Two-Dimensional Extensibility Framework

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interface HeadElfExtension {
  metadata: ExtensionMetadata
  capabilities: ExtensionCapability[]
  dependencies: ExtensionDependency[]

  initialize(context: ExtensionContext): Promise<void>
  enhance(decision: ExecutiveDecision, context: ExecutionContext): Promise<EnhancedDecision>
  validate(input: ExtensionInput): Promise<ValidationResult>
}

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// src/extensions/industry/financial-services-extension.ts
export class FinancialServicesExtension implements IndustryExtension {
  public readonly metadata: ExtensionMetadata = {
    id: 'financial-services-v2.0',
    name: 'Financial Services Intelligence',
    version: '2.0.0',
    description: 'Comprehensive financial services regulatory compliance and industry expertise',
    author: 'HeadElf Community',
    industry: 'FINANCIAL_SERVICES',
    supportedRegions: ['US', 'EU', 'UK', 'APAC'],
    lastUpdated: '2024-01-15'
  }

  public readonly regulatoryFrameworks: RegulatoryFramework[] = [
    {
      name: 'Basel III',
      version: '2017',
      jurisdiction: 'Global',
      applicability: 'Banking',
      keyRequirements: [
        'Capital adequacy ratios',
        'Liquidity coverage ratio',
        'Net stable funding ratio',
        'Leverage ratio'
      ]
    },
    {
      name: 'Dodd-Frank Act',
      version: '2010',
      jurisdiction: 'United States',
      applicability: 'Banking, Investment',
      keyRequirements: [
        'Volcker Rule compliance',
        'Stress testing',
        'Living wills',
        'CCAR participation'
      ]
    },
    {
      name: 'MiFID II',
      version: '2018',
      jurisdiction: 'European Union',
      applicability: 'Investment Services',
      keyRequirements: [
        'Best execution reporting',
        'Transaction reporting',
        'Client classification',
        'Product governance'
      ]
    }
  ]

  async enhanceExecutiveDecision(
    decision: ExecutiveDecision,
    context: IndustryContext
  ): Promise<EnhancedDecision> {
    const enhancement = await this.generateIndustryEnhancement(decision, context)

    return {
      ...decision,
      industryEnhancement: enhancement,
      confidence: this.calculateConfidence(decision, enhancement),
      recommendedActions: await this.generateRecommendedActions(decision, enhancement)
    }
  }

  private async generateIndustryEnhancement(
    decision: ExecutiveDecision,
    context: IndustryContext
  ): Promise<IndustryEnhancement> {
    return {
      regulatoryAssessment: await this.assessRegulatoryCompliance(decision, context),
      riskAnalysis: await this.conductRiskAnalysis(decision, context),
      bestPractices: await this.identifyBestPractices(decision, context),
      benchmarking: await this.performIndustryBenchmarking(decision, context),
      implementationGuidance: await this.developImplementationGuidance(decision, context)
    }
  }
}

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// Regulatory compliance validation
async validateRegulatoryCompliance(
  decision: ExecutiveDecision,
  regulations: RegulatoryFramework[]
): Promise<ComplianceValidation> {
  const validations = await Promise.all(
    regulations.map(regulation => this.validateSingleRegulation(decision, regulation))
  )

  return {
    overallCompliance: validations.every(v => v.compliant),
    frameworkCompliance: validations,
    riskLevel: this.calculateComplianceRisk(validations),
    recommendations: this.generateComplianceRecommendations(validations),
    actionItems: this.identifyRequiredActions(validations)
  }
}

private async validateSingleRegulation(
  decision: ExecutiveDecision,
  regulation: RegulatoryFramework
): Promise<RegulationValidation> {
  switch (regulation.name) {
    case 'Basel III':
      return await this.validateBaselCompliance(decision, regulation)
    case 'Dodd-Frank Act':
      return await this.validateDoddFrankCompliance(decision, regulation)
    case 'MiFID II':
      return await this.validateMiFIDCompliance(decision, regulation)
    default:
      return await this.validateGenericCompliance(decision, regulation)
  }
}

