'daily' | 'weekly' | 'monthly' | 'quarterly'; amplitude: number; phase: number; confidence: number; } export interface AIDecisionConflict { id: string; type: 'priority' | 'resource' | 'approach' | 'timing'; conflictingRecommendations: ToolRecommendation[]; severity: 'low' | 'medium' | 'high' | 'critical'; context: Record; metadata?: Record; } export interface DecisionHierarchy { id: string; name: string; description: string; priority: number; criteria: DecisionCriteria[]; rules: DecisionRule[]; fallbackStrategy: string; metadata?: Record; context?: any; availableTools?: any[]; overrideRules?: any[]; consensusThreshold?: number; domainExpertise?: any; toolDomainMapping?: any; dynamicWeights?: any; qualityMetrics?: any; validationCriteria?: any; decisionLevels?: any; conflictResolutionPath?: string; relationships?: any[]; levels?: any[]; adaptationRules?: { triggers: string[]; actions: string[]; conditions: Record; learningRate: number; }; } export interface DecisionRule { condition: string; action: string; priority: number; } export interface ToolRecommendation { tool: string; toolName?: string; confidence: number; reasoning: string; expectedOutcome: string; alternatives?: string[]; context?: Record; metadata?: Record; } export interface DecisionWeight { criteria: string; weight: number; justification: string; context?: Record; } export interface ConsensusMetrics { agreement: number; confidence: number; participantCount: number; convergenceTime: number; qualityScore: number; } export interface DecisionQuality { score: number; factors: string[]; confidence: number; risks: string[]; opportunities: string[]; } export interface AIToolTrainingModule { id: string; name: string; description: string; targetSkills: string[]; difficulty: 'beginner' | 'intermediate' | 'advanced'; estimatedDuration: number; prerequisites: string[]; content: TrainingContent[] | { theory?: string; practice?: string; assessment?: string; }; toolName?: string; competencyLevel?: string; duration?: number; objectives?: string[]; exercises?: string[]; assessmentCriteria?: string[]; } export interface TrainingContent { type: 'text' | 'code' | 'exercise' | 'quiz'; content: string; metadata?: Record; } export interface PersonalizedTraining { userId: string; modules: string[]; progress: Record; adaptations: AdaptationDecision[]; schedule: TrainingSchedule; assessment?: any; learningGoals?: any; timeConstraints?: any; id?: string; learningAnalysis?: { complexity?: string; focusAreas?: string[]; estimatedEffort?: string; preferredStyle?: string; [key: string]: any; }; selectedModules?: string[]; moduleSequence?: string[]; adaptiveParams?: any; progressTracking?: any; milestones?: any[]; estimatedDuration?: number; difficultyProgression?: any; practiceExercises?: any[]; assessmentSchedule?: any; supportResources?: any[]; feedback?: any; metadata?: any; } export interface TrainingSchedule { sessions: TrainingSession[]; frequency: 'daily' | 'weekly' | 'biweekly'; duration: number; } export interface TrainingSession { date: Date; modules: string[]; completed: boolean; feedback?: string; } export interface AdaptationDecision { type: 'difficulty' | 'pace' | 'content' | 'approach'; decision: string; reasoning: string; timestamp: Date; } export interface LearningPath { id: string; pathId: string; name: string; description: string; modules: string[]; prerequisites: string[]; estimatedDuration: number; difficulty: 'beginner' | 'intermediate' | 'advanced'; milestones?: any[]; estimatedCompletion?: Date; adaptivePacing?: any; personalization?: any; created?: Date; lastUpdated?: Date; } export interface SkillGap { skill: string; current: number; target: number; priority: 'low' | 'medium' | 'high'; recommendations: string[]; } export interface TrainingMetrics { completionRate: number; averageScore: number; timeSpent: number; skillImprovement: Record; engagement: number; } export interface TrainingProtocol { id: string; name: string; description: string; steps: TrainingStep[]; assessment: AssessmentCriteria[]; toolName?: string; competencyLevels?: any; trainingModules?: any[]; prerequisites?: string[]; estimatedDuration?: number; difficultyProgression?: string; assessmentCriteria?: string[]; successMetrics?: { completionRate?: number; performanceImprovement?: number; userSatisfaction?: number; }; } export interface TrainingStep { order: number; name: string; description: string; type: 'learn' | 'practice' | 'assess'; content: string; expectedDuration: number; } export interface AssessmentCriteria { name: string; weight: number; passingScore: number; evaluationMethod: string; } export interface TrainingRecommendation { moduleId: string; modules: string[]; title: string; description: string; difficulty: 'beginner' | 'intermediate' | 'advanced'; estimatedDuration: string; prerequisites: string[]; objectives: string[]; learningPath: string; priority: 'low' | 'medium' | 'high'; reasoning: string; estimatedBenefit: number; relevance: number; adaptiveSettings?: any; progressTracking?: any; } export interface AgentAvailability { agentId: string; available: boolean; currentLoad: number; maxCapacity: number; estimatedFreeTime?: Date; capabilities: string[]; } export interface CompetencyLevel { skill: string; level: number; confidence: number; lastAssessed: Date; evidence: string[]; trends?: { direction: 'improving' | 'stable' | 'declining'; velocity: number; confidence: number; }; stability?: number; } export interface ExecutionPlan { id: string; tasks: ExecutionTask[]; phases: ExecutionPhase[]; dependencies: TaskDependency[]; estimatedDuration: number; priority: 'low' | 'medium' | 'high'; resources: string[]; } export interface ExecutionPhase { id: string; name: string; description: string; tasks: string[]; dependencies: string[]; estimatedDuration: number; status: 'pending' | 'in_progress' | 'completed' | 'failed'; parallel: boolean; } export interface ExecutionTask { id: string; name: string; description: string; agent: string; estimatedDuration: number; status: 'pending' | 'in_progress' | 'completed' | 'failed'; dependencies: string[]; } export interface TaskDependency { taskId: string; dependsOn: string; type: 'hard' | 'soft'; } export interface TaskRequirements { skills: string[]; resources: string[]; constraints: Record; priority: 'low' | 'medium' | 'high'; deadline?: Date; tasks: string[]; } export interface UserRequest { id: string; type: string; content: string; context: Record; timestamp: Date; priority: 'low' | 'medium' | 'high'; userId?: string; } export interface OrchestratorResponse { requestId: string; result: any; agents: string[]; executionTime: number; success: boolean; errors?: string[]; metadata?: Record; } export interface AdaptiveFilter { id: string; name: string; description: string; rules: FilteringRule[]; adaptationHistory: FilterAdaptation[]; effectiveness: number; userId?: string; behaviorAnalysis?: any; preferencePatterns?: any; adaptiveRules?: any; fallbackStrategy?: any; validationCriteria?: any; personalizationParams?: Record; learningRate?: number; dynamicWeights?: any; adaptationTriggers?: any[]; confidenceLevel?: number; performanceMetrics?: any; updateFrequency?: number; } export interface FilteringRule { condition: string; action: 'include' | 'exclude' | 'modify'; priority: number; confidence: number; } export interface FilterAdaptation { timestamp: Date; change: string; reason: string; effectiveness: number; } export interface FilteringCriteria { relevance: number; quality: number; timeliness: number; userPreference: number; contextMatch: number; maxResults?: number; filteringStrategy?: string; relevanceThreshold?: number; prioritizeTypes?: string[]; contextWeights?: Record; excludeTypes?: string[]; } export interface FilteringMetrics { precision: number; recall: number; f1Score: number; userSatisfaction: number; processingTime: number; id?: string; filteringStrategy?: string; inputCount?: number; outputCount?: number; reductionRate?: number; } export interface FilteringResult { id?: string; original: any[]; filtered: any[]; removed: any[]; confidence: number; reasoning: string[]; filteredSuggestions?: any[]; originalSuggestions?: any[]; criteria?: any; context?: any; userFeedback?: any; learningInsights?: any; metadata?: Record; metrics?: Record; filteringSteps?: any[]; relevanceScores?: any; } export interface SuggestionPriority { value: number; factors: string[]; confidence: number; adjustments: PriorityAdjustment[]; } export interface PriorityAdjustment { factor: string; impact: number; reasoning: string; } export interface RelevanceScore { value: number; components: Record; confidence: number; explanation: string; overall?: number; contextual?: number; temporal?: number; personal?: number; } //# sourceMappingURL=index.d.ts.map