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// Financial services risk assessment
async conductRiskAnalysis(
  decision: ExecutiveDecision,
  context: IndustryContext
): Promise<IndustryRiskAnalysis> {
  return {
    creditRisk: await this.assessCreditRisk(decision, context),
    marketRisk: await this.assessMarketRisk(decision, context),
    operationalRisk: await this.assessOperationalRisk(decision, context),
    liquidityRisk: await this.assessLiquidityRisk(decision, context),
    reputationalRisk: await this.assessReputationalRisk(decision, context),
    regulatoryRisk: await this.assessRegulatoryRisk(decision, context),
    concentrationRisk: await this.assessConcentrationRisk(decision, context)
  }
}

private async assessCreditRisk(
  decision: ExecutiveDecision,
  context: IndustryContext
): Promise<RiskAssessment> {
  // Implementation for credit risk assessment
  const factors = this.identifyCreditRiskFactors(decision, context)
  const probability = await this.calculateRiskProbability(factors)
  const impact = await this.assessRiskImpact(factors, context)

  return {
    riskLevel: this.categorizeRisk(probability, impact),
    probability,
    impact,
    factors,
    mitigation: await this.recommendRiskMitigation(factors, context),
    monitoring: this.defineRiskMonitoring(factors)
  }
}

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// src/extensions/industry/healthcare-extension.ts
export class HealthcareExtension implements IndustryExtension {
  public readonly regulatoryFrameworks: RegulatoryFramework[] = [
    {
      name: 'FDA 21 CFR Part 820',
      version: 'Current',
      jurisdiction: 'United States',
      applicability: 'Medical Devices',
      keyRequirements: [
        'Quality management system',
        'Design controls',
        'Risk management',
        'Clinical evaluation'
      ]
    },
    {
      name: 'HIPAA',
      version: '1996/2013',
      jurisdiction: 'United States',
      applicability: 'Healthcare Data',
      keyRequirements: [
        'Privacy rule compliance',
        'Security rule implementation',
        'Breach notification',
        'Business associate agreements'
      ]
    },
    {
      name: 'GCP (Good Clinical Practice)',
      version: 'ICH E6(R2)',
      jurisdiction: 'Global',
      applicability: 'Clinical Trials',
      keyRequirements: [
        'Protocol compliance',
        'Data integrity',
        'Participant safety',
        'Regulatory reporting'
      ]
    }
  ]

  async enhanceExecutiveDecision(
    decision: ExecutiveDecision,
    context: IndustryContext
  ): Promise<EnhancedDecision> {
    const clinicalConsiderations = await this.assessClinicalImplications(decision, context)
    const regulatoryPathway = await this.identifyRegulatoryPathway(decision, context)
    const patientSafety = await this.evaluatePatientSafety(decision, context)
    const marketAccess = await this.analyzeMarketAccess(decision, context)

    return {
      ...decision,
      industryEnhancement: {
        clinicalConsiderations,
        regulatoryPathway,
        patientSafety,
        marketAccess,
        recommendations: await this.generateHealthcareRecommendations(decision, context)
      }
    }
  }
}

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// src/extensions/enterprise/startup-context-extension.ts
export class StartupContextExtension implements EnterpriseContextExtension {
  public readonly metadata: ExtensionMetadata = {
    id: 'startup-context-v1.5',
    name: 'Startup & Early Stage Context',
    version: '1.5.0',
    description: 'Organizational patterns and decision frameworks for startup environments',
    contextType: 'STARTUP',
    applicableStages: ['PRE_SEED', 'SEED', 'SERIES_A', 'SERIES_B'],
    anonymizationLevel: 'ENHANCED'
  }

  public readonly organizationalPatterns: AnonymizedPattern[] = [
    {
      patternId: 'startup_rapid_decision_making',
      description: 'Rapid decision-making with minimal committee structure',
      contextFactors: [
        'small_team_size_under_50',
        'resource_constraints',
        'market_urgency',
        'founder_led_decisions'
      ],
      decisionCharacteristics: {
        timeToDecision: 'hours_to_days',
        approvalLevels: 1-2,
        documentationLevel: 'minimal',
        riskTolerance: 'high'
      },
      effectiveness: 0.85,
      applicability: ['STRATEGIC_PIVOTS', 'PRODUCT_DECISIONS', 'HIRING', 'PARTNERSHIPS']
    },
    {
      patternId: 'resource_optimization_focus',
      description: 'Cash preservation and runway optimization prioritization',
      contextFactors: [
        'limited_funding',
        'burn_rate_sensitivity',
        'growth_vs_efficiency_tradeoffs'
      ],
      decisionCharacteristics: {
        primaryMetric: 'runway_extension',
        secondaryMetrics: ['growth_rate', 'product_market_fit'],
        reviewCycle: 'monthly',
        adjustmentSpeed: 'high'
      },
      effectiveness: 0.78,
      applicability: ['BUDGET_ALLOCATION', 'HIRING_PLANS', 'MARKETING_SPEND', 'INFRASTRUCTURE']
    }
  ]

  async adaptDecisionContext(
    decision: ExecutiveDecision,
    context: EnterpriseContext
  ): Promise<ContextualizedDecision> {
    const matchedPatterns = await this.matchOrganizationalPatterns(context)
    const adaptedFramework = await this.adaptDecisionFramework(decision, matchedPatterns)
    const culturalContext = await this.applyCulturalAdaptation(decision, context)

    return {
      ...decision,
      contextualAdaptation: {
        matchedPatterns,
        adaptedFramework,
        culturalContext,
        implementation: await this.adaptImplementationApproach(decision, context),
        metrics: await this.defineContextualMetrics(decision, context)
      }
    }
  }
}

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// Decision framework adaptation for startup context
async adaptDecisionFramework(
  decision: ExecutiveDecision,
  patterns: PatternMatch[]
): Promise<AdaptedDecisionFramework> {
  const primaryPattern = patterns[0] // Highest confidence match

  return {
    decisionSpeed: this.adaptDecisionSpeed(decision, primaryPattern),
    approvalProcess: this.adaptApprovalProcess(decision, primaryPattern),
    riskAssessment: this.adaptRiskAssessment(decision, primaryPattern),
    resourceAllocation: this.adaptResourceAllocation(decision, primaryPattern),
    successMetrics: this.adaptSuccessMetrics(decision, primaryPattern),
    reviewCycle: this.adaptReviewCycle(decision, primaryPattern)
  }
}

private adaptDecisionSpeed(
  decision: ExecutiveDecision,
  pattern: PatternMatch
): DecisionSpeedAdaptation {
  if (pattern.pattern.patternId === 'startup_rapid_decision_making') {
    return {
      recommendedTimeline: this.compressTimeline(decision.plannedTimeline, 0.6),
      fastTrackCriteria: ['MARKET_OPPORTUNITY', 'COMPETITIVE_RESPONSE', 'CRISIS_RESPONSE'],
      accelerationTechniques: [
        'parallel_workstreams',
        'decision_matrix_simplification',
        'external_expert_consultation',
        'mvp_testing_approach'
      ],
      qualityAssurance: 'reduced_documentation_enhanced_monitoring'
    }
  }
  // Additional pattern adaptations...
}

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// src/core/anonymization-engine.ts
export class EnterpriseDataAnonymizer {
  async anonymize(
    data: EnterpriseData,
    configuration: AnonymizationConfiguration
  ): Promise<AnonymizedData> {
    switch (configuration.level) {
      case 'BASIC':
        return this.basicAnonymization(data, configuration)
      case 'ENHANCED':
        return this.enhancedAnonymization(data, configuration)
      case 'ADVANCED':
        return this.advancedAnonymization(data, configuration)
      case 'MAXIMUM':
        return this.maximumAnonymization(data, configuration)
    }
  }

  private async enhancedAnonymization(
    data: EnterpriseData,
    config: AnonymizationConfiguration
  ): Promise<AnonymizedData> {
    return {
      organizationalPatterns: await this.anonymizeOrganizationalPatterns(data.organizationalPatterns),
      decisionFrameworks: await this.anonymizeDecisionFrameworks(data.decisionFrameworks),
      businessMetrics: await this.anonymizeBusinessMetrics(data.businessMetrics, config),
      culturalFactors: await this.anonymizeCulturalFactors(data.culturalFactors),
      processPatterns: await this.anonymizeProcessPatterns(data.processPatterns)
    }
  }

  private async anonymizeOrganizationalPatterns(
    patterns: OrganizationalPattern[]
  ): Promise<AnonymizedOrganizationalPattern[]> {
    return patterns.map(pattern => ({
      patternId: this.generateAnonymousPatternId(pattern),
      description: this.anonymizeDescription(pattern.description),
      contextFactors: this.categorizeContextFactors(pattern.contextFactors),
      effectivenessMetrics: this.normalizeMetrics(pattern.effectiveness),
      applicabilityDomains: pattern.applicabilityDomains // Keep generic domains
    }))
  }

  private generateAnonymousPatternId(pattern: OrganizationalPattern): string {
    const hash = crypto.createHash('sha256')
      .update(pattern.organizationId + pattern.contextId)
      .digest('hex')

    return `pattern_${hash.substring(0, 12)}`
  }
}

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// Extension validation framework
interface ExtensionValidation {
  technicalCompliance: TechnicalComplianceCheck
  qualityMetrics: QualityMetrics
  securityValidation: SecurityValidation
  performanceValidation: PerformanceValidation
  documentationValidation: DocumentationValidation
}

async function validateExtension(extension: HeadElfExtension): Promise<ExtensionValidation> {
  return {
    technicalCompliance: await validateTechnicalCompliance(extension),
    qualityMetrics: await assessQualityMetrics(extension),
    securityValidation: await validateSecurity(extension),
    performanceValidation: await validatePerformance(extension),
    documentationValidation: await validateDocumentation(extension)
  }
}

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// Extension testing utilities
import { ExtensionTestFramework } from '@headelf/testing'

describe('Manufacturing Extension', () => {
  let testFramework: ExtensionTestFramework
  let extension: ManufacturingExtension

  beforeEach(async () => {
    testFramework = new ExtensionTestFramework()
    extension = new ManufacturingExtension()
    await testFramework.initializeExtension(extension)
  })

  it('should enhance manufacturing decisions with industry-specific analysis', async () => {
    const testScenario = testFramework.createTestScenario({
      industry: 'MANUFACTURING',
      decisionType: 'SUPPLY_CHAIN_OPTIMIZATION',
      complexity: 'HIGH'
    })

    const result = await testFramework.testExtensionEnhancement(extension, testScenario)

    expect(result.enhancement).toBeDefined()
    expect(result.regulatoryCompliance).toBeDefined()
    expect(result.industryBestPractices).toBeDefined()
    expect(result.performanceMetrics.responseTime).toBeLessThan(5000)
  })
})

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// Extension registry and discovery
export class ExtensionRegistry {
  async searchExtensions(criteria: ExtensionSearchCriteria): Promise<ExtensionSearchResult[]> {
    return this.database.extensions.findMany({
      where: {
        industry: criteria.industry,
        contextType: criteria.contextType,
        version: { gte: criteria.minimumVersion },
        status: 'APPROVED'
      },
      include: {
        ratings: true,
        downloads: true,
        reviews: true
      },
      orderBy: {
        rating: 'desc'
      }
    })
  }

  async installExtension(extensionId: string, version?: string): Promise<InstallationResult> {
    const extension = await this.validateExtensionCompatibility(extensionId, version)
    const dependencies = await this.resolveDependencies(extension)

    return await this.performInstallation(extension, dependencies)
  }
}